WEBVTT be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/186-0 00:00:04.900 --> 00:00:07.650 Well, folks, I think we're gonna get started. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/201-0 00:00:08.540 --> 00:00:11.944 Thank you all for attending the Earthquake Science Center Weekly be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/201-1 00:00:11.944 --> 00:00:12.730 Seminar Series. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/207-0 00:00:12.740 --> 00:00:14.050 If you are new, welcome. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/227-0 00:00:14.100 --> 00:00:16.337 If you would like to be added to our email distribution group, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/227-1 00:00:16.337 --> 00:00:17.190 please send us an email. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/273-0 00:00:17.820 --> 00:00:21.387 Seminars are recorded and mostly all talks are posted on the USGS be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/273-1 00:00:21.387 --> 00:00:24.685 Earthquake Science Center web page. Closed captioning can be be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/273-2 00:00:24.685 --> 00:00:28.145 turned on by clicking on the CC icon or the ... more tab at the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/273-3 00:00:28.145 --> 00:00:29.010 top of the page. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/333-0 00:00:29.420 --> 00:00:32.726 Attendees, please mute your mics and turn off your cameras until be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/333-1 00:00:32.726 --> 00:00:35.828 the Q&A session at the end of the talk, and feel free to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/333-2 00:00:35.828 --> 00:00:38.829 submit your questions via the chat at any time, or wait to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/333-3 00:00:38.829 --> 00:00:41.983 turn on your camera and ask your questions during the Q&A be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/333-4 00:00:41.983 --> 00:00:42.950 session. Next week, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/366-0 00:00:42.960 --> 00:00:46.872 as far as announcements go for today. Next week on Tuesday, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/366-1 00:00:46.872 --> 00:00:50.981 January 30th, that will be the first day of the 3-day Northern be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/366-2 00:00:50.981 --> 00:00:53.590 California Earthquake Hazards Workshop. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/370-0 00:00:53.740 --> 00:00:55.770 Registration is required to attend. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/384-0 00:00:55.860 --> 00:00:58.650 Please see the chat to see the agenda and to register. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/395-0 00:00:59.420 --> 00:01:02.050 Susan will add that to the chat in the meeting. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/416-0 00:01:02.060 --> 00:01:05.740 Please also note that because of the overlap with the workshop be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/416-1 00:01:05.740 --> 00:01:08.370 next week, there will not be an ESC seminar. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/422-0 00:01:08.380 --> 00:01:09.790 We will pick up in February. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/426-0 00:01:12.100 --> 00:01:12.870 Let's see. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/455-0 00:01:12.880 --> 00:01:16.826 So the California Community models for Seismic Hazards be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/455-1 00:01:16.826 --> 00:01:20.630 Workshop will be online from March 4th to 5th, 2024. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/485-0 00:01:21.080 --> 00:01:23.856 Community models include geologic models, seismic be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/485-1 00:01:23.856 --> 00:01:27.355 velocity models, fault models, stress models, geodetic models, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/485-2 00:01:27.355 --> 00:01:29.410 thermal models, and rheology models. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/496-0 00:01:29.600 --> 00:01:31.020 More details will be coming soon. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/559-0 00:01:32.630 --> 00:01:36.907 The USGS Science Lightning Talks Town Hall will be on Thursday, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/559-1 00:01:36.907 --> 00:01:40.984 tomorrow, January 25th, from 2:00 to 3:30, and as always, we be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/559-2 00:01:40.984 --> 00:01:44.527 will have our Not Ready for Prime Time and in-person be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/559-3 00:01:44.527 --> 00:01:48.270 informal meeting where USGS scientists have a chance to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/559-4 00:01:48.270 --> 00:01:52.080 discuss new results and or share new thoughts and ideas. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/579-0 00:01:52.570 --> 00:01:55.580 Join us Thursday's at 3 o'clock here in person in the Yosemite be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/579-1 00:01:55.580 --> 00:01:56.250 Room for that. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/596-0 00:01:57.050 --> 00:01:59.974 Finally, Max and I will be handing off our seminar be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/596-1 00:01:59.974 --> 00:02:02.841 coordination hosting responsibilities to Margaret be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/596-2 00:02:02.841 --> 00:02:03.300 Jessica. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/600-0 00:02:03.310 --> 00:02:03.460 Mary. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/603-0 00:02:03.780 --> 00:02:05.570 But next week? Not. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/631-0 00:02:05.580 --> 00:02:08.756 Sorry, not next week in February, starting the first be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/631-1 00:02:08.756 --> 00:02:12.291 week, so please rest assured, the seminar will be in great be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/631-2 00:02:12.291 --> 00:02:13.490 hands starting then. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/645-0 00:02:14.380 --> 00:02:17.069 With that, I'll hand it over to Anne Wein, who will introduce be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/645-1 00:02:17.069 --> 00:02:17.850 our speaker today. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/648-0 00:02:20.060 --> 00:02:20.700 Good morning. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/672-0 00:02:21.900 --> 00:02:25.935 I crossed paths with Emily Mongold on the topic of sea be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/672-1 00:02:25.935 --> 00:02:27.990 level rise and liquefaction. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/699-0 00:02:28.800 --> 00:02:31.876 That was our study with Alex Grant to analyze the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/699-1 00:02:31.876 --> 00:02:35.876 liquefaction under changing sea level rise and it was advised by be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/699-2 00:02:35.876 --> 00:02:37.230 Keith Knudsen as well. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/703-0 00:02:37.500 --> 00:02:38.440 But back to Emily. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/715-0 00:02:39.200 --> 00:02:43.310 She's a structural engineer, PhD student at Stanford University. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/719-0 00:02:45.450 --> 00:02:46.240 Sorry. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/723-0 00:02:47.350 --> 00:02:48.060 Yes, she is. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/751-0 00:02:48.210 --> 00:02:51.885 She completed her Bachelors in engineering at the University of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/751-1 00:02:51.885 --> 00:02:55.043 Delaware, where she became involved in natural hazards be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/751-2 00:02:55.043 --> 00:02:55.560 research. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/791-0 00:02:55.570 --> 00:02:59.300 And I just heard hurricanes in particular. Working towards a be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/791-1 00:02:59.300 --> 00:03:02.663 multi-hazard framework considering an array of coastal be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/791-2 00:03:02.663 --> 00:03:06.454 hazards including earthquakes and modeled anticipated changes be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/791-3 00:03:06.454 --> 00:03:07.800 due to sea level rise. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/832-0 00:03:08.430 --> 00:03:11.689 So we'll hear about this relevant work today and also be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/832-1 00:03:11.689 --> 00:03:15.008 congratulate you, Emily, on your first publication and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/832-2 00:03:15.008 --> 00:03:18.570 earthquakes sketcher bit forged ahead on modeling posters. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/842-0 00:03:18.580 --> 00:03:22.184 Aster recovery, by accounting for rental and multifamily be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/842-1 00:03:22.184 --> 00:03:22.690 housing. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/857-0 00:03:22.980 --> 00:03:26.620 So I present Emily, who is passionate about resilience, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/857-1 00:03:26.620 --> 00:03:28.570 sustainability, and solutions. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/863-0 00:03:33.430 --> 00:03:33.870 Awesome. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/887-0 00:03:33.880 --> 00:03:37.560 Thank you for the introduction and thank you all for having me be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/887-1 00:03:37.560 --> 00:03:39.780 here today. My name is Emily Mongold. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/898-0 00:03:39.790 --> 00:03:44.080 And yeah, I'm a PhD candidate at Stanford University. Today, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/920-0 00:03:44.090 --> 00:03:48.533 I'm gonna be presenting mostly on this probabilistic regional be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/920-1 00:03:48.533 --> 00:03:52.761 liquefaction analysis, but to give a little bit additional be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/920-2 00:03:52.761 --> 00:03:53.550 background. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/925-0 00:04:01.290 --> 00:04:01.710 There we go. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/929-0 00:04:02.390 --> 00:04:02.790 Umm. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/970-0 00:04:03.090 --> 00:04:07.471 So yeah, I have a background in structural engineering, so when be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/970-1 00:04:07.471 --> 00:04:11.783 I'm looking at natural hazards, I'm thinking from a risk-based be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/970-2 00:04:11.783 --> 00:04:15.548 perspective, which means I'm thinking mostly about how be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/970-3 00:04:15.548 --> 00:04:18.150 hazards impact the built environment. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1020-0 00:04:19.970 --> 00:04:24.595 I'm also working on having a focus on human impacts, so like be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1020-1 00:04:24.595 --> 00:04:29.296 Anne mentioned, I did some work as well with focus on housing be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1020-2 00:04:29.296 --> 00:04:33.770 and recovery of households and how households can actually be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1020-3 00:04:33.770 --> 00:04:38.016 rebuild and how people are impacted by the hazards that be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1020-4 00:04:38.016 --> 00:04:39.230 they experience. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1045-0 00:04:41.180 --> 00:04:44.799 So with the bigger picture, I'm working to include multiple be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1045-1 00:04:44.799 --> 00:04:48.297 different hazards because people are impacted by multiple be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1045-2 00:04:48.297 --> 00:04:48.780 hazards. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1049-0 00:04:49.330 --> 00:04:49.740 Umm. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1097-0 00:04:50.170 --> 00:04:54.785 And including sea level rise as a lot of hazards, impacts are be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1097-1 00:04:54.785 --> 00:04:59.177 changing and I'm doing this with a focus on the impacts to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1097-2 00:04:59.177 --> 00:05:03.643 communities and working to calculate actionable outcomes to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1097-3 00:05:03.643 --> 00:05:08.035 understand how people are affected and what can be done to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1097-4 00:05:08.035 --> 00:05:08.780 help that. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1145-0 00:05:11.030 --> 00:05:14.709 So, when I think about this in the framework of liquefaction, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1145-1 00:05:14.709 --> 00:05:17.921 the difference between liquefaction hazard and risk is be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1145-2 00:05:17.921 --> 00:05:21.776 that there can be a liquefaction hazard a lot of places and there be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1145-3 00:05:21.776 --> 00:05:24.580 are different ways that liquefaction manifests. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1223-0 00:05:24.590 --> 00:05:28.572 Sand boils or uneven settlement and if this happens in a place be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1223-1 00:05:28.572 --> 00:05:32.491 where there aren't people or or in a field somewhere, there's be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1223-2 00:05:32.491 --> 00:05:35.777 still liquefaction hazard, but there's not really a be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1223-3 00:05:35.777 --> 00:05:39.949 liquefaction risk because people aren't affected, infrastructure, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1223-4 00:05:39.949 --> 00:05:43.931 isn't affected, whereas, you can see on the right hand picture be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1223-5 00:05:43.931 --> 00:05:47.471 that when liquefaction happens in a place like an urban be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1223-6 00:05:47.471 --> 00:05:48.230 environment. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1263-0 00:05:48.240 --> 00:05:52.689 This is a picture from the 1906 San Francisco earthquake and we be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1263-1 00:05:52.689 --> 00:05:56.999 can see that this has caused significant damage to a building be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1263-2 00:05:56.999 --> 00:06:01.170 where it's settled backwards and it's fallen kind of on its be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1263-3 00:06:01.170 --> 00:06:02.630 neighboring building. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1274-0 00:06:03.260 --> 00:06:06.863 And so this is where there becomes risk from the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1274-1 00:06:06.863 --> 00:06:07.820 liquefaction. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1301-0 00:06:11.800 --> 00:06:17.152 Liquefaction can cause damage to structures that would otherwise be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1301-1 00:06:17.152 --> 00:06:19.540 withstand earthquake shaking. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1318-0 00:06:19.650 --> 00:06:24.042 We can see in this picture that the building itself is still be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1318-1 00:06:24.042 --> 00:06:24.690 together. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1322-0 00:06:24.700 --> 00:06:25.670 It hasn't collapsed. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1326-0 00:06:25.680 --> 00:06:26.300 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1359-0 00:06:27.140 --> 00:06:31.495 It hasn't exhibited any other damage other than the fact that be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1359-1 00:06:31.495 --> 00:06:35.570 it's now settled back and and fallen on another building. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1384-0 00:06:36.040 --> 00:06:39.613 And in the past, largely because ground failure is difficult to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1384-1 00:06:39.613 --> 00:06:42.964 predict, but it hasn't been considered in a typical seismic be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1384-2 00:06:42.964 --> 00:06:44.360 hazard and risk analysis. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1407-0 00:06:46.340 --> 00:06:52.029 And so I've been working to to combine it in and using some be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1407-1 00:06:52.029 --> 00:06:54.590 empirical fragility curves. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1452-0 00:06:55.640 --> 00:06:58.876 Some researchers at the University of Washington be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1452-1 00:06:58.876 --> 00:07:02.707 developed these based on empirical data, and so those are be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1452-2 00:07:02.707 --> 00:07:06.802 useful to now be able to combine the way that we consider the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1452-3 00:07:06.802 --> 00:07:11.030 hazard with the losses that we expect and damages to buildings. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1470-0 00:07:14.900 --> 00:07:21.150 So at a phenomenological scale, liquefaction is really ground be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1507-0 00:07:21.160 --> 00:07:24.941 failure that occurs during earthquake shaking and it be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1507-1 00:07:24.941 --> 00:07:29.008 requires that the soil be saturated, sandy and of course be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1507-2 00:07:29.008 --> 00:07:30.650 experience the shaking. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1564-0 00:07:31.600 --> 00:07:36.585 And so at that small scale, the particles have to be uplifted in be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1564-1 00:07:36.585 --> 00:07:41.110 the poor water pressure, and that can cause the settlement be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1564-2 00:07:41.110 --> 00:07:45.099 and the flow of the soil during during the event of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1564-3 00:07:45.099 --> 00:07:49.471 liquefaction. Liquefaction itself could happen under the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1564-4 00:07:49.471 --> 00:07:54.150 soil and not really have an impact that we would know about. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1577-0 00:07:54.780 --> 00:07:58.335 So because I'm focused on risk to to structures and risk to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1577-1 00:07:58.335 --> 00:07:58.750 people. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1590-0 00:08:00.790 --> 00:08:05.460 I'm focused on when liquefaction has a surface manifestation. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1605-0 00:08:05.670 --> 00:08:08.493 So that's like the sand boils and the settlement that I be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1605-1 00:08:08.493 --> 00:08:09.350 mentioned before. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1607-0 00:08:10.340 --> 00:08:10.760 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1662-0 00:08:12.940 --> 00:08:17.127 And there are many different ways that that past researchers be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1662-1 00:08:17.127 --> 00:08:21.452 have considered measuring and predicting liquefaction, but the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1662-2 00:08:21.452 --> 00:08:25.914 liquefaction potential index or LPI is the metric that I've been be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1662-3 00:08:25.914 --> 00:08:29.484 using, and this corresponds typically to either the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1662-4 00:08:29.484 --> 00:08:32.230 likelihood or severity of liquefaction. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1696-0 00:08:32.240 --> 00:08:36.990 It's been interpreted both ways by different researchers, so be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1696-1 00:08:36.990 --> 00:08:41.663 typically an LPI above 5 would be where you might expect to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1696-2 00:08:41.663 --> 00:08:44.000 moderate liquefaction and LPI be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1720-0 00:08:44.010 --> 00:08:48.258 above 15 would be where you might experience severe be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1720-1 00:08:48.258 --> 00:08:53.404 liquefaction. So, I used those thresholds to kind of interpret be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1720-2 00:08:53.404 --> 00:08:54.140 the data. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1745-0 00:08:55.020 --> 00:08:59.179 This equation for LPI on the right hand side, it's calculated be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1745-1 00:08:59.179 --> 00:09:00.790 along the depth of soil. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1815-0 00:09:01.000 --> 00:09:05.858 So going from where there's groundwater, where the soil is be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1815-1 00:09:05.858 --> 00:09:10.716 saturated, down 20 meters to a depth where you might still be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1815-2 00:09:10.716 --> 00:09:15.738 expect it to impact surface manifestation, and the factor of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1815-3 00:09:15.738 --> 00:09:20.926 safety of liquefaction in there is where the information about be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1815-4 00:09:20.926 --> 00:09:26.113 the soil, the ground shaking and the different soil properties be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1815-5 00:09:26.113 --> 00:09:29.160 are all in that factor of safety FS. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1827-0 00:09:30.860 --> 00:09:34.080 LPI has been empirically fit by a lot of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1833-0 00:09:35.670 --> 00:09:37.300 geo-techs. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1856-0 00:09:37.310 --> 00:09:42.133 based on different soil data, but I'm using some that uses CPT be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1856-1 00:09:42.133 --> 00:09:44.430 or cone penetration test data. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1892-0 00:09:45.710 --> 00:09:49.826 So there are a lot of different ways to calculate, but I've been be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1892-1 00:09:49.826 --> 00:09:54.006 using two equations that use CPT data and that just stands in for be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1892-2 00:09:54.006 --> 00:09:55.970 the the properties of the soil. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1917-0 00:09:59.740 --> 00:10:03.805 My case study is on Alameda, the island of Alameda, CA, which is be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1917-1 00:10:03.805 --> 00:10:06.994 in the San Francisco Bay, directly across from San be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1917-2 00:10:06.994 --> 00:10:07.620 Francisco. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1920-0 00:10:08.870 --> 00:10:09.460 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1943-0 00:10:09.710 --> 00:10:14.303 And this is actually a map from the USGS that is based on the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1943-1 00:10:14.303 --> 00:10:16.230 soil deposits in the area. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1986-0 00:10:16.910 --> 00:10:21.329 We know that there's a lot of artificial fill in the Bay Area, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1986-1 00:10:21.329 --> 00:10:25.468 which is very susceptible to liquefaction and even the the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1986-2 00:10:25.468 --> 00:10:30.027 natural deposits that were there are in this medium liquefaction be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/1986-3 00:10:30.027 --> 00:10:31.080 susceptibility. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2000-0 00:10:32.520 --> 00:10:36.250 But this isn't based on the earthquake events. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2029-0 00:10:36.460 --> 00:10:41.406 This is based solely on these soil deposit types, but we also be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2029-1 00:10:41.406 --> 00:10:46.193 know that the Bay Area and Alameda is subject to earthquake be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2029-2 00:10:46.193 --> 00:10:47.390 hazard as well. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2075-0 00:10:47.400 --> 00:10:51.992 Of course, we have the Hayward fault to the east and the San be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2075-1 00:10:51.992 --> 00:10:56.736 Andreas fault a bit farther away to the west. On Alameda there be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2075-2 00:10:56.736 --> 00:11:00.727 are over 12,000 residential buildings, which are the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2075-3 00:11:00.727 --> 00:11:04.040 buildings that I analyze in my simulations. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2114-0 00:11:06.620 --> 00:11:10.480 So the questions that I aimed to answer with this work is how be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2114-1 00:11:10.480 --> 00:11:14.466 much risk does Alameda face from liquefaction and how much loss be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2114-2 00:11:14.466 --> 00:11:16.770 might we see in a future earthquake? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2167-0 00:11:19.240 --> 00:11:23.646 So first I'm going to talk through the methodology and the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2167-1 00:11:23.646 --> 00:11:28.501 end goal of this methodology is to get to an expected loss ratio be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2167-2 00:11:28.501 --> 00:11:33.207 or the ratio of the damage to the total building value for all be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2167-3 00:11:33.207 --> 00:11:36.270 of the residential buildings on Alameda. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2201-0 00:11:38.910 --> 00:11:44.246 And the first input that I start with is the ground motions using be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2201-1 00:11:44.246 --> 00:11:49.258 open SSH, a database of known faults and possible ruptures on be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2201-2 00:11:49.258 --> 00:11:50.310 those faults. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2233-0 00:11:51.030 --> 00:11:54.912 I produce ground shaking simulations using multiple be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2233-1 00:11:54.912 --> 00:11:59.233 ground motion models to get simulated intensity maps where be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2233-2 00:11:59.233 --> 00:12:02.310 we have PGA across the entire study area. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2263-0 00:12:04.930 --> 00:12:08.278 The second input is the groundwater level because the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2263-1 00:12:08.278 --> 00:12:11.254 soil has to be saturated in order for us to see be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2263-2 00:12:11.254 --> 00:12:12.060 liquefaction. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2296-0 00:12:12.450 --> 00:12:16.663 So for this I have measurements of groundwater depth and I be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2296-1 00:12:16.663 --> 00:12:20.949 interpolate the groundwater surface from those measurements be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2296-2 00:12:20.949 --> 00:12:24.520 across the island to have a depth to groundwater. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2311-0 00:12:28.100 --> 00:12:31.210 And then the third input is the soil properties. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2336-0 00:12:31.260 --> 00:12:36.103 So at those same locations where there are groundwater be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2336-1 00:12:36.103 --> 00:12:41.474 measurements, those are CPT boreholes where cone penetration be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2336-2 00:12:41.474 --> 00:12:43.500 test data was obtained. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2369-0 00:12:44.480 --> 00:12:49.781 So those are along the depth of soil and I perform sequential be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2369-1 00:12:49.781 --> 00:12:54.570 Gaussian simulations to simulate a 3D set of soil data. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2380-0 00:12:55.580 --> 00:12:59.610 In order to use that across that same area of the island. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2404-0 00:13:03.120 --> 00:13:08.207 These three inputs are then combined with that liquefaction be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2404-1 00:13:08.207 --> 00:13:11.430 LPI equation that I mentioned before. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2432-0 00:13:12.100 --> 00:13:16.326 So the ground shaking, the ground water, and the soil maps be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2432-1 00:13:16.326 --> 00:13:20.410 each play in to give a map of the LPI across the island. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2447-0 00:13:22.150 --> 00:13:26.640 And this LPI would be for one scenario. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2471-0 00:13:26.650 --> 00:13:31.319 So then this is done for multiple scenarios based on how be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2471-1 00:13:31.319 --> 00:13:35.580 many faults and ruptures there are in the database. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2529-0 00:13:38.420 --> 00:13:43.138 Then for the risk analysis, I find the LPI at each building be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2529-1 00:13:43.138 --> 00:13:48.328 location interpolating from from the total area and utilize those be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2529-2 00:13:48.328 --> 00:13:53.360 damage and loss functions that I mentioned in order to get loss be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2529-3 00:13:53.360 --> 00:13:58.393 ratio at each building for each simulation, which gives then an be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2529-4 00:13:58.393 --> 00:14:01.460 expected loss ratio for the buildings. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2546-0 00:14:05.480 --> 00:14:09.464 So first I'm going to talk about the results from the hazard part be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2546-1 00:14:09.464 --> 00:14:10.430 of the analysis. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2561-0 00:14:12.760 --> 00:14:17.230 The first is the annual rate of liquefaction across Alameda. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2588-0 00:14:18.200 --> 00:14:22.063 So this [indiscernible] L-value is the annual rate and we can be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2588-1 00:14:22.063 --> 00:14:25.740 see that it's higher where the color is darker on the map. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2675-0 00:14:26.720 --> 00:14:31.589 This accounts for the rates of the triggering earthquake events be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2675-1 00:14:31.589 --> 00:14:35.012 that are used in the simulations, which is a be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2675-2 00:14:35.012 --> 00:14:39.425 combination of over 2000 probabilistic events and you can be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2675-3 00:14:39.425 --> 00:14:44.142 see that the darkest areas with the highest hazard show up on be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2675-4 00:14:44.142 --> 00:14:48.935 the western side of the island as well as on that southeastern be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2675-5 00:14:48.935 --> 00:14:53.880 side, and this aligns very well with where we expect the highest be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2675-6 00:14:53.880 --> 00:14:57.000 hazard to be from the geologic deposits. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2691-0 00:14:58.050 --> 00:15:01.884 But this is now taking into account the groundwater and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2691-1 00:15:01.884 --> 00:15:03.460 ground shaking as well. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2719-0 00:15:03.470 --> 00:15:09.141 So we can see that from a different data source to think be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2719-1 00:15:09.141 --> 00:15:15.210 about, the soil properties, we still see a very similar map. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2743-0 00:15:18.850 --> 00:15:23.226 And using this map I've developed this regional metric be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2743-1 00:15:23.226 --> 00:15:26.410 of regional hazard extent and severity. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2771-0 00:15:27.720 --> 00:15:32.350 So this is a way to consider the rate of exceedance of both an be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2771-1 00:15:32.350 --> 00:15:36.540 area of the island and an LPI threshold that's exceeded. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2821-0 00:15:37.890 --> 00:15:42.221 So for example, if we're interested in 40% of the area be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2821-1 00:15:42.221 --> 00:15:47.105 exceeding some threshold, we can look at this 0.4 along the X be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2821-2 00:15:47.105 --> 00:15:52.067 axis, which is the portion of the land area, and then up the Y be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2821-3 00:15:52.067 --> 00:15:55.060 axis we have the LPI that's exceeded. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2863-0 00:15:55.240 --> 00:15:59.485 We can look across at an LPI 5, where we might expect moderate be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2863-1 00:15:59.485 --> 00:16:03.798 and liquefaction or look higher at an LPI of 15, where we might be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2863-2 00:16:03.798 --> 00:16:07.100 expect severe liquefaction, and we can see that. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2888-0 00:16:09.530 --> 00:16:14.033 Obviously that's getting more rare to see larger areas and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2888-1 00:16:14.033 --> 00:16:16.170 combinations of larger LPIs. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2916-0 00:16:16.750 --> 00:16:20.163 But we can look at this for different portions of land area be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2916-1 00:16:20.163 --> 00:16:23.690 that we might be interested in and see the the annual rate of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2916-2 00:16:23.690 --> 00:16:24.430 those events. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2982-0 00:16:27.040 --> 00:16:32.236 We can also see from this where either the extent or severity be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2982-1 00:16:32.236 --> 00:16:37.266 are increasing so we can see on the top left of this where be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2982-2 00:16:37.266 --> 00:16:42.546 we're kind of below 0.1 portion of the land area, but above an be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/2982-3 00:16:42.546 --> 00:16:46.570 LPI of 10. We see that these are very vertical. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3004-0 00:16:46.580 --> 00:16:52.184 So we're seeing the same amount of area has an LPI exceeding of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3004-1 00:16:52.184 --> 00:16:55.250 10, as has an LPI exceeding of 20. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3023-0 00:16:55.580 --> 00:17:00.160 So really, it's where we expect liquefaction. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3059-0 00:17:00.170 --> 00:17:04.903 We expect more severe liquefaction and so we can see be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3059-1 00:17:04.903 --> 00:17:10.262 where the extent and severity are interplaying. And finally be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3059-2 00:17:10.262 --> 00:17:15.621 another use in this is that we can find some equally likely be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3059-3 00:17:15.621 --> 00:17:17.140 hazard scenarios. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3100-0 00:17:18.030 --> 00:17:22.146 So, if we look along those contours, we can see that it's be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3100-1 00:17:22.146 --> 00:17:26.618 equally likely that 20% of the area exceeds an LPI of 5 or has be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3100-2 00:17:26.618 --> 00:17:30.380 moderate liquefaction as it is that 5% of the area, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3126-0 00:17:30.390 --> 00:17:35.983 so as a smaller portion, but is exceeding saying LPI of 15 or be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3126-1 00:17:35.983 --> 00:17:38.380 even probably an LPI of 20, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3132-0 00:17:39.010 --> 00:17:40.540 so that's how much more severe be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3140-0 00:17:42.530 --> 00:17:44.000 liquefaction that we would expect. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3171-0 00:17:49.030 --> 00:17:53.250 And coming from that, we are looking to answer the question be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3171-1 00:17:53.250 --> 00:17:57.329 of what earthquake sources are contributing to these high be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3171-2 00:17:57.329 --> 00:17:59.440 liquefaction hazard scenarios. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3197-0 00:17:59.750 --> 00:18:04.521 So pulling, for example one of those from the last plot being a be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3197-1 00:18:04.521 --> 00:18:07.280 20% area and an LPI threshold of 5, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3230-0 00:18:08.160 --> 00:18:12.589 we then perform a disaggregation, the same as we be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3230-1 00:18:12.589 --> 00:18:17.109 would on earthquake hazard scenarios to see which be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3230-2 00:18:17.109 --> 00:18:21.810 earthquake sources are contributing to that hazard. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3232-0 00:18:22.840 --> 00:18:24.350 So, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3272-0 00:18:25.890 --> 00:18:29.721 in this case, yeah, we're looking at that 20% of area be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3272-1 00:18:29.721 --> 00:18:34.050 exceeding an LPI of 5, and we can map some of these ruptured be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3272-2 00:18:34.050 --> 00:18:36.250 distances to the nearby faults. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3291-0 00:18:36.550 --> 00:18:41.606 So we know that between 0 and 20 and about 8 kilometers is the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3291-1 00:18:41.606 --> 00:18:42.730 Hayward Fault. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3328-0 00:18:43.400 --> 00:18:48.095 And and we know that at about 25 kilometers between 20 and 40 on be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3328-1 00:18:48.095 --> 00:18:52.429 this plot, we would know that that's mostly coming from the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3328-2 00:18:52.429 --> 00:18:53.730 San Andreas fault. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3333-0 00:18:56.010 --> 00:18:56.420 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3364-0 00:18:57.010 --> 00:19:01.877 And what's interesting in this particular map is that even some be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3364-1 00:19:01.877 --> 00:19:06.289 of these distant ruptures, so up to 100, 120 km away, are be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3364-2 00:19:06.289 --> 00:19:09.940 contributing to a moderate liquefaction hazard. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3404-0 00:19:15.180 --> 00:19:22.346 And now that map from the last slide is the upper left plot in be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3404-1 00:19:22.346 --> 00:19:29.286 this set and we can create these for different areas and for be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3404-2 00:19:29.286 --> 00:19:32.130 different LPI thresholds. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3424-0 00:19:32.490 --> 00:19:39.420 So, going left to right, we have an area of either 0.2 or 0.4. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3444-0 00:19:39.430 --> 00:19:43.116 So we're seeing higher area of the island expecting be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3444-1 00:19:43.116 --> 00:19:46.520 liquefaction. And going from the top to bottom be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3458-0 00:19:46.530 --> 00:19:50.347 we're seeing a higher hazard, so a threshold of 5 or a threshold be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3458-1 00:19:50.347 --> 00:19:50.700 of 15. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3462-0 00:19:52.640 --> 00:19:52.960 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3539-0 00:19:53.260 --> 00:19:57.700 And we can see that as we're looking at these higher and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3539-1 00:19:57.700 --> 00:20:01.985 higher hazard and area scenarios, we're getting closer be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3539-2 00:20:01.985 --> 00:20:06.815 to the closer sources and the larger magnitude events, and we be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3539-3 00:20:06.815 --> 00:20:11.724 can see really clearly that the Hayward and San Andreas faults be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3539-4 00:20:11.724 --> 00:20:16.632 are coming out on both of these aggregations and this can help be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3539-5 00:20:16.632 --> 00:20:21.150 inform what some high hazard events might be for scenario be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3539-6 00:20:21.150 --> 00:20:21.930 selection. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3572-0 00:20:22.800 --> 00:20:27.285 So, we see that a M7.0 on the Hayward which is used a lot, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3572-1 00:20:27.285 --> 00:20:30.650 used by Anne Wein for the HayWired scenario. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3587-0 00:20:31.140 --> 00:20:34.398 So, that is definitely one that we're seeing contribute to this be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3587-1 00:20:34.398 --> 00:20:35.010 high hazard. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3602-0 00:20:35.570 --> 00:20:41.092 And we are also seeing some San Andreas ruptures that are be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3602-1 00:20:41.092 --> 00:20:42.330 contributing. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3623-0 00:20:42.340 --> 00:20:45.952 So, it might be interesting also to to see what a scenario would be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3623-1 00:20:45.952 --> 00:20:47.120 look like from there. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3628-0 00:20:51.100 --> 00:20:51.650 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3640-0 00:20:52.100 --> 00:20:54.730 Now I'm gonna move onto the risk results. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3663-0 00:20:54.740 --> 00:20:58.713 So that was all thinking about the hazard and the actual extent be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3663-1 00:20:58.713 --> 00:21:01.570 of liquefaction and severity of liquefaction. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3685-0 00:21:01.860 --> 00:21:05.310 And now I'm looking at the losses and damages to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3685-1 00:21:05.310 --> 00:21:08.620 specifically residential buildings on Alameda. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3700-0 00:21:10.020 --> 00:21:15.634 So on this map, each of the colored dots are residential be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3700-1 00:21:15.634 --> 00:21:16.620 buildings. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3732-0 00:21:18.580 --> 00:21:21.819 The gray-kind of building outlines are buildings of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3732-1 00:21:21.819 --> 00:21:24.937 different types, so maybe industrial or commercial be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3732-2 00:21:24.937 --> 00:21:28.299 buildings and focused on the residential ones for this be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3732-3 00:21:28.299 --> 00:21:28.850 analysis. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3747-0 00:21:29.840 --> 00:21:32.588 And you can see that they're concentrated on the eastern side be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3747-1 00:21:32.588 --> 00:21:33.120 of the city. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3781-0 00:21:36.600 --> 00:21:41.168 And we know that some of the highest liquefaction hazard was be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3781-1 00:21:41.168 --> 00:21:45.736 actually on that western side, but that's where there was a be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3781-2 00:21:45.736 --> 00:21:47.010 former naval base be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3794-0 00:21:47.020 --> 00:21:50.635 and so there's not residential buildings in that area of the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3794-1 00:21:50.635 --> 00:21:51.050 island. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3813-0 00:21:53.860 --> 00:21:57.671 And this plot the color is showing the expected loss ratio be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3813-1 00:21:57.671 --> 00:21:58.770 of the building, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3863-0 00:21:58.780 --> 00:22:03.312 so combining all of the scenarios together and seeing be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3863-1 00:22:03.312 --> 00:22:08.264 the damages both from ground shaking using HAZUS fragility be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3863-2 00:22:08.264 --> 00:22:13.300 curves to see the expected damage to date and expected loss be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3863-3 00:22:13.300 --> 00:22:16.490 ratio from those, and then using the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3904-0 00:22:18.560 --> 00:22:23.815 loss functions that I mentioned before for liquefaction, and the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3904-1 00:22:23.815 --> 00:22:29.071 maximum losses is taken from the two of those because of the way be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3904-2 00:22:29.071 --> 00:22:33.600 that liquefaction damage is considered in those curves. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3944-0 00:22:35.020 --> 00:22:38.066 Basically, once the building is damaged, if they saw be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3944-1 00:22:38.066 --> 00:22:41.686 liquefaction they can attribute liquefaction, but it's hard to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3944-2 00:22:41.686 --> 00:22:44.502 separate back out the damage from shaking versus be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3944-3 00:22:44.502 --> 00:22:45.250 liquefaction. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3960-0 00:22:45.510 --> 00:22:50.978 So all the damage is considered together in that liquefaction be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3960-1 00:22:50.978 --> 00:22:51.420 loss. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3982-0 00:22:53.120 --> 00:22:57.167 And yeah, based on those HAZUS fragility functions, this be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/3982-1 00:22:57.167 --> 00:23:00.150 depends on building type for the shaking. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4040-0 00:23:00.160 --> 00:23:05.167 So both the structural type of the building and the code year be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4040-1 00:23:05.167 --> 00:23:10.174 or what level of code it was built to based on the age of the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4040-2 00:23:10.174 --> 00:23:15.101 building and for liquefaction and the damage is based solely be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4040-3 00:23:15.101 --> 00:23:19.866 on that LPI at the building location because it's combined be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4040-4 00:23:19.866 --> 00:23:22.370 for all residential structures. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4067-0 00:23:24.660 --> 00:23:29.010 And then what we can do is we can separate out the damage be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4067-1 00:23:29.010 --> 00:23:31.410 that's coming from liquefaction. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4089-0 00:23:31.720 --> 00:23:36.521 So this is showing the expected loss ratio from liquefaction be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4089-1 00:23:36.521 --> 00:23:40.300 over that expected loss ratio and the last map. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4126-0 00:23:42.660 --> 00:23:47.212 And again, because the maximum of both, we can see these very be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4126-1 00:23:47.212 --> 00:23:51.910 high values, but that means that we are expecting a high damage be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4126-2 00:23:51.910 --> 00:23:54.040 from the liquefaction itself. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4136-0 00:23:55.460 --> 00:23:57.670 Again, this is dependent on the hazard. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4179-0 00:23:57.680 --> 00:24:02.247 Based on those loss functions from the researchers at the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4179-1 00:24:02.247 --> 00:24:07.208 University of Washington and the liquefaction is including all be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4179-2 00:24:07.208 --> 00:24:11.775 the damage to the building and and the locations with the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4179-3 00:24:11.775 --> 00:24:15.870 lighter color are less susceptible to liquefaction. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4211-0 00:24:17.710 --> 00:24:21.998 And it does follow that geologic deposit where we expect, lower be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4211-1 00:24:21.998 --> 00:24:25.885 susceptibility, even though we still do expect a moderate be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4211-2 00:24:25.885 --> 00:24:28.030 susceptibility in that location. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4240-0 00:24:28.660 --> 00:24:32.488 But we see that it's a lot higher in that southeastern area be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4240-1 00:24:32.488 --> 00:24:36.189 where there's high hazard as well as kind of the northern be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4240-2 00:24:36.189 --> 00:24:36.700 portion. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4274-0 00:24:37.710 --> 00:24:41.008 And though, this is useful because it does take into be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4274-1 00:24:41.008 --> 00:24:44.992 account the hazard, but it also does take into account from the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4274-2 00:24:44.992 --> 00:24:48.788 shaking side the building age and the building properties as be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4274-3 00:24:48.788 --> 00:24:49.100 well. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4291-0 00:24:53.410 --> 00:24:59.380 And from this we can see that we can calculate total loss. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4309-0 00:24:59.750 --> 00:25:03.902 So on the Y axis we have the exceedance rate and on the X be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4309-1 00:25:03.902 --> 00:25:05.120 axis is the loss. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4327-0 00:25:05.130 --> 00:25:10.707 The total loss in billions of dollars and the blue line is the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4327-1 00:25:10.707 --> 00:25:11.770 lost, sorry. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4385-0 00:25:11.840 --> 00:25:16.841 The darker blue line is the loss from ground shaking alone, so if be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4385-1 00:25:16.841 --> 00:25:21.237 we ran this analysis just with the PGA and with the HAZUS be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4385-2 00:25:21.237 --> 00:25:25.708 fragility curves, that's the loss exceedance that we would be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4385-3 00:25:25.708 --> 00:25:29.724 get from that analysis. If we just took into account be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4385-4 00:25:29.724 --> 00:25:30.710 liquefaction. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4387-0 00:25:31.340 --> 00:25:31.890 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4421-0 00:25:32.240 --> 00:25:37.049 Then we will get that lighter blue line which we see captures be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4421-1 00:25:37.049 --> 00:25:42.091 a lot of the more frequent rates because it is including kind of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4421-2 00:25:42.091 --> 00:25:43.410 the total damage. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4454-0 00:25:44.070 --> 00:25:48.389 but it's dropping off more quickly, which is likely because be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4454-1 00:25:48.389 --> 00:25:52.852 we're not seeing then the damage for the buildings that maybe be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4454-2 00:25:52.852 --> 00:25:54.940 don't experience liquefaction be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4470-0 00:25:54.950 --> 00:25:58.326 very much, but would have damages from ground shaking and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4470-1 00:25:58.326 --> 00:26:00.190 those high return period events. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4473-0 00:26:02.130 --> 00:26:02.450 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4515-0 00:26:03.440 --> 00:26:07.599 And then when we calculate them together, we get this black line be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4515-1 00:26:07.599 --> 00:26:11.246 of the total loss and you can see that obviously neither be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4515-2 00:26:11.246 --> 00:26:14.510 hazard predicts the losses as high as exceedances. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4572-0 00:26:14.960 --> 00:26:20.589 And it's also not additive of the two, so it's important that be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4572-1 00:26:20.589 --> 00:26:25.503 we consider both in the same analysis to get that full be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4572-2 00:26:25.503 --> 00:26:31.043 picture and to give an extent, an idea of the scale of this, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4572-3 00:26:31.043 --> 00:26:35.600 the total portfolio value is about $5 Billion USD. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4574-0 00:26:35.610 --> 00:26:36.050 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4581-0 00:26:36.060 --> 00:26:39.340 So the very, very high. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4599-0 00:26:39.880 --> 00:26:45.629 And a very low exceedance rate events are getting to about 3 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4599-1 00:26:45.629 --> 00:26:48.080 just below $3 Billion USD. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4618-0 00:26:53.440 --> 00:26:57.158 Now I'm going to pull a little bit from that work that Anne be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4618-1 00:26:57.158 --> 00:26:59.080 mentioned the housing recovery be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4620-0 00:27:00.770 --> 00:27:01.350 because be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4657-0 00:27:03.000 --> 00:27:06.517 the way that I think about it is we can look at this loss, but we be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4657-1 00:27:06.517 --> 00:27:09.715 don't really know necessarily the impact that loss has when be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4657-2 00:27:09.715 --> 00:27:11.900 we're stopping at kind of dollar values. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4678-0 00:27:12.860 --> 00:27:17.599 So now moving a little bit into how we would think about be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4678-1 00:27:17.599 --> 00:27:20.260 simulating the impact to humans. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4707-0 00:27:20.270 --> 00:27:25.986 So, this is some work that I did with Rodrigo Costa, Adam be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4707-1 00:27:25.986 --> 00:27:29.830 Zsarnoczay, and my advisor Jack Baker. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4720-0 00:27:30.290 --> 00:27:33.030 And this is on some housing recovery modeling. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4745-0 00:27:33.540 --> 00:27:37.928 So this really connects the loss at each building location and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4745-1 00:27:37.928 --> 00:27:41.760 the dollar loss for each building to the human impact. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4753-0 00:27:42.630 --> 00:27:46.010 So the financing to repair from be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4773-0 00:27:48.170 --> 00:27:52.257 an earthquake or from an event comes from some major public and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4773-1 00:27:52.257 --> 00:27:53.790 private funding sources. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4776-0 00:27:55.100 --> 00:27:55.430 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4818-0 00:27:55.440 --> 00:27:58.310 And this flow chart is just, you know, not supposed to really be be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4818-1 00:27:58.310 --> 00:28:01.048 able to read it, but it's just to give you an idea of kind of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4818-2 00:28:01.048 --> 00:28:03.742 the different sources and how it maybe splits into different be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4818-3 00:28:03.742 --> 00:28:04.140 programs be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4841-0 00:28:04.150 --> 00:28:07.716 and you have to go through all of these, all these different be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4841-1 00:28:07.716 --> 00:28:11.050 programs to see, do you have enough money yet to repair? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4849-0 00:28:11.060 --> 00:28:12.700 Do you need to apply to something else? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4883-0 00:28:13.960 --> 00:28:18.904 And so it depends on income, of course, of the likelihood of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4883-1 00:28:18.904 --> 00:28:23.767 people getting things like bank loans and then our work has be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4883-2 00:28:23.767 --> 00:28:27.090 included now also multifamily buildings. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4906-0 00:28:27.100 --> 00:28:31.428 So there are different sources for multifamily versus single be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4906-1 00:28:31.428 --> 00:28:35.190 family buildings as well as the tenure or ownership, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4923-0 00:28:35.200 --> 00:28:39.320 so whether it's owner, renter, occupied makes a big difference, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4946-0 00:28:39.750 --> 00:28:44.678 And as far as renter occupied, its typically a landlord that's be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4946-1 00:28:44.678 --> 00:28:46.790 applying for those repairs. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4952-0 00:28:46.800 --> 00:28:48.590 It's not the renters themselves. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4998-0 00:28:48.600 --> 00:28:54.140 So ths is all taken into account in a model that looks at these be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4998-1 00:28:54.140 --> 00:28:59.333 actual processes and takes into account the steps that each be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4998-2 00:28:59.333 --> 00:29:04.614 household or each owner of a building would take in order to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/4998-3 00:29:04.614 --> 00:29:05.220 repair. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5005-0 00:29:07.470 --> 00:29:09.250 So I've applied this to. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5025-0 00:29:11.180 --> 00:29:17.800 the liquefaction damages in the in this regional study and. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5037-0 00:29:19.940 --> 00:29:21.010 that slide is running. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5053-0 00:29:21.020 --> 00:29:24.586 It's only including rental units because it's only single family be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5053-1 00:29:24.586 --> 00:29:24.970 housing be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5071-0 00:29:24.980 --> 00:29:29.607 Based on the liquefaction fragility, so the liquefaction be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5071-1 00:29:29.607 --> 00:29:33.910 loss is only calculated for single family buildings. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5098-0 00:29:34.760 --> 00:29:40.496 But looking at all of the possible financing sources and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5098-1 00:29:40.496 --> 00:29:46.736 ability to finance repairs can get us an annual rate of unmet be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5098-2 00:29:46.736 --> 00:29:47.240 need. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5126-0 00:29:47.690 --> 00:29:52.400 And so if a household has applied to all of the five major be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5126-1 00:29:52.400 --> 00:29:57.270 funding sources, and they still don't have enough to repair. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-0 00:29:57.990 --> 00:30:02.520 Of course it's possible in reality that they figure it out be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-1 00:30:02.520 --> 00:30:07.127 some other way, but this would still mean that it's a large be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-2 00:30:07.127 --> 00:30:11.964 burden for them to be able to recover and so we use this unmet be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-3 00:30:11.964 --> 00:30:17.032 need as a proxy for non recovery or just a proxy that it's a very be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-4 00:30:17.032 --> 00:30:21.639 big challenge to recover and we can see this annual rate of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-5 00:30:21.639 --> 00:30:26.169 unmet need in the plot on top between the rental and owner be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-6 00:30:26.169 --> 00:30:30.776 occupied units, the lighter colors of blue are lower annual be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-7 00:30:30.776 --> 00:30:35.844 rates of unmet need and then the darker the color it's the higher be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-8 00:30:35.844 --> 00:30:40.758 rate of having unmet need and we can see that on the right plot be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-9 00:30:40.758 --> 00:30:45.365 on the right set of bars that the renter occupied buildings be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-10 00:30:45.365 --> 00:30:49.973 are disproportionately having higher rates of not obtaining be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-11 00:30:49.973 --> 00:30:54.656 funding and not being able to repair and this is useful. The be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-12 00:30:54.656 --> 00:30:59.340 plot on the bottom is showing that annual rate of unmet need be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-13 00:30:59.340 --> 00:31:04.101 and we don't necessarily notice it spatially but we know that be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-14 00:31:04.101 --> 00:31:08.938 this is then taking into account the amount of hazard that the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-15 00:31:08.938 --> 00:31:13.622 different locations are exposed to and it's also taking into be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5357-16 00:31:13.622 --> 00:31:18.460 account for the ground shaking damage the age of the building. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5365-0 00:31:18.900 --> 00:31:21.470 So it's not just the hazard, but the exposure. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5397-0 00:31:21.600 --> 00:31:26.994 And then also it's taking into account the income and the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5397-1 00:31:26.994 --> 00:31:31.923 renter 10 year status of the household that owns the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5397-2 00:31:31.923 --> 00:31:32.760 building. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5399-0 00:31:33.400 --> 00:31:33.750 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5423-0 00:31:34.100 --> 00:31:37.313 And so we can see how all of those things are combined to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5423-1 00:31:37.313 --> 00:31:40.692 give us a bigger picture of how people are impacted by these be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5423-2 00:31:40.692 --> 00:31:41.080 events. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5432-0 00:31:45.930 --> 00:31:47.890 So I might have gone fast [laughs] but be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5449-0 00:31:49.490 --> 00:31:53.800 I will just give you some of the key takeaways from this. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5487-0 00:31:53.810 --> 00:31:57.593 First, I laid out this methodology of how we can be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5487-1 00:31:57.593 --> 00:32:02.380 combine on a regional scale and run a liquefaction hazard and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5487-2 00:32:02.380 --> 00:32:06.550 risk analysis, combining some different data sources. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5526-0 00:32:08.200 --> 00:32:12.540 I showed you this new regional metric of liquefaction hazard be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5526-1 00:32:12.540 --> 00:32:17.022 extent and severity where we can see both the portions of area be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5526-2 00:32:17.022 --> 00:32:21.220 and the severity of flick of faction that we might expect. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5530-0 00:32:22.930 --> 00:32:23.220 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5534-0 00:32:23.710 --> 00:32:25.960 I disaggregated on these different be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5564-0 00:32:27.420 --> 00:32:32.201 combinations of area and liquefaction and LPI exceedance be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5564-1 00:32:32.201 --> 00:32:37.570 in order to see which earthquake sources are leading the most . be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5568-0 00:32:37.580 --> 00:32:39.440 to this high liquefaction hazard. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5605-0 00:32:42.220 --> 00:32:47.619 I calculated the loss from each of these events to see how much be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5605-1 00:32:47.619 --> 00:32:52.680 damage and monetary loss the community is experiencing from be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5605-2 00:32:52.680 --> 00:32:58.080 both the combination of ground shaking and liquefaction hazard. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5627-0 00:33:00.260 --> 00:33:04.561 And then I showed how this loss can be translated into unmet be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5627-1 00:33:04.561 --> 00:33:07.170 need using a housing recovery model. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5631-0 00:33:07.660 --> 00:33:08.130 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5653-0 00:33:08.540 --> 00:33:12.776 And how we can consider inequities or the impacts of the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5653-1 00:33:12.776 --> 00:33:16.270 actual damages and of the liquefaction events. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5658-0 00:33:19.480 --> 00:33:19.910 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5663-0 00:33:20.340 --> 00:33:21.790 So I'll give you this. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5720-0 00:33:22.100 --> 00:33:26.160 Takeaway is that we can incorporate a liquefaction into be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5720-1 00:33:26.160 --> 00:33:30.728 our regional earthquake hazard and risk analysis and if you're be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5720-2 00:33:30.728 --> 00:33:35.006 interested in using any part of that workflow, the code is be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5720-3 00:33:35.006 --> 00:33:39.647 available on my GitHub, which is emongold, and it's the same as be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5720-4 00:33:39.647 --> 00:33:40.300 my email. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5736-0 00:33:40.310 --> 00:33:43.123 So if anyone is interested or wants to reach out about any of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5736-1 00:33:43.123 --> 00:33:43.350 this. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5749-0 00:33:44.810 --> 00:33:46.890 I would love to talk and love to take questions now. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5754-0 00:33:56.280 --> 00:33:56.930 3rd question. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5759-0 00:33:58.720 --> 00:33:59.450 OK, go. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5762-0 00:33:59.510 --> 00:33:59.880 Stuff. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5765-0 00:33:59.890 --> 00:34:01.000 Just take one second. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5776-0 00:34:08.470 --> 00:34:12.120 Alrighty, so let's open it up. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5783-0 00:34:12.130 --> 00:34:13.480 Thank you for a great talk. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5792-0 00:34:14.350 --> 00:34:16.840 I see a hand raised online. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5797-0 00:34:16.850 --> 00:34:17.540 Let's see. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5809-0 00:34:18.670 --> 00:34:20.806 Kevin Miller, do you wanna unmute yourself and ask your be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5809-1 00:34:20.806 --> 00:34:21.150 question? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5811-0 00:34:22.760 --> 00:34:23.430 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5816-0 00:34:23.440 --> 00:34:23.840 Hi, Emily. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5835-0 00:34:24.130 --> 00:34:28.526 Uh, first of all, great talk and I'm really happy to hear you're be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5835-1 00:34:28.526 --> 00:34:30.420 using results from open SSH. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5860-0 00:34:30.430 --> 00:34:35.355 A uh, my question is about the the regional calculations you be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5845-0 00:34:32.300 --> 00:34:32.490 It's. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5860-1 00:34:35.355 --> 00:34:39.150 showed around slide, I think is like 16 or so. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5875-0 00:34:40.550 --> 00:34:44.263 Umm, how do you account for spatial correlation in those be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5875-1 00:34:44.263 --> 00:34:45.110 calculations? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5922-0 00:34:45.910 --> 00:34:48.747 When we do those types of analysis for ground motion be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5922-1 00:34:48.747 --> 00:34:51.692 hazard, we typically need to account for the spatially be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5922-2 00:34:51.692 --> 00:34:54.904 correlated ground motions, and I'm wondering how that plays be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5922-3 00:34:54.904 --> 00:34:57.689 into your calculations and taking it might apply to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5922-4 00:34:57.689 --> 00:34:59.670 liquefaction susceptibility as well. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5927-0 00:35:01.290 --> 00:35:02.700 Umm. Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5930-0 00:35:02.710 --> 00:35:03.250 Thank you. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5935-0 00:35:03.490 --> 00:35:04.660 That's a great question. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5951-0 00:35:04.670 --> 00:35:10.710 So umm for the ground motions, the correlation models? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5967-0 00:35:11.110 --> 00:35:14.014 Uh, are you so that the Galatians themselves, the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5967-1 00:35:14.014 --> 00:35:15.990 FPGA's, are spatially correlated? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5984-0 00:35:16.970 --> 00:35:21.340 Uh, and then for the and soil model. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/5994-0 00:35:21.350 --> 00:35:26.270 So for the 3D model of the soil across the island. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6058-0 00:35:30.700 --> 00:35:35.584 From this step, the sequential Gaussian simulations use a be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6058-1 00:35:35.584 --> 00:35:40.973 variogram which is spread to the fit to the actual data, and so be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6058-2 00:35:40.973 --> 00:35:45.183 that gives an idea of the correlation of the soil be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6058-3 00:35:45.183 --> 00:35:50.489 properties in the vertical and then the horizontal directions, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6058-4 00:35:50.489 --> 00:35:55.710 and so that's applied to the sequential cache in simulations. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6106-0 00:35:55.870 --> 00:36:00.251 So we actually see, but some of this layering that we would be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6106-1 00:36:00.251 --> 00:36:04.560 expect in the soil in the simulated soil data because they be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6106-2 00:36:04.560 --> 00:36:09.379 have a higher correlation in the horizontal direction than in the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6106-3 00:36:09.379 --> 00:36:10.110 verticals. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6111-0 00:36:10.120 --> 00:36:10.950 So that we can. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6126-0 00:36:11.730 --> 00:36:15.480 So yeah, we capture the layering in the spatial relations. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6128-0 00:36:23.210 --> 00:36:23.490 Alright. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6145-0 00:36:25.880 --> 00:36:31.954 Josie, in the great talk in the hazard disaggregation that you be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6145-1 00:36:31.954 --> 00:36:32.340 did? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6178-0 00:36:32.630 --> 00:36:36.387 I'm curious about the word distal sources and whether that be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6178-1 00:36:36.387 --> 00:36:40.271 might represent something like the theater, and if you could be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6178-2 00:36:40.271 --> 00:36:43.710 use that event on the comparison for your simulation. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6187-0 00:36:47.770 --> 00:36:49.990 Yeah, that's a that's a great point. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6195-0 00:36:51.310 --> 00:36:52.410 I'm not sure exactly what. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6220-0 00:36:55.150 --> 00:36:57.756 What faults of those came from but it, but it definitely is be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6220-1 00:36:57.756 --> 00:36:59.320 possible that it's more similar to. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6243-0 00:37:00.660 --> 00:37:07.166 I'm afraid that I haven't done any any validation yet, and I be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6243-1 00:37:07.166 --> 00:37:09.620 think that it would be. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6258-0 00:37:09.670 --> 00:37:12.849 Yeah, it would be slightly different because it would be be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6258-1 00:37:12.849 --> 00:37:15.080 probabilistic, but still on that event. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6275-0 00:37:15.090 --> 00:37:19.377 So we need like multiple simulations of of the possible be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6275-1 00:37:19.377 --> 00:37:21.980 both soil and and ground shaking. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6298-0 00:37:23.490 --> 00:37:26.573 But that to get kind of a balance of of what we would be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6298-1 00:37:26.573 --> 00:37:28.400 expect versus what we're seeing. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6303-0 00:37:28.550 --> 00:37:31.050 But yeah, it's a. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6306-0 00:37:34.240 --> 00:37:34.760 Jim. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6308-0 00:37:35.160 --> 00:37:35.340 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6311-0 00:37:35.350 --> 00:37:36.100 Thank you. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6329-0 00:37:36.440 --> 00:37:39.832 So wondering through the this slide here, did you keep the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6329-1 00:37:39.832 --> 00:37:41.270 groundwater level in the? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6348-0 00:37:41.360 --> 00:37:45.365 So much your constant, and if you didn't, did you see any be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6348-1 00:37:45.365 --> 00:37:46.470 changes between? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6367-0 00:37:46.480 --> 00:37:50.432 Like say we are going to be in the winter versus the summer and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6367-1 00:37:50.432 --> 00:37:51.730 how that affected it. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6373-0 00:37:51.790 --> 00:37:53.330 OK, the diction. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6377-0 00:37:55.240 --> 00:37:55.650 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6380-0 00:37:55.660 --> 00:37:56.110 Thank you. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6388-0 00:37:56.120 --> 00:37:58.130 That's that's a great question. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6395-0 00:37:58.140 --> 00:38:00.100 So I did very the water depth. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6423-0 00:38:01.980 --> 00:38:08.461 As part of the sensitivity study on this and and we only have be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6423-1 00:38:08.461 --> 00:38:13.480 data from one set of from that same set of CPT. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6427-0 00:38:13.490 --> 00:38:14.340 So we don't have. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6458-0 00:38:17.530 --> 00:38:21.744 We don't have seasonal data necessarily, but but there are be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6458-1 00:38:21.744 --> 00:38:26.101 other studies that have looked at at seasonal change and the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6458-2 00:38:26.101 --> 00:38:27.530 uncertainty on that. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6477-0 00:38:28.000 --> 00:38:33.644 And so based on that I used about 2 meters of shift and that be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6477-1 00:38:33.644 --> 00:38:34.940 is one of the. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6502-0 00:38:36.480 --> 00:38:39.964 So the two most important variables that played in were be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6502-1 00:38:39.964 --> 00:38:43.324 the equation that was used for for LPI, and then that be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6502-2 00:38:43.324 --> 00:38:44.320 groundwater gap. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6512-0 00:38:45.890 --> 00:38:47.780 So yeah, that is important. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6547-0 00:38:47.790 --> 00:38:51.074 And that's also part of communications to include more be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6547-1 00:38:51.074 --> 00:38:54.836 of the sea level rise also into that seems like longer term is be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6547-2 00:38:54.836 --> 00:38:58.360 like this long term drought good for the for the vacation. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6553-0 00:39:01.460 --> 00:39:02.240 The longer the better. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6561-0 00:39:05.030 --> 00:39:07.220 Yeah, that could be a surprise. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6568-0 00:39:07.230 --> 00:39:09.110 Positive from from a long job. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6594-0 00:39:11.730 --> 00:39:15.860 Well, could you say more about how you calculate the action be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6594-1 00:39:15.860 --> 00:39:19.990 potential index and do you need a cone penetration test to? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6598-0 00:39:22.270 --> 00:39:22.840 Obtained it. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6600-0 00:39:23.190 --> 00:39:24.130 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6621-0 00:39:24.640 --> 00:39:31.568 So the LPI is based on, has been set with multiple different be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6621-1 00:39:31.568 --> 00:39:33.840 empirical equations. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6636-0 00:39:34.610 --> 00:39:38.643 So the two that I use were both based on concentration test be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6636-1 00:39:38.643 --> 00:39:38.980 data. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6659-0 00:39:39.790 --> 00:39:45.412 There are other equations of health Pi that are based on SPT be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6659-1 00:39:45.412 --> 00:39:49.100 standard penetration test data and and. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6679-0 00:39:51.180 --> 00:39:55.565 Yeah, there is other research on on like more regional metrics be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6679-1 00:39:55.565 --> 00:39:56.610 other than LPI. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6709-0 00:39:56.730 --> 00:40:03.929 It umm but for for this analysis I use Alpi based on CBT data and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6709-1 00:40:03.929 --> 00:40:07.420 that's what plays into both the. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6769-0 00:40:07.480 --> 00:40:12.298 So the factor of safety is the ratio of cyclic resistance to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6769-1 00:40:12.298 --> 00:40:17.116 cyclic stress, and so both of those are based on the the two be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6769-2 00:40:17.116 --> 00:40:21.777 metrics, the QC, the yeah to persistence and a fast asleep be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6769-3 00:40:21.777 --> 00:40:26.358 friction that come from the concentration test as well as be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6769-4 00:40:26.358 --> 00:40:29.360 the the P GI and the magnitude event. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6782-0 00:40:30.710 --> 00:40:36.460 So our cone penetration tests available, why do you label for? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6799-0 00:40:38.640 --> 00:40:42.110 Areas that have liquefaction potential or are they rare? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6804-0 00:40:43.220 --> 00:40:43.610 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6822-0 00:40:43.620 --> 00:40:47.895 So that is one of the the biggest challenges to applying be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6822-1 00:40:47.895 --> 00:40:48.270 this. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6849-0 00:40:48.440 --> 00:40:53.340 This particular methodology is that there are lot, so the USGS be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6849-1 00:40:53.340 --> 00:40:57.230 has a lot from the same data set on the East Bay. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6863-0 00:40:57.620 --> 00:41:04.620 Uh, but they they're not like coverage fully, so I'm working. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6875-0 00:41:06.840 --> 00:41:08.870 On a project also in San Mateo. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6897-0 00:41:09.180 --> 00:41:13.486 And there aren't these these public ones, but they are be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6897-1 00:41:13.486 --> 00:41:18.185 somewhat commonly done by by developers in these locations. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6897-2 00:41:18.185 --> 00:41:18.420 So. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6914-0 00:41:20.480 --> 00:41:22.938 Yeah, getting getting the data can be more the challenge be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6914-1 00:41:22.938 --> 00:41:23.240 though. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6936-0 00:41:24.310 --> 00:41:27.624 So I've been related question and by the way, very nice talk be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6936-1 00:41:27.624 --> 00:41:29.580 and I'm very confident that I like. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6966-0 00:41:29.630 --> 00:41:33.665 So how do you extrapolate away from the limited number of CPT be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6966-1 00:41:33.665 --> 00:41:36.790 soundings or SCPT soundings to the surrounding? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6990-0 00:41:37.710 --> 00:41:40.861 You know shallow structure, I mean I I know people use be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6990-1 00:41:40.861 --> 00:41:44.298 velocity proxies, noninvasive proxies to use those sorts of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/6990-2 00:41:44.298 --> 00:41:44.700 things. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7011-0 00:41:44.710 --> 00:41:48.073 There's a based upon the generally published job, you be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7011-1 00:41:48.073 --> 00:41:50.690 know soil structures and subsurface maps. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7017-0 00:41:51.740 --> 00:41:52.100 Umm. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7019-0 00:41:52.880 --> 00:41:53.250 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7078-0 00:41:53.260 --> 00:41:58.371 So it's it's not based on the geologic deposit maps, it's it's be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7078-1 00:41:58.371 --> 00:42:03.401 interpolated from all of the CTS on the island and some other be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7078-2 00:42:03.401 --> 00:42:08.350 research has shown that it's it's better to interpolate from be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7078-3 00:42:08.350 --> 00:42:13.624 everything instead of separating and interpolating just within a be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7078-4 00:42:13.624 --> 00:42:14.760 geologic zone. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7101-0 00:42:15.070 --> 00:42:19.880 And so, yeah, the very ground that I mentioned before is what be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7101-1 00:42:19.880 --> 00:42:23.140 stands in for those spatial correlations. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7113-0 00:42:24.710 --> 00:42:26.640 So you assume a certain variability. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7125-0 00:42:26.940 --> 00:42:29.180 There are enough CPT soundings on Alameda. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7135-0 00:42:29.190 --> 00:42:30.810 You can get pretty good spatial coverage. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7143-0 00:42:31.850 --> 00:42:33.320 Umm yeah, there is. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7147-0 00:42:33.370 --> 00:42:35.530 There's 21 across the island. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7151-0 00:42:37.950 --> 00:42:38.180 Right. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7178-0 00:42:39.420 --> 00:42:43.269 Umm, there is a quick question in the chat from keep nutzen, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7178-1 00:42:43.269 --> 00:42:46.930 but I believe Steve your question covered the same topic. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7214-0 00:42:46.940 --> 00:42:51.147 So Keith, if if you have remaining questions about the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7214-1 00:42:51.147 --> 00:42:55.354 you know kind of going from point CPT tests to kind of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7214-2 00:42:55.354 --> 00:42:58.950 extrapolation for their beyond the point data. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7223-0 00:42:59.020 --> 00:42:59.690 Please chime in. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7224-0 00:43:01.110 --> 00:43:01.380 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7227-0 00:43:01.390 --> 00:43:01.680 Thanks. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7246-0 00:43:01.690 --> 00:43:06.839 I I will great talk and I I really, really appreciate the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7246-1 00:43:06.839 --> 00:43:10.390 challenging nature of this ohh problem. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7269-0 00:43:10.400 --> 00:43:14.196 You're you're starting with the soils and the ground motions and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7269-1 00:43:14.196 --> 00:43:16.882 going all the way to probabilistic losses and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7269-2 00:43:16.882 --> 00:43:17.350 impacts. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7274-0 00:43:17.360 --> 00:43:18.840 So that's not easy. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7284-0 00:43:18.850 --> 00:43:20.740 Congratulations on all the work you're doing. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7350-0 00:43:21.470 --> 00:43:26.396 Umm yeah, so the the question Steve asked is really what the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7350-1 00:43:26.396 --> 00:43:31.566 one I I am interested in and I I think I understand what you've be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7350-2 00:43:31.566 --> 00:43:36.008 done, but you just made a comment in response to Steve be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7350-3 00:43:36.008 --> 00:43:40.450 saying that these sort of creaking based or geospatial be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7350-4 00:43:40.450 --> 00:43:45.135 statistic approaches have been shown to do better than uh be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7350-5 00:43:45.135 --> 00:43:46.670 geologic map based. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7390-0 00:43:48.760 --> 00:43:53.758 Uh, characterizations of the of the liquefaction susceptibility be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7390-1 00:43:53.758 --> 00:43:58.522 and I'm not aware of those or maybe kick how, how do I learn be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7390-2 00:43:58.522 --> 00:44:02.350 about these, these studies that have shown that? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7415-0 00:44:04.320 --> 00:44:09.822 Umm, so I don't know that it's better than like a different be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7415-1 00:44:09.822 --> 00:44:14.500 type of of like perfection analysis in that sense. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7501-0 00:44:16.020 --> 00:44:21.868 I I can follow up with the the paper that I'm referring to that be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7501-1 00:44:21.868 --> 00:44:26.711 I that I cite because it basically says that for the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7501-2 00:44:26.711 --> 00:44:32.559 liquefaction calculations that it doesn't make, it doesn't make be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7501-3 00:44:32.559 --> 00:44:38.042 a difference if you separate them off and it's better if we be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7501-4 00:44:38.042 --> 00:44:43.525 have the more data to to create the the full spatial spread be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7501-5 00:44:43.525 --> 00:44:49.007 instead of trying to use much fewer points that are within, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7501-6 00:44:49.007 --> 00:44:50.470 umm one deposit. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7504-0 00:44:54.510 --> 00:44:54.840 OK. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7506-0 00:44:54.850 --> 00:44:55.220 Thanks. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7542-0 00:44:55.230 --> 00:44:59.688 Yeah, I I think it's always been a challenge deciding how much be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7542-1 00:44:59.688 --> 00:45:03.793 how much of this kind of point data, LPI, for example, is be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7542-2 00:45:03.793 --> 00:45:07.120 sufficient to adequately characterize an area. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7561-0 00:45:07.130 --> 00:45:09.572 And then if we change to a different area in a different be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7561-1 00:45:09.572 --> 00:45:11.500 geologic setting, how much data do you need? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7595-0 00:45:12.300 --> 00:45:17.092 And I my personal belief is that marrying the two approaches of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7595-1 00:45:17.092 --> 00:45:21.210 using uh, at least few statistical approaches combined be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7595-2 00:45:21.210 --> 00:45:24.580 with what we know about the surface geology. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7623-0 00:45:25.650 --> 00:45:29.728 Umm might be at the best product, but I I'd love to love be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7623-1 00:45:29.728 --> 00:45:32.590 to hear what or I'd love to learn what? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7617-0 00:45:29.730 --> 00:45:30.000 They. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7633-0 00:45:32.640 --> 00:45:35.480 What reference here here exciting or just writing? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7642-0 00:45:38.180 --> 00:45:39.010 Here's your question. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7646-0 00:45:38.500 --> 00:45:38.840 Thank you. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7647-0 00:45:39.930 --> 00:45:40.200 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7690-0 00:45:40.210 --> 00:45:44.346 I think for the great talk to your estimates of risk or loss be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7690-1 00:45:44.346 --> 00:45:48.822 ratios have uncertainties and if they do, do you have a sense for be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7690-2 00:45:48.822 --> 00:45:52.890 which component of the analysis is contributing the most of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7690-3 00:45:52.890 --> 00:45:53.230 this? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7700-0 00:45:54.820 --> 00:45:59.740 And yeah, so so on the, on the LPI. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7744-0 00:46:01.590 --> 00:46:06.360 On the hazard side, so not going all the way through to rest, but be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7744-1 00:46:06.360 --> 00:46:10.407 but as far as the liquefaction hazard and the empirical be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7744-2 00:46:10.407 --> 00:46:14.310 equation for LPI that's used is is very important so. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7774-0 00:46:16.900 --> 00:46:20.967 Uh, I've used too, and it would be interesting to to use even be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7774-1 00:46:20.967 --> 00:46:24.970 more to to see how much they agree or how important that is. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7785-0 00:46:25.490 --> 00:46:29.890 And then the watered down as well as is important. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7788-0 00:46:33.320 --> 00:46:33.520 Right. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7803-0 00:46:34.430 --> 00:46:36.400 Ohh, first of all 'cause you didn't get it. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7806-0 00:46:36.410 --> 00:46:37.660 Keith is geologist. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7809-0 00:46:37.840 --> 00:46:38.420 Yep, yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7822-0 00:46:40.720 --> 00:46:45.260 He was politely emphasizing that maybe you should revisit this. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7829-0 00:46:47.170 --> 00:46:48.040 A terrific talk. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7854-0 00:46:48.050 --> 00:46:51.204 It was really, really clear and I'm no expert in this field and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7854-1 00:46:51.204 --> 00:46:53.620 I felt like I learned a lot, so congratulations. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7868-0 00:46:54.910 --> 00:47:00.190 I have questions very similar to to Josie's you. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7881-0 00:47:00.300 --> 00:47:03.464 You did this aggregation to come up with, you know, from all be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7881-1 00:47:03.464 --> 00:47:03.880 sources. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7884-0 00:47:05.730 --> 00:47:06.180 What? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7901-0 00:47:06.290 --> 00:47:11.158 What these various parameters are related to liquefaction loss be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7901-1 00:47:11.158 --> 00:47:12.240 and potential. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7915-0 00:47:12.860 --> 00:47:19.760 Ohh, I'm interested in as a function of magnitude and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7915-1 00:47:19.760 --> 00:47:20.910 distance. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7929-0 00:47:23.160 --> 00:47:26.721 Can you look at sort of the threshold for for significant be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7929-1 00:47:26.721 --> 00:47:27.520 liquefaction? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7943-0 00:47:28.400 --> 00:47:31.560 Uh Alameda Island or or in the other place? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7970-0 00:47:32.290 --> 00:47:36.619 I mean, for example is a A magnitude 5 1/2 on the Hayward be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7970-1 00:47:36.619 --> 00:47:39.830 fault because efficient much liquefaction. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7996-0 00:47:39.840 --> 00:47:44.662 And then Jose's question for the lumber breed earthquake 8090 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7996-1 00:47:44.662 --> 00:47:49.018 kilometers away, there was there was damage in the like be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/7996-2 00:47:49.018 --> 00:47:50.030 liquefaction. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8005-0 00:47:50.370 --> 00:47:54.960 So presumably you can pull that out and disaggregation. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8009-0 00:47:55.170 --> 00:47:55.900 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8026-0 00:47:56.950 --> 00:47:59.832 Yeah, I think that's a lot of what we see from the designation be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8026-1 00:47:59.832 --> 00:48:00.930 is that we can get that. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8045-0 00:48:03.160 --> 00:48:07.316 Probably even to to have very confident balance doing even be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8045-1 00:48:07.316 --> 00:48:09.500 more probabilistic simulations. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8053-0 00:48:09.510 --> 00:48:14.080 So this is like one signing issue per. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8067-0 00:48:15.180 --> 00:48:18.971 Fracture scenario, yeah, but obviously doing more for each be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8067-1 00:48:18.971 --> 00:48:19.550 scenario. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8076-0 00:48:19.920 --> 00:48:22.830 We give a little bit more idea. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8100-0 00:48:22.840 --> 00:48:27.392 It's like maybe a maybe a small range you could contribute to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8100-1 00:48:27.392 --> 00:48:30.550 that, but but we didn't see it in in this. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8118-0 00:48:33.450 --> 00:48:37.560 But yeah, there's I think there's desperation plots. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8123-0 00:48:37.570 --> 00:48:39.340 And if, if you're curious about. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8167-0 00:48:41.290 --> 00:48:45.623 About a different metric, so we can we can say the losses that be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8167-1 00:48:45.623 --> 00:48:49.544 exceed a certain a certain barrier and disaggregate from be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8167-2 00:48:49.544 --> 00:48:53.190 that and see see which sources it to that and so on. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8169-0 00:48:54.330 --> 00:48:54.670 Thank you. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8182-0 00:48:56.620 --> 00:48:59.050 Umm Ben Mason has a question. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8191-0 00:48:59.060 --> 00:49:00.660 Do you want to unmute yourself and ask your question? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8196-0 00:49:03.330 --> 00:49:03.900 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8198-0 00:49:03.910 --> 00:49:04.440 Thanks. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8205-0 00:49:04.490 --> 00:49:05.420 So thanks, Emily. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8207-0 00:49:05.430 --> 00:49:05.740 I'm. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8211-0 00:49:05.750 --> 00:49:06.530 I'm Ben Mason. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8222-0 00:49:06.540 --> 00:49:10.360 I'm at the geologic Hazard Center and Golden Co. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8232-0 00:49:10.990 --> 00:49:12.620 Thanks so much for your talk. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8239-0 00:49:13.070 --> 00:49:15.840 My my interest was on the soil simulations. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8282-0 00:49:17.420 --> 00:49:22.350 And if you can add or how computationally expensive those be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8282-1 00:49:22.350 --> 00:49:27.790 are, and if you could add those into your workflow so you could be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8282-2 00:49:27.790 --> 00:49:32.380 consider multiple souls simulations and then consider be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8282-3 00:49:32.380 --> 00:49:34.590 the uncertainty with that. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8331-0 00:49:35.120 --> 00:49:39.850 And on top of that, I'm wondering if you can also at the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8331-1 00:49:39.850 --> 00:49:45.161 same time and corporate geology into this this workflow somehow be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8331-2 00:49:45.161 --> 00:49:50.639 because you know Alameda Island, I think it's a very smart choice be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8331-3 00:49:50.639 --> 00:49:52.880 of a place to start, right? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8380-0 00:49:52.930 --> 00:49:57.276 There's a lot of data and we also know it's gonna liquify be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8380-1 00:49:57.276 --> 00:50:01.922 spectacularly, but I'm curious, as you're moving to less base be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8380-2 00:50:01.922 --> 00:50:06.343 heads and and harder sights if you can incorporate some of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8380-3 00:50:06.343 --> 00:50:10.990 these more sophisticated things into your analysis procedure. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8387-0 00:50:11.220 --> 00:50:11.800 Thanks so much. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8385-0 00:50:12.930 --> 00:50:13.320 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8389-0 00:50:13.330 --> 00:50:13.710 Thank you. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8424-0 00:50:13.960 --> 00:50:18.356 And so to to address the first part of that question and this be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8424-1 00:50:18.356 --> 00:50:22.894 is, yeah, so I do run sequential Gaussian simulations with with be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8424-2 00:50:22.894 --> 00:50:24.880 uncertainty on that as well. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8447-0 00:50:25.540 --> 00:50:31.060 So the the variogram parameters are given ranges that are that be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8447-1 00:50:31.060 --> 00:50:34.040 are reasonable based on the data. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8462-0 00:50:34.750 --> 00:50:39.181 To see how sensitive the the final local faction is from be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8462-1 00:50:39.181 --> 00:50:39.570 that. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8498-0 00:50:39.750 --> 00:50:43.211 So when I mentioned before that the LPI creation in the water be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8498-1 00:50:43.211 --> 00:50:45.890 depths aren't the most important, these certain be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8498-2 00:50:45.890 --> 00:50:49.240 parameters for the variogram did not make a big difference. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8528-0 00:50:49.250 --> 00:50:54.125 They they were not important parameters and based on that so be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8528-1 00:50:54.125 --> 00:50:59.240 in that sense every each of the 2000 runs does have a different be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8528-2 00:50:59.240 --> 00:50:59.880 scenery. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8716-0 00:50:59.950 --> 00:51:04.302 Soil umm 3 I got 3D grid that you see there and and yes be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8716-1 00:51:04.302 --> 00:51:08.966 definitely incorporating a different a different soil model be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8716-2 00:51:08.966 --> 00:51:13.630 would definitely be great and you could still you could run be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8716-3 00:51:13.630 --> 00:51:18.682 the whole analysis as long as if it either still outputs and LPI be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8716-4 00:51:18.682 --> 00:51:23.035 or if you have a different damage or loss function from be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8716-5 00:51:23.035 --> 00:51:28.087 that metric which I think that's one of the maybe the more major be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8716-6 00:51:28.087 --> 00:51:32.984 holdups from my end of trying to look all the way through rest be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8716-7 00:51:32.984 --> 00:51:37.725 and we have to have of course the data to run the the hazard be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8716-8 00:51:37.725 --> 00:51:42.389 simulation but we also have to have the loss function to to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8716-9 00:51:42.389 --> 00:51:47.208 estimate damage to buildings so because that was the end goal be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8716-10 00:51:47.208 --> 00:51:52.183 the loss function there aren't there aren't many that I've seen be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8716-11 00:51:52.183 --> 00:51:57.235 the the one that the researchers at University of Washington are be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8716-12 00:51:57.235 --> 00:52:01.744 working on is based on LBI so working backwards from that be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8716-13 00:52:01.744 --> 00:52:06.718 that's why this particular model is used for the whole workflow be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8716-14 00:52:06.718 --> 00:52:08.040 to come together. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8761-0 00:52:08.850 --> 00:52:13.097 But if you have these different pieces and and you have a be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8761-1 00:52:13.097 --> 00:52:17.784 better, a better framework for the for the soil to faction kind be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8761-2 00:52:17.784 --> 00:52:22.325 of calculation, then that would be great to to to plug in and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8761-3 00:52:22.325 --> 00:52:23.790 run well using that. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8772-0 00:52:27.220 --> 00:52:28.130 And a question for you. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8777-0 00:52:28.140 --> 00:52:29.390 I really liked your talk. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8780-0 00:52:29.400 --> 00:52:29.690 It was. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8783-0 00:52:29.700 --> 00:52:30.280 It was great. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8822-0 00:52:32.160 --> 00:52:36.853 Expanding on the last question a little bit, I've I'm wondering be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8822-1 00:52:36.853 --> 00:52:41.400 if you've thought about running this type of analysis in in a be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8822-2 00:52:41.400 --> 00:52:44.700 place where it is currently being developed. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8851-0 00:52:44.710 --> 00:52:48.238 Like I'm thinking about, for example, Treasure Island, it's be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8851-1 00:52:48.238 --> 00:52:51.944 all Phil, but they're rapidly building apartment complexes and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8851-2 00:52:51.944 --> 00:52:53.650 houses to repurpose the land. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8856-0 00:52:53.660 --> 00:52:55.070 It'll probably liquify. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8879-0 00:52:55.440 --> 00:52:58.216 This is a broad conjecture, but maybe more so than Alameda be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8879-1 00:52:58.216 --> 00:53:00.570 because it's all filled in the middle of the day. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8915-0 00:53:00.880 --> 00:53:05.300 What would you need to conduct a similar analysis aside from CPT be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8915-1 00:53:05.300 --> 00:53:09.516 test and then maybe hand your results over to the engineering be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8915-2 00:53:09.516 --> 00:53:12.780 firms to like appropriately design for housing? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8934-0 00:53:14.860 --> 00:53:17.049 Limitations and things like is that is that something you've be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8934-1 00:53:17.049 --> 00:53:17.660 thought about it? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8958-0 00:53:19.150 --> 00:53:22.804 Umm yeah, so so I'm I'm very interested in how kind of this be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8958-1 00:53:22.804 --> 00:53:25.240 can be applied in that sort of context. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8962-0 00:53:25.590 --> 00:53:26.080 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8977-0 00:53:26.470 --> 00:53:30.064 And definitely like you mentioned that the CVT data is be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8977-1 00:53:30.064 --> 00:53:32.090 is one of the main constraints. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8999-0 00:53:34.290 --> 00:53:39.364 And I think that it would be a question of what, what metric is be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/8999-1 00:53:39.364 --> 00:53:41.030 informative for them. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9047-0 00:53:41.350 --> 00:53:46.176 So if they're interested in OK as a as a meaningful metric to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9047-1 00:53:46.176 --> 00:53:51.079 to inform their development or if and and it's very easy to go be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9047-2 00:53:51.079 --> 00:53:54.738 LPI to to probability of liquefaction or these be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9047-3 00:53:54.738 --> 00:53:56.840 frequencies and rates, but. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9080-0 00:53:57.670 --> 00:54:01.643 Umm, as well as the loss, as long as so in this case the the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9080-1 00:54:01.643 --> 00:54:05.617 loss function is kind of the limiting factor because there's be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9080-2 00:54:05.617 --> 00:54:06.920 one for residential. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9099-0 00:54:06.930 --> 00:54:11.114 But if you're thinking of like a tall, tall high rise, then that be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9099-1 00:54:11.114 --> 00:54:12.660 wouldn't apply the same. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9113-0 00:54:12.670 --> 00:54:16.000 So yeah, that would be probably the main thing I would need. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9115-0 00:54:16.230 --> 00:54:16.780 Gotcha. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9117-0 00:54:17.110 --> 00:54:17.380 Cool. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9120-0 00:54:17.390 --> 00:54:17.630 Thanks. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9128-0 00:54:19.090 --> 00:54:20.260 Other questions in the room? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9130-0 00:54:20.330 --> 00:54:20.690 I'll talk. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9132-0 00:54:20.700 --> 00:54:20.900 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9135-0 00:54:20.910 --> 00:54:21.550 Talk, Tom. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9139-0 00:54:22.470 --> 00:54:23.030 Yeah, I will. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9192-0 00:54:24.860 --> 00:54:30.338 It's interesting in the problem of who's going to pay for this, be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9192-1 00:54:30.338 --> 00:54:35.645 and I think at one point you seem to think that Windows would be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9192-2 00:54:35.645 --> 00:54:41.124 be putting up part of the money to to be build housing and that be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9192-3 00:54:41.124 --> 00:54:43.350 that kitchen you problems. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9207-0 00:54:43.630 --> 00:54:49.550 How much is damage fixable versus how much is total? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9218-0 00:54:51.670 --> 00:54:57.140 A good boss and also time to fix it. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9250-0 00:54:59.340 --> 00:55:05.252 Because that takes years and and the better can't wait years, let be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9250-1 00:55:05.252 --> 00:55:10.180 alone put in money into something really ready to use. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9262-0 00:55:10.730 --> 00:55:12.650 So it was I. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9289-0 00:55:12.730 --> 00:55:17.421 In that case, it's starting on the whole economic issues and be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9289-1 00:55:17.421 --> 00:55:22.035 having thought about this stuff and I and I know that's not be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9289-2 00:55:22.035 --> 00:55:23.420 true, she refused. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9299-0 00:55:23.430 --> 00:55:25.460 This is all of that where I hope it's not. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9308-0 00:55:27.950 --> 00:55:30.780 It is take 450 years. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9326-0 00:55:31.070 --> 00:55:37.260 You could you give us a little feel for, I mean, on renters. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9333-0 00:55:37.270 --> 00:55:38.980 Did people really think renters? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9339-0 00:55:38.990 --> 00:55:39.820 So that put up money. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9349-0 00:55:41.190 --> 00:55:43.340 Umm, so that's a great question. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9355-0 00:55:43.430 --> 00:55:45.360 Yeah, you don't have a home anymore. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9358-0 00:55:46.610 --> 00:55:47.100 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9384-0 00:55:47.210 --> 00:55:53.315 So yeah, so so in the case of renter buildings, we simulate be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9384-1 00:55:53.315 --> 00:55:58.504 the but the owner like the tenant, the tenant, the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9384-2 00:55:58.504 --> 00:55:59.420 landlord. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9403-0 00:56:01.030 --> 00:56:04.557 So the landlord would be the one that's repairing structural be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9403-1 00:56:04.557 --> 00:56:05.020 damages. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9420-0 00:56:05.950 --> 00:56:09.506 And for renters, like their insurance is typically just for be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9420-1 00:56:09.506 --> 00:56:10.040 contents. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9455-0 00:56:10.790 --> 00:56:14.051 And and this we don't consider contents damage, so it would be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9455-1 00:56:14.051 --> 00:56:17.040 still be the owner of the building, but it's different be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9455-2 00:56:17.040 --> 00:56:19.160 because they're not an owner occupant. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9467-0 00:56:19.890 --> 00:56:24.060 So they're repairing that as as like their business. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9486-0 00:56:24.350 --> 00:56:28.444 And so that causes them to have different, umm, different be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9486-1 00:56:28.444 --> 00:56:32.750 funding that they can get and then also a different process. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9529-0 00:56:32.760 --> 00:56:36.724 So if one landlord owns multiple buildings, then they can't get be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9529-1 00:56:36.724 --> 00:56:40.441 the same funding for every building, so they may be able to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9529-2 00:56:40.441 --> 00:56:44.282 get part of the funding, but some of the rental buildings but be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9529-3 00:56:44.282 --> 00:56:44.840 still be. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9542-0 00:56:46.410 --> 00:56:47.650 Be unable to be repaired. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9559-0 00:56:48.720 --> 00:56:53.693 Do you have any idea how long for one of your scenarios at 7 be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9559-1 00:56:53.693 --> 00:56:54.020 1/2? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9592-0 00:56:55.740 --> 00:57:02.083 It was in so much with the you're living the idea how long be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9592-1 00:57:02.083 --> 00:57:07.890 it would take to redo that and what it is today. Umm. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9599-0 00:57:09.940 --> 00:57:12.350 So that's a good question. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9610-0 00:57:12.360 --> 00:57:12.690 So. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9631-0 00:57:12.700 --> 00:57:17.853 So the hazard recovery model in this this paper is is just for be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9631-1 00:57:17.853 --> 00:57:23.170 earthquake and then the separate results were from liquefaction. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9676-0 00:57:23.420 --> 00:57:28.646 So the results in this paper, I don't remember the exact be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9676-1 00:57:28.646 --> 00:57:33.965 timeline, but we do have recovery times for the buildings be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9676-2 00:57:33.965 --> 00:57:39.100 on Alameda from simulations of a 7.0 on on the Hayward. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9697-0 00:57:39.580 --> 00:57:43.287 And so that, yeah, that's that's definitely in the years that be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9697-1 00:57:43.287 --> 00:57:45.740 goes everything out to four years or so. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9700-0 00:57:45.750 --> 00:57:46.770 And some of the scenarios. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9750-0 00:57:49.090 --> 00:57:52.727 And that's in a case where that's another metric that we be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9750-1 00:57:52.727 --> 00:57:56.428 can get out of the house and recovery model is to see not be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9750-2 00:57:56.428 --> 00:58:00.130 only the funding, but it takes time to obtain the funding be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9750-3 00:58:00.130 --> 00:58:02.300 depending on the sources as well. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9785-0 00:58:02.470 --> 00:58:07.251 And then it takes time to repair after getting funds and and that be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9785-1 00:58:07.251 --> 00:58:11.816 depends on how many contractor crews are going to be available be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9785-2 00:58:11.816 --> 00:58:13.990 to work on houses in parallel. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9788-0 00:58:14.740 --> 00:58:15.150 Umm. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9794-0 00:58:15.740 --> 00:58:18.940 And and so that's. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9814-0 00:58:18.950 --> 00:58:22.380 Yeah, that's all included in in this hazard recovery model. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9824-0 00:58:22.390 --> 00:58:27.053 But but I don't have a sense with the liquefaction case of of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9824-1 00:58:27.053 --> 00:58:27.730 the time. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9828-0 00:58:30.940 --> 00:58:31.270 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9839-0 00:58:31.580 --> 00:58:34.950 Would it even be repairable like usable again? Right? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9850-0 00:58:34.960 --> 00:58:37.010 Because sometimes, like in Christchurch, they didn't. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9857-0 00:58:37.020 --> 00:58:38.170 Maybe gonna end at all. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9860-0 00:58:38.480 --> 00:58:38.690 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9866-0 00:58:38.950 --> 00:58:40.120 Uh, they Anne. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9868-0 00:58:40.130 --> 00:58:40.890 Could you speak? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9870-0 00:58:41.460 --> 00:58:41.930 Sorry. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9876-0 00:58:41.940 --> 00:58:42.550 Yeah, I said. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9883-0 00:58:42.560 --> 00:58:43.170 My mask. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9921-0 00:58:44.900 --> 00:58:47.773 I think that this could take a lot of time to figure out the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9921-1 00:58:47.773 --> 00:58:50.269 permitting for the the rebuilding, which you may not be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9921-2 00:58:50.269 --> 00:58:52.860 have built in yet, and it was an issue after learning. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9948-0 00:58:53.260 --> 00:58:57.787 Create it and and Christchurch they had areas where they would be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9948-1 00:58:57.787 --> 00:59:02.530 not rebuild because the risk was too high to going in the future. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9957-0 00:59:02.620 --> 00:59:05.380 Yeah, it would be a lot of time. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9960-0 00:59:05.390 --> 00:59:05.980 We'll go. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9967-0 00:59:06.570 --> 00:59:06.940 Yeah. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/9974-0 00:59:06.950 --> 00:59:10.240 On the on the land issues, yeah, I think so. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10006-0 00:59:10.290 --> 00:59:13.324 I think part of with Christchurch because they were be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10006-1 00:59:13.324 --> 00:59:16.767 hit by so many aftershocks that they were able to see very be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10006-2 00:59:16.767 --> 00:59:19.160 quickly that this was a repeating issue. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10059-0 00:59:19.170 --> 00:59:22.142 And I think that maybe if there's if there's not be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10059-1 00:59:22.142 --> 00:59:26.084 aftershocks, then then it might not be seen and the present as a be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10059-2 00:59:26.084 --> 00:59:29.845 repeating issue necessarily, even though we know that that it be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10059-3 00:59:29.845 --> 00:59:32.150 that it would be realistically again. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10062-0 00:59:32.160 --> 00:59:33.070 So that might be another. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10072-0 00:59:38.650 --> 00:59:40.340 Can I pick up on that aftershock, please? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10086-0 00:59:43.460 --> 00:59:48.210 So in your source model, you just have one rupture, right? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10109-0 00:59:48.260 --> 00:59:52.142 One big earthquake and then you propagate that through to the be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10109-1 00:59:52.142 --> 00:59:55.900 next, uh parts of your workflow for each simulation, right? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10129-0 00:59:56.550 --> 00:59:59.977 And like that, earthquakes can come and sources and but it it's be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10129-1 00:59:59.977 --> 01:00:00.460 just one. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10133-0 01:00:00.830 --> 01:00:01.770 And we we know that. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10153-0 01:00:04.190 --> 01:00:06.587 Earthquakes are clustered and and that there will be be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10153-1 01:00:06.587 --> 01:00:08.170 aftershocks after the earthquakes. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10207-0 01:00:08.500 --> 01:00:13.207 So do you have a sense of well first, could you include that in be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10207-1 01:00:13.207 --> 01:00:17.915 your I'm workflow to have lots of sources that are like somehow be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10207-2 01:00:17.915 --> 01:00:22.255 temporarily and spatially correlated and then what kind of be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10207-3 01:00:22.255 --> 01:00:26.889 impact do you think that would have on some of your downstream be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10207-4 01:00:26.889 --> 01:00:29.170 outputs like annualized losses? be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10214-0 01:00:30.440 --> 01:00:32.550 Yeah, that's a great point. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10267-0 01:00:32.560 --> 01:00:36.441 Yeah, after shocks are not are not included in this and I think be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10267-1 01:00:36.441 --> 01:00:39.838 that the biggest thing from umm from the whole workflow be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10267-2 01:00:39.838 --> 01:00:43.477 perspective like from the risk perspective is that we don't be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10267-3 01:00:43.477 --> 01:00:47.177 really have good data on what the additional damage is going be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10267-4 01:00:47.177 --> 01:00:48.330 to be to buildings. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10281-0 01:00:49.610 --> 01:00:54.418 So if you know a building already has damage and Ben has be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10281-1 01:00:54.418 --> 01:00:54.840 more. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10358-0 01:00:57.330 --> 01:01:01.925 We don't have necessarily a good enough understanding or enough be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10358-1 01:01:01.925 --> 01:01:06.521 data on on that to then see how much higher the damage would be be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10358-2 01:01:06.521 --> 01:01:10.901 and and a lot of them do if if they already have high damage be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10358-3 01:01:10.901 --> 01:01:15.496 then we know that depending on the time, like if it, if it's if be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10358-4 01:01:15.496 --> 01:01:19.804 it soon after another they're trying already starting to to be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10358-5 01:01:19.804 --> 01:01:21.600 build something new then. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10384-0 01:01:23.720 --> 01:01:26.486 If there's already complete damaged then it then it doesn't be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10384-1 01:01:26.486 --> 01:01:28.700 make a difference, but it would be interesting. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10386-0 01:01:28.750 --> 01:01:29.200 I just. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10392-0 01:01:29.210 --> 01:01:29.820 Yeah, I don't. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10410-0 01:01:29.830 --> 01:01:33.932 I don't don't have the the data for that loss story seems like be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10410-1 01:01:33.932 --> 01:01:35.560 an exciting research gap. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10419-0 01:01:38.150 --> 01:01:39.580 That is so self serving. be9aacf8-b4a4-40ad-9539-2c7f34c2aa5f/10433-0 01:01:42.950 --> 01:01:46.840 With that, let's thank Emily one last time for a great talk.