WEBVTT 51126870-83bf-4ff6-a279-31b8662b379e/38-0 00:00:04.885 --> 00:00:05.305 [noise] 51126870-83bf-4ff6-a279-31b8662b379e/43-0 00:00:21.655 --> 00:00:22.385 [quiet] 51126870-83bf-4ff6-a279-31b8662b379e/46-0 00:00:23.005 --> 00:00:23.535 [quiet] 51126870-83bf-4ff6-a279-31b8662b379e/58-0 00:00:24.425 --> 00:00:30.117 OK. Hello, everyone. Welcome to today's seminar Wednesday, March 51126870-83bf-4ff6-a279-31b8662b379e/58-1 00:00:30.117 --> 00:00:30.555 15th. 51126870-83bf-4ff6-a279-31b8662b379e/70-0 00:00:30.655 --> 00:00:35.196 Uh, everyone at home, please turn off your cameras and your 51126870-83bf-4ff6-a279-31b8662b379e/70-1 00:00:35.196 --> 00:00:36.105 microphones. 51126870-83bf-4ff6-a279-31b8662b379e/93-0 00:00:38.245 --> 00:00:42.493 Just a couple quick announcements today. There is a 51126870-83bf-4ff6-a279-31b8662b379e/93-1 00:00:42.493 --> 00:00:47.395 happy hour at 4:00 o'clock this afternoon at the space bar. 51126870-83bf-4ff6-a279-31b8662b379e/124-0 00:00:48.715 --> 00:00:52.217 That I'd sadly won't make it to, but if anyone's on campus, 51126870-83bf-4ff6-a279-31b8662b379e/124-1 00:00:52.217 --> 00:00:55.602 please join the crew that's gonna walk over there for the 51126870-83bf-4ff6-a279-31b8662b379e/124-2 00:00:55.602 --> 00:00:56.245 happy hour. 51126870-83bf-4ff6-a279-31b8662b379e/175-0 00:00:57.655 --> 00:01:01.241 Tomorrow morning, there's the not ready for prime time. Crew 51126870-83bf-4ff6-a279-31b8662b379e/175-1 00:01:01.241 --> 00:01:04.885 is meeting at 10:00 AM in the Yosemite Room where I think Tim 51126870-83bf-4ff6-a279-31b8662b379e/175-2 00:01:04.885 --> 00:01:08.472 Clements is going to present something, so get in touch with 51126870-83bf-4ff6-a279-31b8662b379e/175-3 00:01:08.472 --> 00:01:11.881 Tim. I think is the contact for that if you're not on the 51126870-83bf-4ff6-a279-31b8662b379e/175-4 00:01:11.881 --> 00:01:13.175 mailing list for that. 51126870-83bf-4ff6-a279-31b8662b379e/187-0 00:01:14.615 --> 00:01:18.883 Next week at 9:00 AM Pacific Time, Catherine Paterno's giving 51126870-83bf-4ff6-a279-31b8662b379e/187-1 00:01:18.883 --> 00:01:19.365 a talk. 51126870-83bf-4ff6-a279-31b8662b379e/201-0 00:01:20.705 --> 00:01:24.355 For the geologic Hazard Science Center that's going to be on 51126870-83bf-4ff6-a279-31b8662b379e/201-1 00:01:24.355 --> 00:01:24.715 teams. 51126870-83bf-4ff6-a279-31b8662b379e/216-0 00:01:25.495 --> 00:01:28.688 Uh. And then on March 30th, there's going to be that's a 51126870-83bf-4ff6-a279-31b8662b379e/216-1 00:01:28.688 --> 00:01:30.985 Thursday. There's going to be all hands. 51126870-83bf-4ff6-a279-31b8662b379e/224-0 00:01:31.695 --> 00:01:34.485 That meeting, which is on teams as well. 51126870-83bf-4ff6-a279-31b8662b379e/239-0 00:01:36.185 --> 00:01:38.951 And now I'm going to turn it over to Catherine to introduce 51126870-83bf-4ff6-a279-31b8662b379e/239-1 00:01:38.951 --> 00:01:39.505 the speaker. 51126870-83bf-4ff6-a279-31b8662b379e/255-0 00:01:41.375 --> 00:01:45.888 All right. It's a great pleasure today to introduce Paula Bergey 51126870-83bf-4ff6-a279-31b8662b379e/254-0 00:01:45.755 --> 00:01:46.145 Please. 51126870-83bf-4ff6-a279-31b8662b379e/255-1 00:01:45.888 --> 00:01:47.485 today. Can you hear me? 51126870-83bf-4ff6-a279-31b8662b379e/259-0 00:01:49.025 --> 00:01:49.655 Yes. 51126870-83bf-4ff6-a279-31b8662b379e/260-0 00:01:49.675 --> 00:01:50.305 OK. 51126870-83bf-4ff6-a279-31b8662b379e/301-0 00:01:51.445 --> 00:01:55.086 Paula was an undergrad at Smith College in Massachusetts. She 51126870-83bf-4ff6-a279-31b8662b379e/301-1 00:01:55.086 --> 00:01:58.493 was then a research assistant at the Earth Observatory of 51126870-83bf-4ff6-a279-31b8662b379e/301-2 00:01:58.493 --> 00:02:02.135 Singapore for 2 years where she worked with Judith Hubbard on 51126870-83bf-4ff6-a279-31b8662b379e/301-3 00:02:02.135 --> 00:02:04.015 the geometry of the Dicom, Mont. 51126870-83bf-4ff6-a279-31b8662b379e/320-0 00:02:04.625 --> 00:02:08.624 Beneath Bangladesh and also on the geometry of the thrust 51126870-83bf-4ff6-a279-31b8662b379e/320-1 00:02:08.624 --> 00:02:12.693 faulting in the Himalayas surrounding the Nepal earthquake 51126870-83bf-4ff6-a279-31b8662b379e/320-2 00:02:12.693 --> 00:02:13.245 in 2015. 51126870-83bf-4ff6-a279-31b8662b379e/394-0 00:02:14.915 --> 00:02:19.023 She got her PhD in Insar type studies at Cornell with Rowena 51126870-83bf-4ff6-a279-31b8662b379e/394-1 00:02:19.023 --> 00:02:22.997 Lohman. She worked on insar detection of soil moisture and 51126870-83bf-4ff6-a279-31b8662b379e/394-2 00:02:22.997 --> 00:02:27.106 forest disturbances. So these are basically signals that are 51126870-83bf-4ff6-a279-31b8662b379e/394-3 00:02:27.106 --> 00:02:31.215 doppelgangers with deformation. They're not deformation, but 51126870-83bf-4ff6-a279-31b8662b379e/394-4 00:02:31.215 --> 00:02:35.256 they are doppelgangers. And since 2021, she's been amended. 51126870-83bf-4ff6-a279-31b8662b379e/394-5 00:02:35.256 --> 00:02:39.297 Hall in Golden, Co at the in the landslides project and the 51126870-83bf-4ff6-a279-31b8662b379e/394-6 00:02:39.297 --> 00:02:43.675 ground failure Mapping project, it's great to have her here. She 51126870-83bf-4ff6-a279-31b8662b379e/394-7 00:02:43.675 --> 00:02:45.225 also gives great talks. 51126870-83bf-4ff6-a279-31b8662b379e/407-0 00:02:45.365 --> 00:02:51.565 So I'm really glad to to to see Paul here and take it away. 51126870-83bf-4ff6-a279-31b8662b379e/407-1 00:02:51.565 --> 00:02:52.185 Paula. 51126870-83bf-4ff6-a279-31b8662b379e/438-0 00:02:53.545 --> 00:02:57.208 Great. Thank you so much, Catherine. I appreciate the the 51126870-83bf-4ff6-a279-31b8662b379e/438-1 00:02:57.208 --> 00:03:01.124 introduction and I feel like you put the, the the bar high so 51126870-83bf-4ff6-a279-31b8662b379e/438-2 00:03:01.124 --> 00:03:04.725 high deliver. Alright. Thank you everyone for being here 51126870-83bf-4ff6-a279-31b8662b379e/438-3 00:03:04.725 --> 00:03:06.115 physically and online. 51126870-83bf-4ff6-a279-31b8662b379e/487-0 00:03:07.315 --> 00:03:12.109 So my talk today is about these weird hexagonal features that 51126870-83bf-4ff6-a279-31b8662b379e/487-1 00:03:12.109 --> 00:03:16.749 you can see in this image, and I walked into the earthquake 51126870-83bf-4ff6-a279-31b8662b379e/487-2 00:03:16.749 --> 00:03:21.389 Science Center and of course all the walls are covered with 51126870-83bf-4ff6-a279-31b8662b379e/487-3 00:03:21.389 --> 00:03:25.720 hexagonal paintings. So like this is perfect. They just 51126870-83bf-4ff6-a279-31b8662b379e/487-4 00:03:25.720 --> 00:03:29.355 follow me everybody sessions so feels fitting. 51126870-83bf-4ff6-a279-31b8662b379e/544-0 00:03:30.145 --> 00:03:33.627 OK. So yeah, so during my Mendenhall, I've been working 51126870-83bf-4ff6-a279-31b8662b379e/544-1 00:03:33.627 --> 00:03:37.295 with the earthquake triggered ground failure team, which I 51126870-83bf-4ff6-a279-31b8662b379e/544-2 00:03:37.295 --> 00:03:41.088 will talk a little more about what exactly that is in a bit. 51126870-83bf-4ff6-a279-31b8662b379e/544-3 00:03:41.088 --> 00:03:45.192 But specifically with earthquake triggered liquefaction. So these 51126870-83bf-4ff6-a279-31b8662b379e/544-4 00:03:45.192 --> 00:03:49.047 are features that we thought initially were liquefaction, but 51126870-83bf-4ff6-a279-31b8662b379e/544-5 00:03:49.047 --> 00:03:51.535 it turns out that they probably aren't. 51126870-83bf-4ff6-a279-31b8662b379e/573-0 00:03:52.615 --> 00:03:55.766 And that is why I'm calling them liquid fiction. Liquid fiction 51126870-83bf-4ff6-a279-31b8662b379e/573-1 00:03:55.766 --> 00:03:58.474 is not a real thing. It's something I just thought was 51126870-83bf-4ff6-a279-31b8662b379e/573-2 00:03:58.474 --> 00:04:01.577 funny and made-up. So that was why this talk is called faction 51126870-83bf-4ff6-a279-31b8662b379e/573-3 00:04:01.577 --> 00:04:02.365 or Liquefaction. 51126870-83bf-4ff6-a279-31b8662b379e/653-0 00:04:02.985 --> 00:04:06.913 I first just want to quickly acknowledge collaborators, so 51126870-83bf-4ff6-a279-31b8662b379e/653-1 00:04:06.913 --> 00:04:11.041 most people at the USGS, Eric and Kate, are both part of they 51126870-83bf-4ff6-a279-31b8662b379e/653-2 00:04:11.041 --> 00:04:14.970 run the earthquake triggered ground failure model then and 51126870-83bf-4ff6-a279-31b8662b379e/653-3 00:04:14.970 --> 00:04:18.832 Sean are both geotech people that helped with the kind of 51126870-83bf-4ff6-a279-31b8662b379e/653-4 00:04:18.832 --> 00:04:23.093 teaching me about liquefaction and interpreting some of the the 51126870-83bf-4ff6-a279-31b8662b379e/653-5 00:04:23.093 --> 00:04:26.689 Geotech data. And Kyle was actually one of my old lab 51126870-83bf-4ff6-a279-31b8662b379e/653-6 00:04:26.689 --> 00:04:30.684 banks, and he's been really helpful with looking at some of 51126870-83bf-4ff6-a279-31b8662b379e/653-7 00:04:30.684 --> 00:04:33.215 the insar stuff that I've been doing. 51126870-83bf-4ff6-a279-31b8662b379e/658-0 00:04:33.525 --> 00:04:36.805 OK, OK, so before. 51126870-83bf-4ff6-a279-31b8662b379e/680-0 00:04:38.185 --> 00:04:40.838 I get into to everything. I think it's important that we're 51126870-83bf-4ff6-a279-31b8662b379e/680-1 00:04:40.838 --> 00:04:43.005 all on the same page about what is liquefaction. 51126870-83bf-4ff6-a279-31b8662b379e/700-0 00:04:43.705 --> 00:04:47.574 Uh, so it's essentially, it sounds to me it sounded like 51126870-83bf-4ff6-a279-31b8662b379e/700-1 00:04:47.574 --> 00:04:50.425 fake, but it's very much real real thing. 51126870-83bf-4ff6-a279-31b8662b379e/724-0 00:04:51.605 --> 00:04:56.848 It's essentially when the ground goes from a solid to a liquid or 51126870-83bf-4ff6-a279-31b8662b379e/724-1 00:04:56.848 --> 00:05:01.615 acts like a liquid, and it does that during earthquakes so. 51126870-83bf-4ff6-a279-31b8662b379e/762-0 00:05:02.445 --> 00:05:07.004 What you need the the kind of ingredients you need to create a 51126870-83bf-4ff6-a279-31b8662b379e/762-1 00:05:07.004 --> 00:05:11.708 situation in which liquefaction is likely to occur is sand sized 51126870-83bf-4ff6-a279-31b8662b379e/762-2 00:05:11.708 --> 00:05:16.340 particles. It could be a little silty, but the dominant size is 51126870-83bf-4ff6-a279-31b8662b379e/762-3 00:05:16.340 --> 00:05:20.321 sand. They have to be kind of loosely packed and water 51126870-83bf-4ff6-a279-31b8662b379e/762-4 00:05:20.321 --> 00:05:21.045 saturated. 51126870-83bf-4ff6-a279-31b8662b379e/820-0 00:05:21.935 --> 00:05:26.092 So during an earthquake, the fact that they're loosely packed 51126870-83bf-4ff6-a279-31b8662b379e/820-1 00:05:26.092 --> 00:05:29.378 means they can kind of reconfigure into a denser 51126870-83bf-4ff6-a279-31b8662b379e/820-2 00:05:29.378 --> 00:05:33.468 configuration, and what that means is that the stress or the 51126870-83bf-4ff6-a279-31b8662b379e/820-3 00:05:33.468 --> 00:05:37.693 kind of effective pressure is transferred from the contacts of 51126870-83bf-4ff6-a279-31b8662b379e/820-4 00:05:37.693 --> 00:05:41.783 the particles to the surrounding water. Therefore the ground 51126870-83bf-4ff6-a279-31b8662b379e/820-5 00:05:41.783 --> 00:05:43.125 turns into a liquid. 51126870-83bf-4ff6-a279-31b8662b379e/871-0 00:05:44.155 --> 00:05:48.937 So the results of liquefaction are often water and sand being 51126870-83bf-4ff6-a279-31b8662b379e/871-1 00:05:48.937 --> 00:05:53.796 ejected onto the surface. As you can see here, this is surface 51126870-83bf-4ff6-a279-31b8662b379e/871-2 00:05:53.796 --> 00:05:58.578 ejecta. This is kind of, I think the most common feature that 51126870-83bf-4ff6-a279-31b8662b379e/871-3 00:05:58.578 --> 00:06:03.437 people think of when they think of liquefaction is sand boils. 51126870-83bf-4ff6-a279-31b8662b379e/871-4 00:06:03.437 --> 00:06:06.985 So I just wanna make it clear right now that. 51126870-83bf-4ff6-a279-31b8662b379e/936-0 00:06:08.675 --> 00:06:12.759 Liquefaction the way that I'm defining it is a mechanism, 51126870-83bf-4ff6-a279-31b8662b379e/936-1 00:06:12.759 --> 00:06:17.055 right? It's how stuff the the reason why things were ejected 51126870-83bf-4ff6-a279-31b8662b379e/936-2 00:06:17.055 --> 00:06:21.070 onto the surface. The actual observation is this surface 51126870-83bf-4ff6-a279-31b8662b379e/936-3 00:06:21.070 --> 00:06:25.366 ejecta, which I think is most commonly assumed to be because 51126870-83bf-4ff6-a279-31b8662b379e/936-4 00:06:25.366 --> 00:06:29.732 of liquefaction. But as we will discuss, there could be other 51126870-83bf-4ff6-a279-31b8662b379e/936-5 00:06:29.732 --> 00:06:33.395 mechanisms to to have the same kind of observation. 51126870-83bf-4ff6-a279-31b8662b379e/947-0 00:06:34.925 --> 00:06:37.410 So this is just an example. If you've never seen what 51126870-83bf-4ff6-a279-31b8662b379e/947-1 00:06:37.410 --> 00:06:38.515 liquefaction looks like. 51126870-83bf-4ff6-a279-31b8662b379e/992-0 00:06:39.635 --> 00:06:43.720 Here is the things I mentioned before sand boils so they look 51126870-83bf-4ff6-a279-31b8662b379e/992-1 00:06:43.720 --> 00:06:47.806 sort of like tiny volcanoes and this is from the Christchurch 51126870-83bf-4ff6-a279-31b8662b379e/992-2 00:06:47.806 --> 00:06:52.155 earthquake in 2011. There's also a bunch of just kind of standing 51126870-83bf-4ff6-a279-31b8662b379e/992-3 00:06:52.155 --> 00:06:56.307 water that was ejected out of the subsurface along with all of 51126870-83bf-4ff6-a279-31b8662b379e/992-4 00:06:56.307 --> 00:06:57.625 that sand. So it is. 51126870-83bf-4ff6-a279-31b8662b379e/1024-0 00:06:59.245 --> 00:07:03.040 Really, actually not. Not great for infrastructure, it's one of 51126870-83bf-4ff6-a279-31b8662b379e/1024-1 00:07:03.040 --> 00:07:06.005 the the main causes for infrastructure damage and 51126870-83bf-4ff6-a279-31b8662b379e/1024-2 00:07:06.005 --> 00:07:09.741 collapse in susceptible areas from earthquakes. So that's sort 51126870-83bf-4ff6-a279-31b8662b379e/1024-3 00:07:09.741 --> 00:07:11.165 of why we care about it. 51126870-83bf-4ff6-a279-31b8662b379e/1032-0 00:07:13.605 --> 00:07:16.935 So next, how do we study liquefaction? 51126870-83bf-4ff6-a279-31b8662b379e/1088-0 00:07:19.395 --> 00:07:23.288 I'm sure that I'm missing a bunch of stuff here, but this 51126870-83bf-4ff6-a279-31b8662b379e/1088-1 00:07:23.288 --> 00:07:27.181 was sort of my, uh, vague collection or idea of what? How 51126870-83bf-4ff6-a279-31b8662b379e/1088-2 00:07:27.181 --> 00:07:31.275 people study liquefaction. So there's geology, which is kind 51126870-83bf-4ff6-a279-31b8662b379e/1088-3 00:07:31.275 --> 00:07:35.504 of mapping and some modeling, payless, seismology, things like 51126870-83bf-4ff6-a279-31b8662b379e/1088-4 00:07:35.504 --> 00:07:39.665 that, remote sensing you can do change detection with pre and 51126870-83bf-4ff6-a279-31b8662b379e/1088-5 00:07:39.665 --> 00:07:42.015 post imagery via optical or insar. 51126870-83bf-4ff6-a279-31b8662b379e/1128-0 00:07:42.435 --> 00:07:46.035 Umm, throught sensing datasets are also used as proxies for 51126870-83bf-4ff6-a279-31b8662b379e/1128-1 00:07:46.035 --> 00:07:49.815 where we think ground failure will happen and then the geotech 51126870-83bf-4ff6-a279-31b8662b379e/1128-2 00:07:49.815 --> 00:07:52.935 world and geotechnical engineering are probably the 51126870-83bf-4ff6-a279-31b8662b379e/1128-3 00:07:52.935 --> 00:07:56.115 folks that have done the most with actually studying 51126870-83bf-4ff6-a279-31b8662b379e/1128-4 00:07:56.115 --> 00:07:56.895 liquefaction. 51126870-83bf-4ff6-a279-31b8662b379e/1139-0 00:07:58.175 --> 00:08:01.202 In a very detailed way. So there's tons of lab based 51126870-83bf-4ff6-a279-31b8662b379e/1139-1 00:08:01.202 --> 00:08:02.745 studies going back decades. 51126870-83bf-4ff6-a279-31b8662b379e/1155-0 00:08:03.625 --> 00:08:07.051 It focuses on soil mechanics. You actually do testing, like in 51126870-83bf-4ff6-a279-31b8662b379e/1155-1 00:08:07.051 --> 00:08:10.205 the field penetration tests, which I'll talk about later. 51126870-83bf-4ff6-a279-31b8662b379e/1166-0 00:08:11.425 --> 00:08:16.675 I maybe ohh the color does not look great there these. 51126870-83bf-4ff6-a279-31b8662b379e/1176-0 00:08:18.065 --> 00:08:21.724 I'll just turn this. You can see that there's different colors 51126870-83bf-4ff6-a279-31b8662b379e/1176-1 00:08:21.724 --> 00:08:22.015 here. 51126870-83bf-4ff6-a279-31b8662b379e/1185-0 00:08:24.475 --> 00:08:26.955 I guess now the sports the room, but. 51126870-83bf-4ff6-a279-31b8662b379e/1192-0 00:08:27.795 --> 00:08:30.535 I can get that. Yeah. OK, so. 51126870-83bf-4ff6-a279-31b8662b379e/1278-0 00:08:31.325 --> 00:08:35.313 I might have over thought this a little bit, but this is sort of 51126870-83bf-4ff6-a279-31b8662b379e/1278-1 00:08:35.313 --> 00:08:38.566 how I put it together in my head, so there's kind of 51126870-83bf-4ff6-a279-31b8662b379e/1278-2 00:08:38.566 --> 00:08:42.309 different ways you can study things spatially, like imagery, 51126870-83bf-4ff6-a279-31b8662b379e/1278-3 00:08:42.309 --> 00:08:46.175 right, temporally, like time, Siri, time series, or going down 51126870-83bf-4ff6-a279-31b8662b379e/1278-4 00:08:46.175 --> 00:08:49.796 into the subsurface right, like actually looking at what's 51126870-83bf-4ff6-a279-31b8662b379e/1278-5 00:08:49.796 --> 00:08:53.785 happening underneath the ground. And this is sort of how I broke 51126870-83bf-4ff6-a279-31b8662b379e/1278-6 00:08:53.785 --> 00:08:57.651 things up. So geology focuses mainly on subsurface and spatial 51126870-83bf-4ff6-a279-31b8662b379e/1278-7 00:08:57.651 --> 00:09:01.395 analysis, remote sensing mostly on temporal and spatial and. 51126870-83bf-4ff6-a279-31b8662b379e/1297-0 00:09:01.475 --> 00:09:05.645 Geotech, mostly on subsurface and temporal, and I've kind of 51126870-83bf-4ff6-a279-31b8662b379e/1297-1 00:09:05.645 --> 00:09:08.995 tried to bring all of these things together and. 51126870-83bf-4ff6-a279-31b8662b379e/1322-0 00:09:10.805 --> 00:09:14.802 Made some sort of coherent story about or informed kind of this 51126870-83bf-4ff6-a279-31b8662b379e/1322-1 00:09:14.802 --> 00:09:18.425 work using all three of these things. All three of these. 51126870-83bf-4ff6-a279-31b8662b379e/1331-0 00:09:19.155 --> 00:09:21.865 Methods and, UM, all three of these. 51126870-83bf-4ff6-a279-31b8662b379e/1337-0 00:09:24.085 --> 00:09:26.035 Parameters parameter space I guess. 51126870-83bf-4ff6-a279-31b8662b379e/1339-0 00:09:27.355 --> 00:09:27.685 Alright. 51126870-83bf-4ff6-a279-31b8662b379e/1348-0 00:09:29.065 --> 00:09:32.235 So let's talk about how the USGS. 51126870-83bf-4ff6-a279-31b8662b379e/1377-0 00:09:32.825 --> 00:09:37.364 Studies ground failure from earthquakes. So there's, I mean, 51126870-83bf-4ff6-a279-31b8662b379e/1377-1 00:09:37.364 --> 00:09:41.904 a lot of groups do this, but my specific group models ground 51126870-83bf-4ff6-a279-31b8662b379e/1377-2 00:09:41.904 --> 00:09:45.700 failure triggered by earthquakes. And the way that 51126870-83bf-4ff6-a279-31b8662b379e/1377-3 00:09:45.700 --> 00:09:47.635 our group defines defines. 51126870-83bf-4ff6-a279-31b8662b379e/1430-0 00:09:49.495 --> 00:09:52.685 Earthquake triggered ground failure is A1, model is for 51126870-83bf-4ff6-a279-31b8662b379e/1430-1 00:09:52.685 --> 00:09:55.990 landslides, the other is for liquefaction. I will only be 51126870-83bf-4ff6-a279-31b8662b379e/1430-2 00:09:55.990 --> 00:09:59.523 focusing on the liquefaction stuff, but I think this might be 51126870-83bf-4ff6-a279-31b8662b379e/1430-3 00:09:59.523 --> 00:10:02.657 useful for those of you who don't know much about this 51126870-83bf-4ff6-a279-31b8662b379e/1430-4 00:10:02.657 --> 00:10:06.190 model. I'm just gonna. I'm gonna show you how. Like what goes 51126870-83bf-4ff6-a279-31b8662b379e/1430-5 00:10:06.190 --> 00:10:07.615 into it and how it works. 51126870-83bf-4ff6-a279-31b8662b379e/1437-0 00:10:09.295 --> 00:10:12.655 So here's just an example earthquake that I pulled. 51126870-83bf-4ff6-a279-31b8662b379e/1456-0 00:10:13.345 --> 00:10:17.573 Uh, and this is the the earthquake event page. I think 51126870-83bf-4ff6-a279-31b8662b379e/1456-1 00:10:17.573 --> 00:10:20.495 most most of us are familiar with it. 51126870-83bf-4ff6-a279-31b8662b379e/1536-0 00:10:21.705 --> 00:10:26.097 So we have our, you know, shake map. Did you feel it, pager? And 51126870-83bf-4ff6-a279-31b8662b379e/1536-1 00:10:26.097 --> 00:10:29.950 then one of those widgets is this ground failure product 51126870-83bf-4ff6-a279-31b8662b379e/1536-2 00:10:29.950 --> 00:10:34.207 which I show here. So this is what it actually looks like here 51126870-83bf-4ff6-a279-31b8662b379e/1536-3 00:10:34.207 --> 00:10:38.330 shaking intensity contours here is the probability of ground 51126870-83bf-4ff6-a279-31b8662b379e/1536-4 00:10:38.330 --> 00:10:41.979 failure. You can see the scale down here. This is for 51126870-83bf-4ff6-a279-31b8662b379e/1536-5 00:10:41.979 --> 00:10:46.237 landslides and this is for like what faction. So again this is 51126870-83bf-4ff6-a279-31b8662b379e/1536-6 00:10:46.237 --> 00:10:50.022 the model that I will be focusing on. But I think right 51126870-83bf-4ff6-a279-31b8662b379e/1536-7 00:10:50.022 --> 00:10:52.455 off the bat you can see landslides. 51126870-83bf-4ff6-a279-31b8662b379e/1554-0 00:10:52.815 --> 00:10:55.421 No surprise, I mostly in mountainous regions, 51126870-83bf-4ff6-a279-31b8662b379e/1554-1 00:10:55.421 --> 00:10:59.105 liquefaction tends to happen in flat regions near coasts, right. 51126870-83bf-4ff6-a279-31b8662b379e/1600-0 00:11:00.605 --> 00:11:04.755 So what actually goes into this product is predictive variables 51126870-83bf-4ff6-a279-31b8662b379e/1600-1 00:11:04.755 --> 00:11:08.775 and liquefaction inventories. So the predictive variables are 51126870-83bf-4ff6-a279-31b8662b379e/1600-2 00:11:08.775 --> 00:11:12.536 listed here. The static ones we have and these are global 51126870-83bf-4ff6-a279-31b8662b379e/1600-3 00:11:12.536 --> 00:11:16.232 variables, right? This is something that we do for every 51126870-83bf-4ff6-a279-31b8662b379e/1600-4 00:11:16.232 --> 00:11:20.187 earthquakes all over the world as long as there are above us 51126870-83bf-4ff6-a279-31b8662b379e/1600-5 00:11:20.187 --> 00:11:21.355 certain magnitude. 51126870-83bf-4ff6-a279-31b8662b379e/1609-0 00:11:22.295 --> 00:11:25.835 So we have the S 30 mean annual precipitation. 51126870-83bf-4ff6-a279-31b8662b379e/1615-0 00:11:27.045 --> 00:11:28.955 Distance from a coast. 51126870-83bf-4ff6-a279-31b8662b379e/1627-0 00:11:30.005 --> 00:11:33.775 Distance from rivers and water table depth. 51126870-83bf-4ff6-a279-31b8662b379e/1654-0 00:11:34.875 --> 00:11:38.659 And then for you, we also input the peak ground velocity, but 51126870-83bf-4ff6-a279-31b8662b379e/1654-1 00:11:38.659 --> 00:11:42.443 that's earthquake specific. So that's the only parameter that 51126870-83bf-4ff6-a279-31b8662b379e/1654-2 00:11:42.443 --> 00:11:44.885 kind of changes earthquake, earthquake. 51126870-83bf-4ff6-a279-31b8662b379e/1675-0 00:11:46.275 --> 00:11:49.936 And then the other thing that goes into this is, uh, 51126870-83bf-4ff6-a279-31b8662b379e/1675-1 00:11:49.936 --> 00:11:53.115 liquefaction inventories. So there have been. 51126870-83bf-4ff6-a279-31b8662b379e/1691-0 00:11:53.515 --> 00:11:58.704 And so these are just points in space where there have been 51126870-83bf-4ff6-a279-31b8662b379e/1691-1 00:11:58.704 --> 00:12:01.385 liquefaction has been observed. 51126870-83bf-4ff6-a279-31b8662b379e/1698-0 00:12:02.955 --> 00:12:04.705 As a result of an earthquake. 51126870-83bf-4ff6-a279-31b8662b379e/1731-0 00:12:05.395 --> 00:12:08.822 There's about a little over 100,000 liquefaction 51126870-83bf-4ff6-a279-31b8662b379e/1731-1 00:12:08.822 --> 00:12:13.229 observations. There's also non liquefaction observations and I 51126870-83bf-4ff6-a279-31b8662b379e/1731-2 00:12:13.229 --> 00:12:17.496 put that in quotation marks because the non loop with action 51126870-83bf-4ff6-a279-31b8662b379e/1731-3 00:12:17.496 --> 00:12:19.665 observations are actually just. 51126870-83bf-4ff6-a279-31b8662b379e/1743-0 00:12:21.135 --> 00:12:25.675 A grid of points around where liquefaction was observed. 51126870-83bf-4ff6-a279-31b8662b379e/1753-0 00:12:26.875 --> 00:12:29.705 And are assumed to have no loop affection. 51126870-83bf-4ff6-a279-31b8662b379e/1755-0 00:12:31.285 --> 00:12:31.615 Alright. 51126870-83bf-4ff6-a279-31b8662b379e/1797-0 00:12:33.335 --> 00:12:37.757 We all on board? Yeah. OK, great. So the actual model is 51126870-83bf-4ff6-a279-31b8662b379e/1797-1 00:12:37.757 --> 00:12:42.490 just a pretty basic logistic regression model where you have 51126870-83bf-4ff6-a279-31b8662b379e/1797-2 00:12:42.490 --> 00:12:47.611 your predictive variable. I just put an example of VS 30 here and 51126870-83bf-4ff6-a279-31b8662b379e/1797-3 00:12:47.611 --> 00:12:48.775 whether or not. 51126870-83bf-4ff6-a279-31b8662b379e/1846-0 00:12:49.145 --> 00:12:53.602 A liquefaction was observed at in that pixel right in that that 51126870-83bf-4ff6-a279-31b8662b379e/1846-1 00:12:53.602 --> 00:12:58.130 pixel contains that point. Let's actually inventory and then all 51126870-83bf-4ff6-a279-31b8662b379e/1846-2 00:12:58.130 --> 00:13:02.518 those predictive variables have values for that for that pixel 51126870-83bf-4ff6-a279-31b8662b379e/1846-3 00:13:02.518 --> 00:13:06.906 to take all of those, you put them together and voila, you can 51126870-83bf-4ff6-a279-31b8662b379e/1846-4 00:13:06.906 --> 00:13:11.225 now predict for every point on the Earth's surface, like how. 51126870-83bf-4ff6-a279-31b8662b379e/1858-0 00:13:12.095 --> 00:13:15.217 What's the likelihood of of gun failure? And in this case look 51126870-83bf-4ff6-a279-31b8662b379e/1858-1 00:13:15.217 --> 00:13:15.465 back? 51126870-83bf-4ff6-a279-31b8662b379e/1870-0 00:13:18.015 --> 00:13:22.066 All right. So as with all models, there are some issues 51126870-83bf-4ff6-a279-31b8662b379e/1870-1 00:13:22.066 --> 00:13:22.645 with it. 51126870-83bf-4ff6-a279-31b8662b379e/1917-0 00:13:23.975 --> 00:13:28.525 On the predictive variable side, there's a because all of these 51126870-83bf-4ff6-a279-31b8662b379e/1917-1 00:13:28.525 --> 00:13:32.579 variables have to be global, there's a lack of accuracy, 51126870-83bf-4ff6-a279-31b8662b379e/1917-2 00:13:32.579 --> 00:13:36.703 accuracy, and resolution for everything, and there's also 51126870-83bf-4ff6-a279-31b8662b379e/1917-3 00:13:36.703 --> 00:13:40.898 other potential predictor variables that are not currently 51126870-83bf-4ff6-a279-31b8662b379e/1917-4 00:13:40.898 --> 00:13:45.236 included in the data set. So one example is, so I'm not sure 51126870-83bf-4ff6-a279-31b8662b379e/1917-5 00:13:45.236 --> 00:13:47.725 which you would think you know if. 51126870-83bf-4ff6-a279-31b8662b379e/1941-0 00:13:48.425 --> 00:13:51.464 The subsurface has to be saturated with water, so 51126870-83bf-4ff6-a279-31b8662b379e/1941-1 00:13:51.464 --> 00:13:54.929 moisture might be a good predictor of where liquefaction 51126870-83bf-4ff6-a279-31b8662b379e/1941-2 00:13:54.929 --> 00:13:55.355 occurs. 51126870-83bf-4ff6-a279-31b8662b379e/1952-0 00:13:56.875 --> 00:14:00.425 In terms of the liquefaction inventory side. 51126870-83bf-4ff6-a279-31b8662b379e/1987-0 00:14:02.105 --> 00:14:06.104 It's actually very hard to have a complete inventory of every 51126870-83bf-4ff6-a279-31b8662b379e/1987-1 00:14:06.104 --> 00:14:09.974 single place that experience liquefaction because it's just 51126870-83bf-4ff6-a279-31b8662b379e/1987-2 00:14:09.974 --> 00:14:13.908 physically hard to get to every place around, especially for 51126870-83bf-4ff6-a279-31b8662b379e/1987-3 00:14:13.908 --> 00:14:15.715 bigger earthquakes and also. 51126870-83bf-4ff6-a279-31b8662b379e/2040-0 00:14:17.375 --> 00:14:20.531 It's most people doing these kind of going out in the field 51126870-83bf-4ff6-a279-31b8662b379e/2040-1 00:14:20.531 --> 00:14:23.740 and collecting the data aren't saying every time they take a 51126870-83bf-4ff6-a279-31b8662b379e/2040-2 00:14:23.740 --> 00:14:27.002 step, they're like, OK, got a mark this as a non liquefaction 51126870-83bf-4ff6-a279-31b8662b379e/2040-3 00:14:27.002 --> 00:14:30.264 point, right? They're really only caring about where there is 51126870-83bf-4ff6-a279-31b8662b379e/2040-4 00:14:30.264 --> 00:14:33.105 liquefaction and we actually need both for the model. 51126870-83bf-4ff6-a279-31b8662b379e/2043-0 00:14:33.945 --> 00:14:34.635 Thanks. 51126870-83bf-4ff6-a279-31b8662b379e/2075-0 00:14:36.855 --> 00:14:41.071 So how do we improve it for the predictive variables? You should 51126870-83bf-4ff6-a279-31b8662b379e/2075-1 00:14:41.071 --> 00:14:44.768 have some new variables, right? And for the liquefaction 51126870-83bf-4ff6-a279-31b8662b379e/2075-2 00:14:44.768 --> 00:14:48.725 inventory, we need to either add to the inventory, but also. 51126870-83bf-4ff6-a279-31b8662b379e/2091-0 00:14:50.495 --> 00:14:54.049 Make sure that the data in the inventory is correct and that is 51126870-83bf-4ff6-a279-31b8662b379e/2091-1 00:14:54.049 --> 00:14:55.605 a point I will come back to. 51126870-83bf-4ff6-a279-31b8662b379e/2150-0 00:14:57.165 --> 00:14:59.904 So that is the reason why I ended up looking at the 51126870-83bf-4ff6-a279-31b8662b379e/2150-1 00:14:59.904 --> 00:15:03.275 Ridgecrest earthquake in the 1st place, which will be the focus 51126870-83bf-4ff6-a279-31b8662b379e/2150-2 00:15:03.275 --> 00:15:06.646 of the rest of this talk because it's a great candidate to test 51126870-83bf-4ff6-a279-31b8662b379e/2150-3 00:15:06.646 --> 00:15:09.754 out new predictive variables. There's a lot of data that's 51126870-83bf-4ff6-a279-31b8662b379e/2150-4 00:15:09.754 --> 00:15:13.019 available from that earthquake, and it's currently not in the 51126870-83bf-4ff6-a279-31b8662b379e/2150-5 00:15:13.019 --> 00:15:16.075 liquefaction inventory. So I was seeing if it was a good. 51126870-83bf-4ff6-a279-31b8662b379e/2155-0 00:15:17.215 --> 00:15:19.105 Candidate as to to. 51126870-83bf-4ff6-a279-31b8662b379e/2161-0 00:15:20.145 --> 00:15:21.595 At the then the story. 51126870-83bf-4ff6-a279-31b8662b379e/2174-0 00:15:22.815 --> 00:15:25.825 That's not what I did at all. Like even a little bit. 51126870-83bf-4ff6-a279-31b8662b379e/2185-0 00:15:26.825 --> 00:15:29.725 So this is where we just, like, go on a wild goose chase. 51126870-83bf-4ff6-a279-31b8662b379e/2187-0 00:15:30.725 --> 00:15:31.545 And. 51126870-83bf-4ff6-a279-31b8662b379e/2195-0 00:15:33.325 --> 00:15:36.445 Uh, yeah, you'll see. So. 51126870-83bf-4ff6-a279-31b8662b379e/2250-0 00:15:38.325 --> 00:15:42.706 We did it start with the rustic right, so we. So here's the the 51126870-83bf-4ff6-a279-31b8662b379e/2250-1 00:15:42.706 --> 00:15:47.020 fault. Rupture is shown in red shake map contours are shown in 51126870-83bf-4ff6-a279-31b8662b379e/2250-2 00:15:47.020 --> 00:15:51.059 yellow to green and then the liquefaction probability that 51126870-83bf-4ff6-a279-31b8662b379e/2250-3 00:15:51.059 --> 00:15:55.441 ground failure model that I was just talking about that's shown 51126870-83bf-4ff6-a279-31b8662b379e/2250-4 00:15:55.441 --> 00:15:57.085 as these two blobs here. 51126870-83bf-4ff6-a279-31b8662b379e/2266-0 00:15:58.885 --> 00:16:03.907 So I ended up looking mostly at Serials Lake here and this is an 51126870-83bf-4ff6-a279-31b8662b379e/2266-1 00:16:03.907 --> 00:16:06.225 optical image of the lake bed. 51126870-83bf-4ff6-a279-31b8662b379e/2278-0 00:16:06.945 --> 00:16:09.685 It's a dry lake bed, mostly dry lake bed flya. 51126870-83bf-4ff6-a279-31b8662b379e/2282-0 00:16:10.665 --> 00:16:12.375 And you can see. 51126870-83bf-4ff6-a279-31b8662b379e/2320-0 00:16:13.255 --> 00:16:17.437 God's not the best there, but people really have messed it, 51126870-83bf-4ff6-a279-31b8662b379e/2320-1 00:16:17.437 --> 00:16:21.759 right? There's a lot of stuff going on and what's going on is 51126870-83bf-4ff6-a279-31b8662b379e/2320-2 00:16:21.759 --> 00:16:25.941 mining. This is a basin that's filled mostly with evaporate 51126870-83bf-4ff6-a279-31b8662b379e/2320-3 00:16:25.941 --> 00:16:29.775 minerals, and it's mined for those evaporate minerals. 51126870-83bf-4ff6-a279-31b8662b379e/2335-0 00:16:31.375 --> 00:16:36.234 This is just a DM for context, mostly flat, some local 51126870-83bf-4ff6-a279-31b8662b379e/2335-1 00:16:36.234 --> 00:16:37.295 depressions. 51126870-83bf-4ff6-a279-31b8662b379e/2340-0 00:16:38.125 --> 00:16:40.475 And here is our. 51126870-83bf-4ff6-a279-31b8662b379e/2351-0 00:16:42.115 --> 00:16:46.565 Change detection map showing where surface ejecta was. 51126870-83bf-4ff6-a279-31b8662b379e/2365-0 00:16:46.645 --> 00:16:52.018 Umm. A manifested on the surface from the Ridgecrest earthquake. 51126870-83bf-4ff6-a279-31b8662b379e/2365-1 00:16:52.018 --> 00:16:53.755 There's a lot, right? 51126870-83bf-4ff6-a279-31b8662b379e/2398-0 00:16:54.925 --> 00:16:58.615 If you're curious about how this is made, it was extremely 51126870-83bf-4ff6-a279-31b8662b379e/2398-1 00:16:58.615 --> 00:17:02.430 simple. I'll show you. I'm just gonna show you a few optical 51126870-83bf-4ff6-a279-31b8662b379e/2398-2 00:17:02.430 --> 00:17:06.432 images before the earthquake. So this is 28 days before 18 days 51126870-83bf-4ff6-a279-31b8662b379e/2398-3 00:17:06.432 --> 00:17:09.435 before, 8 days before, and then two days after. 51126870-83bf-4ff6-a279-31b8662b379e/2402-0 00:17:10.605 --> 00:17:11.395 You see like. 51126870-83bf-4ff6-a279-31b8662b379e/2462-0 00:17:12.785 --> 00:17:16.649 Like it's very obvious, like you really just have to difference 51126870-83bf-4ff6-a279-31b8662b379e/2462-1 00:17:16.649 --> 00:17:20.333 the images and like choose a threshold. So that's how we got 51126870-83bf-4ff6-a279-31b8662b379e/2462-2 00:17:20.333 --> 00:17:23.956 this kind of optical change detection map. There was really 51126870-83bf-4ff6-a279-31b8662b379e/2462-3 00:17:23.956 --> 00:17:27.640 nothing else that would have caused that change in that time 51126870-83bf-4ff6-a279-31b8662b379e/2462-4 00:17:27.640 --> 00:17:31.565 period. We looked at a bunch of variables and it's it was really 51126870-83bf-4ff6-a279-31b8662b379e/2462-5 00:17:31.565 --> 00:17:33.075 caused by the earthquake. 51126870-83bf-4ff6-a279-31b8662b379e/2467-0 00:17:34.115 --> 00:17:35.705 So if we look at some data. 51126870-83bf-4ff6-a279-31b8662b379e/2529-0 00:17:37.275 --> 00:17:42.016 Uh, some details from some of the areas that saw this surface 51126870-83bf-4ff6-a279-31b8662b379e/2529-1 00:17:42.016 --> 00:17:46.987 ejecta from from the Ridgecrest earthquake. We can see this area 51126870-83bf-4ff6-a279-31b8662b379e/2529-2 00:17:46.987 --> 00:17:51.729 down here is actually one of the very few places a field team 51126870-83bf-4ff6-a279-31b8662b379e/2529-3 00:17:51.729 --> 00:17:56.318 actually went and confirmed with with action or the surface 51126870-83bf-4ff6-a279-31b8662b379e/2529-4 00:17:56.318 --> 00:18:00.983 injector. And that's because the mining company doesn't love 51126870-83bf-4ff6-a279-31b8662b379e/2529-5 00:18:00.983 --> 00:18:05.725 people coming to their mind. So there was only like one small 51126870-83bf-4ff6-a279-31b8662b379e/2529-6 00:18:05.725 --> 00:18:07.255 field team had like. 51126870-83bf-4ff6-a279-31b8662b379e/2552-0 00:18:07.335 --> 00:18:10.382 Half a day, and that's all they got. No one else has really been 51126870-83bf-4ff6-a279-31b8662b379e/2552-1 00:18:10.382 --> 00:18:13.429 there besides that. But they did confirm this. So we can see pre 51126870-83bf-4ff6-a279-31b8662b379e/2552-2 00:18:13.429 --> 00:18:13.945 earthquake. 51126870-83bf-4ff6-a279-31b8662b379e/2568-0 00:18:14.735 --> 00:18:17.964 Not a bunch of dark stuff. Post earthquake. All of this stuff 51126870-83bf-4ff6-a279-31b8662b379e/2568-1 00:18:17.964 --> 00:18:19.475 was ejected onto the surface. 51126870-83bf-4ff6-a279-31b8662b379e/2578-0 00:18:20.825 --> 00:18:23.805 If we look to the central portion of the lake bed. 51126870-83bf-4ff6-a279-31b8662b379e/2591-0 00:18:24.855 --> 00:18:28.879 There's some some weird stuff going on, right? So we see a 51126870-83bf-4ff6-a279-31b8662b379e/2591-1 00:18:28.879 --> 00:18:29.425 similar. 51126870-83bf-4ff6-a279-31b8662b379e/2617-0 00:18:30.595 --> 00:18:33.951 Kind of material or surface reflectance post earthquake was 51126870-83bf-4ff6-a279-31b8662b379e/2617-1 00:18:33.951 --> 00:18:37.475 very dark material being ejected onto the surface, but in this 51126870-83bf-4ff6-a279-31b8662b379e/2617-2 00:18:37.475 --> 00:18:39.545 case it's in this hexagonal pattern. 51126870-83bf-4ff6-a279-31b8662b379e/2620-0 00:18:40.955 --> 00:18:41.755 Which is weird. 51126870-83bf-4ff6-a279-31b8662b379e/2633-0 00:18:42.785 --> 00:18:45.748 This is not normal. For those of you who don't know about Flip 51126870-83bf-4ff6-a279-31b8662b379e/2633-1 00:18:45.748 --> 00:18:46.125 faction. 51126870-83bf-4ff6-a279-31b8662b379e/2656-0 00:18:47.345 --> 00:18:51.754 So now I was like, what's going on here? Let's try to figure 51126870-83bf-4ff6-a279-31b8662b379e/2656-1 00:18:51.754 --> 00:18:56.091 this out. So this is a pre earthquake image post earthquake 51126870-83bf-4ff6-a279-31b8662b379e/2656-2 00:18:56.091 --> 00:18:56.525 image. 51126870-83bf-4ff6-a279-31b8662b379e/2679-0 00:18:57.285 --> 00:19:01.630 I just outlined a few hexagons if they weren't like visually 51126870-83bf-4ff6-a279-31b8662b379e/2679-1 00:19:01.630 --> 00:19:05.690 obvious to you. So before the earthquake, this hexagonal 51126870-83bf-4ff6-a279-31b8662b379e/2679-2 00:19:05.690 --> 00:19:07.115 pattern was present. 51126870-83bf-4ff6-a279-31b8662b379e/2725-0 00:19:09.745 --> 00:19:13.901 So this was not something you know related at first. I was 51126870-83bf-4ff6-a279-31b8662b379e/2725-1 00:19:13.901 --> 00:19:17.846 like mud cracks, but some mud cracks. This is very much 51126870-83bf-4ff6-a279-31b8662b379e/2725-2 00:19:17.846 --> 00:19:22.425 related to the mining operation and specifically it's related to 51126870-83bf-4ff6-a279-31b8662b379e/2725-3 00:19:22.425 --> 00:19:26.581 solution mining. So solution mining is a technique used to 51126870-83bf-4ff6-a279-31b8662b379e/2725-4 00:19:26.581 --> 00:19:30.245 extract evaporate minerals from the subsurface and. 51126870-83bf-4ff6-a279-31b8662b379e/2742-0 00:19:31.495 --> 00:19:36.375 Essentially what is done is fresh water is injected into the 51126870-83bf-4ff6-a279-31b8662b379e/2742-1 00:19:36.375 --> 00:19:37.255 subsurface. 51126870-83bf-4ff6-a279-31b8662b379e/2758-0 00:19:37.535 --> 00:19:43.295 Umm in kind of hexagonal nodes, right? And that water dissolves 51126870-83bf-4ff6-a279-31b8662b379e/2758-1 00:19:43.295 --> 00:19:45.725 material in the subsurface? 51126870-83bf-4ff6-a279-31b8662b379e/2769-0 00:19:46.425 --> 00:19:50.915 And it is unpumped out of wells that are. 51126870-83bf-4ff6-a279-31b8662b379e/2778-0 00:19:52.655 --> 00:19:56.445 Located at the center of each hexagonal node. 51126870-83bf-4ff6-a279-31b8662b379e/2800-0 00:19:59.175 --> 00:20:03.906 So that's what's going on. So mining clearly influenced where 51126870-83bf-4ff6-a279-31b8662b379e/2800-1 00:20:03.906 --> 00:20:08.256 the adjective manifested. This is a very good example of 51126870-83bf-4ff6-a279-31b8662b379e/2800-2 00:20:08.256 --> 00:20:09.325 anthropogenic. 51126870-83bf-4ff6-a279-31b8662b379e/2809-0 00:20:10.615 --> 00:20:13.357 Anthropogenically controlled manifestation of of 51126870-83bf-4ff6-a279-31b8662b379e/2809-1 00:20:13.357 --> 00:20:14.085 liquefaction. 51126870-83bf-4ff6-a279-31b8662b379e/2818-0 00:20:15.605 --> 00:20:18.865 But like, why? Why are we seeing this? 51126870-83bf-4ff6-a279-31b8662b379e/2851-0 00:20:20.085 --> 00:20:23.397 So the way that we're going to approach this is we're going to 51126870-83bf-4ff6-a279-31b8662b379e/2851-1 00:20:23.397 --> 00:20:26.552 use those three tools that I talked about in the beginning, 51126870-83bf-4ff6-a279-31b8662b379e/2851-2 00:20:26.552 --> 00:20:29.812 geology, geotechnical data and remote sensing in this case in 51126870-83bf-4ff6-a279-31b8662b379e/2851-3 00:20:29.812 --> 00:20:30.075 Star. 51126870-83bf-4ff6-a279-31b8662b379e/2874-0 00:20:31.845 --> 00:20:35.862 Umm, we're gonna use geology to try to figure out what the 51126870-83bf-4ff6-a279-31b8662b379e/2874-1 00:20:35.862 --> 00:20:40.287 subsurface is composed of. We're gonna look at geotechnical data 51126870-83bf-4ff6-a279-31b8662b379e/2874-2 00:20:40.287 --> 00:20:41.105 CPT data to. 51126870-83bf-4ff6-a279-31b8662b379e/2883-0 00:20:42.075 --> 00:20:47.825 See how subsurface behaves. Colors are really really off. 51126870-83bf-4ff6-a279-31b8662b379e/2898-0 00:20:49.065 --> 00:20:54.420 And we're gonna use insar to understand exactly what is going 51126870-83bf-4ff6-a279-31b8662b379e/2898-1 00:20:54.420 --> 00:20:56.235 on in the subsurface. 51126870-83bf-4ff6-a279-31b8662b379e/2902-0 00:20:57.515 --> 00:20:58.485 So we'll start with geology. 51126870-83bf-4ff6-a279-31b8662b379e/2924-0 00:20:59.405 --> 00:21:04.522 So as I mentioned seriously is heavily mined. It's been mined 51126870-83bf-4ff6-a279-31b8662b379e/2924-1 00:21:04.522 --> 00:21:09.475 for a really long time, mostly Borax and soda ash. Curious. 51126870-83bf-4ff6-a279-31b8662b379e/2939-0 00:21:11.355 --> 00:21:16.285 There's a little fun picture of the mining back in the day and. 51126870-83bf-4ff6-a279-31b8662b379e/2966-0 00:21:17.365 --> 00:21:20.831 Because of that, the US has actually taken a lot of cores 51126870-83bf-4ff6-a279-31b8662b379e/2966-1 00:21:20.831 --> 00:21:24.655 throughout the lake bed, so we actually have a pretty good idea 51126870-83bf-4ff6-a279-31b8662b379e/2966-2 00:21:24.655 --> 00:21:27.345 spatially what's going on in the subsurface. 51126870-83bf-4ff6-a279-31b8662b379e/3030-0 00:21:28.185 --> 00:21:32.239 And if we take a cross section of that, I actually didn't make 51126870-83bf-4ff6-a279-31b8662b379e/3030-1 00:21:32.239 --> 00:21:35.972 personally make, this is my recreation of a cross section 51126870-83bf-4ff6-a279-31b8662b379e/3030-2 00:21:35.972 --> 00:21:39.898 that was published in 1979. But if we look at it, we can see 51126870-83bf-4ff6-a279-31b8662b379e/3030-3 00:21:39.898 --> 00:21:44.017 that in the central portion of the lake bed, we have very thick 51126870-83bf-4ff6-a279-31b8662b379e/3030-4 00:21:44.017 --> 00:21:47.878 evaporate deposits and they thin towards the edges. They're 51126870-83bf-4ff6-a279-31b8662b379e/3030-5 00:21:47.878 --> 00:21:49.745 mostly kind of blends shaped. 51126870-83bf-4ff6-a279-31b8662b379e/3038-0 00:21:51.025 --> 00:21:53.845 And between the evaporate deposits that are the. 51126870-83bf-4ff6-a279-31b8662b379e/3066-0 00:21:55.105 --> 00:22:00.546 Units of interest for mining are what all the publications on 51126870-83bf-4ff6-a279-31b8662b379e/3066-1 00:22:00.546 --> 00:22:06.250 this call mud and what they mean by mud is a combination of clay 51126870-83bf-4ff6-a279-31b8662b379e/3066-2 00:22:06.250 --> 00:22:08.445 and clay, silt and moral. 51126870-83bf-4ff6-a279-31b8662b379e/3083-0 00:22:09.195 --> 00:22:12.547 If you actually go in and read the the logs, the central link 51126870-83bf-4ff6-a279-31b8662b379e/3083-1 00:22:12.547 --> 00:22:13.845 that is almost all clay. 51126870-83bf-4ff6-a279-31b8662b379e/3111-0 00:22:14.885 --> 00:22:18.153 And as you go towards the edges of the lake bed, it kind of 51126870-83bf-4ff6-a279-31b8662b379e/3111-1 00:22:18.153 --> 00:22:21.422 grades into very fine clay and very fine sands, things like 51126870-83bf-4ff6-a279-31b8662b379e/3111-2 00:22:21.422 --> 00:22:22.185 that silt too. 51126870-83bf-4ff6-a279-31b8662b379e/3133-0 00:22:24.765 --> 00:22:29.315 If we go back to our whole what is liquefaction question? If you 51126870-83bf-4ff6-a279-31b8662b379e/3133-1 00:22:29.315 --> 00:22:32.045 remember at the beginning I said that. 51126870-83bf-4ff6-a279-31b8662b379e/3149-0 00:22:32.855 --> 00:22:37.155 Liquefaction mainly occurs in loosely packed sand. Sand 51126870-83bf-4ff6-a279-31b8662b379e/3149-1 00:22:37.155 --> 00:22:39.305 dominated environments here. 51126870-83bf-4ff6-a279-31b8662b379e/3155-0 00:22:41.485 --> 00:22:44.055 You can you can tell that. 51126870-83bf-4ff6-a279-31b8662b379e/3185-0 00:22:44.905 --> 00:22:48.033 Is this weird? There is no sand right in the centre, especially 51126870-83bf-4ff6-a279-31b8662b379e/3185-1 00:22:48.033 --> 00:22:51.113 in the central portion of the lake bed. So we really would not 51126870-83bf-4ff6-a279-31b8662b379e/3185-2 00:22:51.113 --> 00:22:52.825 expect any local faction to occur. 51126870-83bf-4ff6-a279-31b8662b379e/3187-0 00:22:53.905 --> 00:22:54.475 Umm. 51126870-83bf-4ff6-a279-31b8662b379e/3262-0 00:22:56.745 --> 00:23:01.101 This is just a 2 if you weren't already commenced. For whatever 51126870-83bf-4ff6-a279-31b8662b379e/3262-1 00:23:01.101 --> 00:23:05.322 reason, these are two logs, one from China like which is very 51126870-83bf-4ff6-a279-31b8662b379e/3262-2 00:23:05.322 --> 00:23:09.339 close to where the Ridgecrest look like ruptured and zeros 51126870-83bf-4ff6-a279-31b8662b379e/3262-3 00:23:09.339 --> 00:23:13.423 like here. They actually have very different geologies, but 51126870-83bf-4ff6-a279-31b8662b379e/3262-4 00:23:13.423 --> 00:23:17.780 I'm happy to talk about why that is, but essentially China Lake 51126870-83bf-4ff6-a279-31b8662b379e/3262-5 00:23:17.780 --> 00:23:21.525 does have a lot of sandy material where again, serious 51126870-83bf-4ff6-a279-31b8662b379e/3262-6 00:23:21.525 --> 00:23:23.295 lake has essentially none. 51126870-83bf-4ff6-a279-31b8662b379e/3272-0 00:23:28.075 --> 00:23:31.223 All right. So that's geology. Let's talk a little about the 51126870-83bf-4ff6-a279-31b8662b379e/3272-1 00:23:31.223 --> 00:23:31.905 geotech data. 51126870-83bf-4ff6-a279-31b8662b379e/3297-0 00:23:33.965 --> 00:23:39.545 So specifically the data I use is called CPT data, which is a 51126870-83bf-4ff6-a279-31b8662b379e/3297-1 00:23:39.545 --> 00:23:44.855 cone penetration test and it's a way to measure subsurface 51126870-83bf-4ff6-a279-31b8662b379e/3297-2 00:23:44.855 --> 00:23:46.475 properties, right? 51126870-83bf-4ff6-a279-31b8662b379e/3341-0 00:23:47.745 --> 00:23:52.161 So during the CBT collection, you basically take a rod with 51126870-83bf-4ff6-a279-31b8662b379e/3341-1 00:23:52.161 --> 00:23:56.504 sensors, shove it into the ground and measure how how much 51126870-83bf-4ff6-a279-31b8662b379e/3341-2 00:23:56.504 --> 00:24:01.068 resistance you get to pushing it into the ground and what the 51126870-83bf-4ff6-a279-31b8662b379e/3341-3 00:24:01.068 --> 00:24:05.926 friction is of the material kind of passing by along the edges of 51126870-83bf-4ff6-a279-31b8662b379e/3341-4 00:24:05.926 --> 00:24:06.515 the rod. 51126870-83bf-4ff6-a279-31b8662b379e/3379-0 00:24:08.115 --> 00:24:12.029 And the state is not as widely collected as the the geologic 51126870-83bf-4ff6-a279-31b8662b379e/3379-1 00:24:12.029 --> 00:24:16.071 core is the only data we have is right here on the edge of the 51126870-83bf-4ff6-a279-31b8662b379e/3379-2 00:24:16.071 --> 00:24:20.178 lake bed. This was all collected because high school is located 51126870-83bf-4ff6-a279-31b8662b379e/3379-3 00:24:20.178 --> 00:24:21.975 here and they wanted to see. 51126870-83bf-4ff6-a279-31b8662b379e/3387-0 00:24:23.405 --> 00:24:27.995 How the graph would act babe so. 51126870-83bf-4ff6-a279-31b8662b379e/3395-0 00:24:29.335 --> 00:24:31.705 If you remember, if you recall from this. 51126870-83bf-4ff6-a279-31b8662b379e/3424-0 00:24:33.945 --> 00:24:37.488 A cross section, the edge of the lake bed is actually the only 51126870-83bf-4ff6-a279-31b8662b379e/3424-1 00:24:37.488 --> 00:24:40.975 place where we really see sandy material. So if we go back to 51126870-83bf-4ff6-a279-31b8662b379e/3424-2 00:24:40.975 --> 00:24:44.237 where the happened, it would probably be out there on the 51126870-83bf-4ff6-a279-31b8662b379e/3424-3 00:24:44.237 --> 00:24:45.475 edge of the like that. 51126870-83bf-4ff6-a279-31b8662b379e/3439-0 00:24:46.895 --> 00:24:51.855 It's just just for context. So here's an example log CPT log. 51126870-83bf-4ff6-a279-31b8662b379e/3458-0 00:24:53.425 --> 00:24:57.169 You don't need to glean a lot of information from this. Besides, 51126870-83bf-4ff6-a279-31b8662b379e/3458-1 00:24:57.169 --> 00:24:59.935 I'm showing you that code resistance, friction. 51126870-83bf-4ff6-a279-31b8662b379e/3465-0 00:25:01.055 --> 00:25:03.425 How those two relate to each other? 51126870-83bf-4ff6-a279-31b8662b379e/3477-0 00:25:05.175 --> 00:25:09.365 Is can be kind of plotted on on a like an XY axis. 51126870-83bf-4ff6-a279-31b8662b379e/3486-0 00:25:09.895 --> 00:25:14.655 Uh, and over many, many, many years of. 51126870-83bf-4ff6-a279-31b8662b379e/3512-0 00:25:15.525 --> 00:25:20.678 Many people doing tests, either lab or in the field, these kind 51126870-83bf-4ff6-a279-31b8662b379e/3512-1 00:25:20.678 --> 00:25:25.268 of divisions between divisions plotted on this plot have 51126870-83bf-4ff6-a279-31b8662b379e/3512-2 00:25:25.268 --> 00:25:26.235 resulted in. 51126870-83bf-4ff6-a279-31b8662b379e/3532-0 00:25:26.855 --> 00:25:30.304 Umm these categories and the only and they're listed over 51126870-83bf-4ff6-a279-31b8662b379e/3532-1 00:25:30.304 --> 00:25:34.052 here. I'm not gonna. They're not super important. Really. Just 51126870-83bf-4ff6-a279-31b8662b379e/3532-2 00:25:34.052 --> 00:25:34.885 the fact that. 51126870-83bf-4ff6-a279-31b8662b379e/3574-0 00:25:35.805 --> 00:25:40.116 Liquefaction is really known to occur in this sans like 51126870-83bf-4ff6-a279-31b8662b379e/3574-1 00:25:40.116 --> 00:25:45.121 contractive category, which I've highlighted in green, and if we 51126870-83bf-4ff6-a279-31b8662b379e/3574-2 00:25:45.121 --> 00:25:49.818 just take all of these points from all the CPT logs and plot 51126870-83bf-4ff6-a279-31b8662b379e/3574-3 00:25:49.818 --> 00:25:52.205 them in terms of total percent. 51126870-83bf-4ff6-a279-31b8662b379e/3598-0 00:25:52.765 --> 00:25:56.198 Uh, there's actually very little traditionally liquifiable 51126870-83bf-4ff6-a279-31b8662b379e/3598-1 00:25:56.198 --> 00:25:59.981 material, even on the very edge of the lake bed, where you would 51126870-83bf-4ff6-a279-31b8662b379e/3598-2 00:25:59.981 --> 00:26:01.785 expect there to be more, right? 51126870-83bf-4ff6-a279-31b8662b379e/3669-0 00:26:03.445 --> 00:26:07.134 OK. So from geology, we know what things are made of. Mostly 51126870-83bf-4ff6-a279-31b8662b379e/3669-1 00:26:07.134 --> 00:26:10.400 evaporates clays and silts, which are not traditional 51126870-83bf-4ff6-a279-31b8662b379e/3669-2 00:26:10.400 --> 00:26:14.029 liquifiable. The CPT data is like, Yep, this material isn't 51126870-83bf-4ff6-a279-31b8662b379e/3669-3 00:26:14.029 --> 00:26:17.718 traditionally like a viable it doesn't behave like sediments 51126870-83bf-4ff6-a279-31b8662b379e/3669-4 00:26:17.718 --> 00:26:21.649 that would look would behave. So I think from that. Hopefully if 51126870-83bf-4ff6-a279-31b8662b379e/3669-5 00:26:21.649 --> 00:26:25.339 minced you that liquefaction all of that surface ejecta that 51126870-83bf-4ff6-a279-31b8662b379e/3669-6 00:26:25.339 --> 00:26:28.484 we're seeing that super extensive surface objective 51126870-83bf-4ff6-a279-31b8662b379e/3669-7 00:26:28.484 --> 00:26:31.810 throughout the lake bed is probably not related to the 51126870-83bf-4ff6-a279-31b8662b379e/3669-8 00:26:31.810 --> 00:26:32.355 question. 51126870-83bf-4ff6-a279-31b8662b379e/3710-0 00:26:33.975 --> 00:26:38.519 Umm, alright, so let's talk about insar. Just my favorite 51126870-83bf-4ff6-a279-31b8662b379e/3710-1 00:26:38.519 --> 00:26:43.533 thing. So with the insert data, we're really only gonna look at 51126870-83bf-4ff6-a279-31b8662b379e/3710-2 00:26:43.533 --> 00:26:48.312 how the ground deforms or moves before the earthquake, right 51126870-83bf-4ff6-a279-31b8662b379e/3710-3 00:26:48.312 --> 00:26:53.091 leading up to the earthquake, we're not really going to look 51126870-83bf-4ff6-a279-31b8662b379e/3710-4 00:26:53.091 --> 00:26:54.815 at at after or during. 51126870-83bf-4ff6-a279-31b8662b379e/3751-0 00:26:55.495 --> 00:26:59.202 If you're unfamiliar with Insight data, everyone's 51126870-83bf-4ff6-a279-31b8662b379e/3751-1 00:26:59.202 --> 00:27:03.129 favorite slide, hopefully someone out there has never 51126870-83bf-4ff6-a279-31b8662b379e/3751-2 00:27:03.129 --> 00:27:07.273 heard of it in Star stands for interferometric synthetic 51126870-83bf-4ff6-a279-31b8662b379e/3751-3 00:27:07.273 --> 00:27:11.344 aperture radar, and it's a very cool way to measure the 51126870-83bf-4ff6-a279-31b8662b379e/3751-4 00:27:11.344 --> 00:27:15.925 displacement of the ground by essentially kind of interfering. 51126870-83bf-4ff6-a279-31b8662b379e/3782-0 00:27:17.075 --> 00:27:21.186 The the phase of two radar images taken at 2 separate times 51126870-83bf-4ff6-a279-31b8662b379e/3782-1 00:27:21.186 --> 00:27:25.298 and that phase difference can relate to how much the ground 51126870-83bf-4ff6-a279-31b8662b379e/3782-2 00:27:25.298 --> 00:27:28.725 has moved between the two. Great our acts issues. 51126870-83bf-4ff6-a279-31b8662b379e/3802-0 00:27:30.535 --> 00:27:34.857 All right, here's our context figure. Hopefully you're 51126870-83bf-4ff6-a279-31b8662b379e/3802-1 00:27:34.857 --> 00:27:39.886 familiar here is forgot to put a skill on this. I'm sorry. This 51126870-83bf-4ff6-a279-31b8662b379e/3802-2 00:27:39.886 --> 00:27:42.165 is the vertical component of. 51126870-83bf-4ff6-a279-31b8662b379e/3836-0 00:27:43.165 --> 00:27:47.899 The secular rate, so this is just an average rate through 51126870-83bf-4ff6-a279-31b8662b379e/3836-1 00:27:47.899 --> 00:27:52.878 time from 2015 to 2019 mid 2019 before the earthquake. If we 51126870-83bf-4ff6-a279-31b8662b379e/3836-2 00:27:52.878 --> 00:27:55.735 zoom in to where our hexagons are. 51126870-83bf-4ff6-a279-31b8662b379e/3865-0 00:27:57.045 --> 00:28:01.904 You can see like I was super surprised at how clear this is, 51126870-83bf-4ff6-a279-31b8662b379e/3865-1 00:28:01.904 --> 00:28:06.524 right. It's very obvious that very there's very localized 51126870-83bf-4ff6-a279-31b8662b379e/3865-2 00:28:06.524 --> 00:28:11.145 subsidence around the edges of of each of these hexagons. 51126870-83bf-4ff6-a279-31b8662b379e/3873-0 00:28:12.415 --> 00:28:15.685 So if we go back to our solution, mining. 51126870-83bf-4ff6-a279-31b8662b379e/3898-0 00:28:16.575 --> 00:28:21.548 Things we can kind of relate where we're getting injection, 51126870-83bf-4ff6-a279-31b8662b379e/3898-1 00:28:21.548 --> 00:28:26.605 which is the blue dots around the edges of the the hexagons. 51126870-83bf-4ff6-a279-31b8662b379e/3906-0 00:28:27.345 --> 00:28:31.395 And where fluid is being extracted, right? 51126870-83bf-4ff6-a279-31b8662b379e/3909-0 00:28:32.565 --> 00:28:33.335 So. 51126870-83bf-4ff6-a279-31b8662b379e/3912-0 00:28:34.615 --> 00:28:35.675 Typically. 51126870-83bf-4ff6-a279-31b8662b379e/3964-0 00:28:38.195 --> 00:28:41.772 At least in the insular world, and I think the rest of the 51126870-83bf-4ff6-a279-31b8662b379e/3964-1 00:28:41.772 --> 00:28:45.471 world, when you inject fluid into the subsurface, you do not 51126870-83bf-4ff6-a279-31b8662b379e/3964-2 00:28:45.471 --> 00:28:49.412 expect that surface to go down. You expect it to either go up or 51126870-83bf-4ff6-a279-31b8662b379e/3964-3 00:28:49.412 --> 00:28:53.171 stay the same or whatever. When you extract fluid, you expect 51126870-83bf-4ff6-a279-31b8662b379e/3964-4 00:28:53.171 --> 00:28:56.324 the subsurface to get out, right? We are seeing the 51126870-83bf-4ff6-a279-31b8662b379e/3964-5 00:28:56.324 --> 00:28:57.355 opposite of that. 51126870-83bf-4ff6-a279-31b8662b379e/3975-0 00:28:58.775 --> 00:29:02.618 The ground is actually subsiding faster around fluid injection 51126870-83bf-4ff6-a279-31b8662b379e/3975-1 00:29:02.618 --> 00:29:02.985 sites. 51126870-83bf-4ff6-a279-31b8662b379e/3977-0 00:29:04.565 --> 00:29:05.025 And. 51126870-83bf-4ff6-a279-31b8662b379e/3985-0 00:29:05.795 --> 00:29:09.315 So what? What? What? Definitely injecting that. 51126870-83bf-4ff6-a279-31b8662b379e/4114-0 00:29:54.955 --> 00:29:59.142 OK, so this is just because I think it's cool. It's not super 51126870-83bf-4ff6-a279-31b8662b379e/4114-1 00:29:59.142 --> 00:30:02.115 important to the story, but for people who. 51126870-83bf-4ff6-a279-31b8662b379e/4138-0 00:30:03.065 --> 00:30:07.780 Appreciate and sorry I I think you'll appreciate this. So these 51126870-83bf-4ff6-a279-31b8662b379e/4138-1 00:30:07.780 --> 00:30:11.907 again, these are the hexagons I've now just colored the 51126870-83bf-4ff6-a279-31b8662b379e/4138-2 00:30:11.907 --> 00:30:14.265 surface ejecta material. Red is. 51126870-83bf-4ff6-a279-31b8662b379e/4218-0 00:30:47.875 --> 00:30:48.885 The time series. 51126870-83bf-4ff6-a279-31b8662b379e/4453-0 00:32:14.045 --> 00:32:18.845 So step one is solution. Mining initiates. I'll talk about this 51126870-83bf-4ff6-a279-31b8662b379e/4453-1 00:32:18.845 --> 00:32:23.570 later, but I don't think it's just solution mining that causes 51126870-83bf-4ff6-a279-31b8662b379e/4453-2 00:32:23.570 --> 00:32:27.470 this. So this is where freshwater is being injected 51126870-83bf-4ff6-a279-31b8662b379e/4453-3 00:32:27.470 --> 00:32:31.745 into the subsurface, and briny water is being extracted. 51126870-83bf-4ff6-a279-31b8662b379e/4564-0 00:33:15.935 --> 00:33:18.967 From the earthquake causes that collapse and causes the 51126870-83bf-4ff6-a279-31b8662b379e/4564-1 00:33:18.967 --> 00:33:21.025 injection of fluids onto the surface. 51126870-83bf-4ff6-a279-31b8662b379e/4641-0 00:33:57.385 --> 00:33:57.835 All right. 51126870-83bf-4ff6-a279-31b8662b379e/4764-0 00:34:34.645 --> 00:34:38.105 Like this was one earthquake. This one area. It's very like 51126870-83bf-4ff6-a279-31b8662b379e/4764-1 00:34:38.105 --> 00:34:41.622 niche environment. Like, who cares? And this I will actually 51126870-83bf-4ff6-a279-31b8662b379e/4764-2 00:34:41.622 --> 00:34:44.564 go back to kind of the earthquake triggered ground 51126870-83bf-4ff6-a279-31b8662b379e/4764-3 00:34:44.564 --> 00:34:48.254 model now because it turns out I do think this has implications 51126870-83bf-4ff6-a279-31b8662b379e/4764-4 00:34:48.254 --> 00:34:51.715 beyond just this earthquake and implications for the model. 51126870-83bf-4ff6-a279-31b8662b379e/4818-0 00:35:10.205 --> 00:35:14.113 And I'm going to do this by first discussing the extent of 51126870-83bf-4ff6-a279-31b8662b379e/4818-1 00:35:14.113 --> 00:35:17.425 service ejecta in serials like versus China like. 51126870-83bf-4ff6-a279-31b8662b379e/4850-0 00:35:29.415 --> 00:35:31.745 So if we go back to our. 51126870-83bf-4ff6-a279-31b8662b379e/4909-0 00:35:53.935 --> 00:35:57.965 Acted or or, uh yeah. Loosely packed. 51126870-83bf-4ff6-a279-31b8662b379e/4945-0 00:36:09.385 --> 00:36:14.506 But if we look at that, that kind of optical change detection 51126870-83bf-4ff6-a279-31b8662b379e/4945-1 00:36:14.506 --> 00:36:15.415 stuff here. 51126870-83bf-4ff6-a279-31b8662b379e/5080-0 00:37:11.195 --> 00:37:14.224 Walk through what we see with the Ridgecrest earthquake and 51126870-83bf-4ff6-a279-31b8662b379e/5080-1 00:37:14.224 --> 00:37:17.305 then compare it to what we see from the contract earthquake. 51126870-83bf-4ff6-a279-31b8662b379e/5086-0 00:37:18.385 --> 00:37:21.695 So pre event here are hexagons. 51126870-83bf-4ff6-a279-31b8662b379e/5092-0 00:37:22.565 --> 00:37:24.055 A bunch of white stuff. 51126870-83bf-4ff6-a279-31b8662b379e/5116-0 00:37:30.995 --> 00:37:32.015 I've turned very dark. 51126870-83bf-4ff6-a279-31b8662b379e/5147-0 00:37:38.975 --> 00:37:44.033 So the reason for that I this is kind of my my hypothesis 51126870-83bf-4ff6-a279-31b8662b379e/5147-1 00:37:44.033 --> 00:37:49.005 hypothesis, but I think what's happening is essentially. 51126870-83bf-4ff6-a279-31b8662b379e/5171-0 00:37:59.955 --> 00:38:01.255 And UM. 51126870-83bf-4ff6-a279-31b8662b379e/5291-0 00:38:53.595 --> 00:38:54.305 Prevent. 51126870-83bf-4ff6-a279-31b8662b379e/5391-0 00:39:40.775 --> 00:39:42.525 Cavity collapse. 51126870-83bf-4ff6-a279-31b8662b379e/5460-0 00:39:59.985 --> 00:40:03.382 It was actually, yes, the greatest number of liquefaction 51126870-83bf-4ff6-a279-31b8662b379e/5460-1 00:40:03.382 --> 00:40:06.721 observations that are currently in the USGS liquefaction 51126870-83bf-4ff6-a279-31b8662b379e/5460-2 00:40:06.721 --> 00:40:10.470 inventory that is input into our model actually comes from this 51126870-83bf-4ff6-a279-31b8662b379e/5460-3 00:40:10.470 --> 00:40:11.115 earthquake. 51126870-83bf-4ff6-a279-31b8662b379e/5639-0 00:41:25.345 --> 00:41:28.775 Cereals like then we do or. Sorry. So we see a lot more 51126870-83bf-4ff6-a279-31b8662b379e/5639-1 00:41:28.775 --> 00:41:32.635 surface ejecta and serials like than anywhere else in the area 51126870-83bf-4ff6-a279-31b8662b379e/5639-2 00:41:32.635 --> 00:41:34.535 from the Ridgecrest earthquake. 51126870-83bf-4ff6-a279-31b8662b379e/5729-0 00:42:10.315 --> 00:42:14.144 That could be why and I have not personally tested it, but we've 51126870-83bf-4ff6-a279-31b8662b379e/5729-1 00:42:14.144 --> 00:42:15.205 been working with. 51126870-83bf-4ff6-a279-31b8662b379e/5762-0 00:42:16.405 --> 00:42:20.726 People some way. Wei song, who's currently at UT Austin. He 51126870-83bf-4ff6-a279-31b8662b379e/5762-1 00:42:20.726 --> 00:42:25.408 tested this. He removed the data from the Gujarat earthquake and 51126870-83bf-4ff6-a279-31b8662b379e/5762-2 00:42:25.408 --> 00:42:29.874 that actually did really the model. So yeah, maybe why things 51126870-83bf-4ff6-a279-31b8662b379e/5762-3 00:42:29.874 --> 00:42:30.595 messed up. 51126870-83bf-4ff6-a279-31b8662b379e/5824-0 00:42:59.285 --> 00:42:59.725 Uh. 51126870-83bf-4ff6-a279-31b8662b379e/5934-0 00:43:43.365 --> 00:43:48.157 How people can exacerbate and also kind of regulate where 51126870-83bf-4ff6-a279-31b8662b379e/5934-1 00:43:48.157 --> 00:43:51.875 ground failure manifests during earthquakes. 51126870-83bf-4ff6-a279-31b8662b379e/5951-0 00:43:53.135 --> 00:43:56.689 And maybe should just, I don't know. I mean, it's it. I don't 51126870-83bf-4ff6-a279-31b8662b379e/5951-1 00:43:56.689 --> 00:43:59.785 think a lot of people have thought about the idea of. 51126870-83bf-4ff6-a279-31b8662b379e/5973-0 00:44:00.935 --> 00:44:04.801 Can be actually direct where ground failure occurs from 51126870-83bf-4ff6-a279-31b8662b379e/5973-1 00:44:04.801 --> 00:44:08.391 earthquakes, and this is potentially an interesting 51126870-83bf-4ff6-a279-31b8662b379e/5973-2 00:44:08.391 --> 00:44:10.255 example showing like maybe. 51126870-83bf-4ff6-a279-31b8662b379e/6003-0 00:44:10.935 --> 00:44:14.281 Especially if you create situation that all happen 51126870-83bf-4ff6-a279-31b8662b379e/6003-1 00:44:14.281 --> 00:44:18.151 underneath that, but it it. Yeah. So yeah, who knows? Lots 51126870-83bf-4ff6-a279-31b8662b379e/6003-2 00:44:18.151 --> 00:44:20.645 to think about. So that's all I have. 51126870-83bf-4ff6-a279-31b8662b379e/6105-0 00:45:13.645 --> 00:45:19.473 I could like, I mean probably guess very like ARM wave guess, 51126870-83bf-4ff6-a279-31b8662b379e/6105-1 00:45:19.473 --> 00:45:22.105 but yeah, there's unless we. 51126870-83bf-4ff6-a279-31b8662b379e/6110-0 00:45:24.225 --> 00:45:25.075 Figure out. 51126870-83bf-4ff6-a279-31b8662b379e/6160-0 00:45:39.915 --> 00:45:43.275 Yeah, unless I can find other examples and I'm not sure we can 51126870-83bf-4ff6-a279-31b8662b379e/6160-1 00:45:43.275 --> 00:45:46.475 actually like build a separate model, but it would be cool. 51126870-83bf-4ff6-a279-31b8662b379e/6276-0 00:46:26.095 --> 00:46:29.477 I might need to stop you never remember if I can actually see 51126870-83bf-4ff6-a279-31b8662b379e/6276-1 00:46:29.477 --> 00:46:31.715 the chat. Then we can switch to another. 51126870-83bf-4ff6-a279-31b8662b379e/6373-0 00:47:24.895 --> 00:47:27.085 Right, right. Can you? 51126870-83bf-4ff6-a279-31b8662b379e/6374-0 00:47:26.815 --> 00:47:27.135 Yeah. 51126870-83bf-4ff6-a279-31b8662b379e/6434-0 00:47:32.575 --> 00:47:36.374 Yeah. Yeah. So really nice talking and it and and actually 51126870-83bf-4ff6-a279-31b8662b379e/6434-1 00:47:36.374 --> 00:47:40.302 also want to say I spent my first ten years in Singapore. So 51126870-83bf-4ff6-a279-31b8662b379e/6434-2 00:47:40.302 --> 00:47:44.359 hey, nice to hear that you spent some time there to so I what? 51126870-83bf-4ff6-a279-31b8662b379e/6434-3 00:47:44.359 --> 00:47:48.544 What I was wondering is that you know what, what can we get from 51126870-83bf-4ff6-a279-31b8662b379e/6434-4 00:47:48.544 --> 00:47:49.575 seismic signals? 51126870-83bf-4ff6-a279-31b8662b379e/6524-0 00:48:19.505 --> 00:48:22.541 Yeah, great question. For a geotechnical engineer, we're, 51126870-83bf-4ff6-a279-31b8662b379e/6524-1 00:48:22.541 --> 00:48:24.635 I'm, I am a fortunately not, but I can. 51126870-83bf-4ff6-a279-31b8662b379e/6565-0 00:48:34.145 --> 00:48:37.987 So I don't know if this is this is just the first thing that 51126870-83bf-4ff6-a279-31b8662b379e/6565-1 00:48:37.987 --> 00:48:42.081 popped into my head is that and I think this is something Andrew 51126870-83bf-4ff6-a279-31b8662b379e/6565-2 00:48:42.081 --> 00:48:45.735 McGee had mentioned to me at some point essentially that. 51126870-83bf-4ff6-a279-31b8662b379e/6614-0 00:49:02.525 --> 00:49:05.700 Which is so the ground motion response at that site where 51126870-83bf-4ff6-a279-31b8662b379e/6614-1 00:49:05.700 --> 00:49:08.875 there is liquefaction in the subsurface, although it may. 51126870-83bf-4ff6-a279-31b8662b379e/6632-0 00:49:09.565 --> 00:49:14.461 Mess with things on if it you know objects at the surface of 51126870-83bf-4ff6-a279-31b8662b379e/6632-1 00:49:14.461 --> 00:49:18.475 the actual shaking may actually be like dampened. 51126870-83bf-4ff6-a279-31b8662b379e/6648-0 00:49:27.495 --> 00:49:29.165 Uh, but I know that that. 51126870-83bf-4ff6-a279-31b8662b379e/6668-0 00:49:33.695 --> 00:49:37.532 Something. Yeah. So I I'm not sure I have a good answer to 51126870-83bf-4ff6-a279-31b8662b379e/6668-1 00:49:37.532 --> 00:49:40.265 your question, but I will think about it. 51126870-83bf-4ff6-a279-31b8662b379e/6690-0 00:49:40.955 --> 00:49:44.559 That that, that is a great attempt. That's a tall order you 51126870-83bf-4ff6-a279-31b8662b379e/6690-1 00:49:44.559 --> 00:49:48.104 just described. And but again, nice talk. Really enjoy it, 51126870-83bf-4ff6-a279-31b8662b379e/6690-2 00:49:48.104 --> 00:49:48.465 Paula. 51126870-83bf-4ff6-a279-31b8662b379e/6692-0 00:49:49.165 --> 00:49:49.835 Yeah. 51126870-83bf-4ff6-a279-31b8662b379e/6709-0 00:49:50.645 --> 00:49:53.207 By the way, can continue. You wanna unmute yourself and ask 51126870-83bf-4ff6-a279-31b8662b379e/6709-1 00:49:53.207 --> 00:49:53.805 your question. 51126870-83bf-4ff6-a279-31b8662b379e/6723-0 00:49:55.705 --> 00:49:59.993 Yeah. Hey, I wanted to say good job on this talk. It was really 51126870-83bf-4ff6-a279-31b8662b379e/6723-1 00:49:59.993 --> 00:50:00.395 great. 51126870-83bf-4ff6-a279-31b8662b379e/6874-0 00:50:39.035 --> 00:50:42.256 Oh, I was just gonna say something. I didn't actually 51126870-83bf-4ff6-a279-31b8662b379e/6874-1 00:50:42.256 --> 00:50:45.776 mention in the talk. Is that for the CPT data, we actually 51126870-83bf-4ff6-a279-31b8662b379e/6874-2 00:50:45.776 --> 00:50:49.296 removed the top feel like the album or like the like short 51126870-83bf-4ff6-a279-31b8662b379e/6874-3 00:50:49.296 --> 00:50:52.995 deposits, so that we were really only looking at the material 51126870-83bf-4ff6-a279-31b8662b379e/6874-4 00:50:52.995 --> 00:50:56.754 that or the the level that would be kind of similar throughout 51126870-83bf-4ff6-a279-31b8662b379e/6874-5 00:50:56.754 --> 00:51:00.572 the lake bed. So we didn't even like I I agree with you that if 51126870-83bf-4ff6-a279-31b8662b379e/6874-6 00:51:00.572 --> 00:51:04.331 you looked at how lucky like the soil behavior of the material 51126870-83bf-4ff6-a279-31b8662b379e/6874-7 00:51:04.331 --> 00:51:07.195 that was on top, it would have been it is like. 51126870-83bf-4ff6-a279-31b8662b379e/6959-0 00:51:34.755 --> 00:51:37.235 I have questions about do you know? 51126870-83bf-4ff6-a279-31b8662b379e/7043-0 00:51:58.935 --> 00:52:02.182 That there was uh pumping occurring at that time because 51126870-83bf-4ff6-a279-31b8662b379e/7043-1 00:52:02.182 --> 00:52:05.145 that would further increase liquefaction if they're 51126870-83bf-4ff6-a279-31b8662b379e/7043-2 00:52:05.145 --> 00:52:08.165 increasing poor pressures already in the subsurface. 51126870-83bf-4ff6-a279-31b8662b379e/7101-0 00:52:09.125 --> 00:52:13.402 Yeah, that's a great question. OK. So the first question is you 51126870-83bf-4ff6-a279-31b8662b379e/7101-1 00:52:13.402 --> 00:52:17.212 probably then you probably notice that I kept saying the 51126870-83bf-4ff6-a279-31b8662b379e/7101-2 00:52:17.212 --> 00:52:21.423 Ridgecrest earthquake and not the Ridgecrest earthquake series 51126870-83bf-4ff6-a279-31b8662b379e/7101-3 00:52:21.423 --> 00:52:25.634 because there were two at the time 6.47 point one. There is so 51126870-83bf-4ff6-a279-31b8662b379e/7101-4 00:52:25.634 --> 00:52:29.645 planet collected data not quite over the hexagons but over. 51126870-83bf-4ff6-a279-31b8662b379e/7125-0 00:52:30.365 --> 00:52:35.044 Most of the western edge of the lake bed on the 5th. So between 51126870-83bf-4ff6-a279-31b8662b379e/7125-1 00:52:35.044 --> 00:52:39.650 the two earthquakes this fallen one was first, followed by the 51126870-83bf-4ff6-a279-31b8662b379e/7125-2 00:52:39.650 --> 00:52:40.455 larger one. 51126870-83bf-4ff6-a279-31b8662b379e/7201-0 00:53:08.905 --> 00:53:09.355 Sorry. 51126870-83bf-4ff6-a279-31b8662b379e/7215-0 00:53:12.105 --> 00:53:18.975 I did. Ohh yeah. So your second question? No, I don't know, but. 51126870-83bf-4ff6-a279-31b8662b379e/7266-0 00:53:37.525 --> 00:53:40.237 The site where all those photos were taken along that kind of 51126870-83bf-4ff6-a279-31b8662b379e/7266-1 00:53:40.237 --> 00:53:40.675 ephemeral. 51126870-83bf-4ff6-a279-31b8662b379e/7279-0 00:53:41.855 --> 00:53:45.060 A drainage that goes right into to the southern portion of the 51126870-83bf-4ff6-a279-31b8662b379e/7279-1 00:53:45.060 --> 00:53:45.315 lake. 51126870-83bf-4ff6-a279-31b8662b379e/7350-0 00:53:46.475 --> 00:53:50.471 And see what what's still there. So I'm happy to share pictures 51126870-83bf-4ff6-a279-31b8662b379e/7350-1 00:53:50.471 --> 00:53:54.219 if you're curious and if you suggestions of where we should 51126870-83bf-4ff6-a279-31b8662b379e/7350-2 00:53:54.219 --> 00:53:58.153 go, happy that I would be very happy to hear, but that doesn't 51126870-83bf-4ff6-a279-31b8662b379e/7350-3 00:53:58.153 --> 00:54:02.150 actually answer the question and it is no, I have no idea. They 51126870-83bf-4ff6-a279-31b8662b379e/7350-4 00:54:02.150 --> 00:54:05.647 were not, but I do have confidence that like my face to 51126870-83bf-4ff6-a279-31b8662b379e/7350-5 00:54:05.647 --> 00:54:09.144 face interactions with folks, the mind will really help 51126870-83bf-4ff6-a279-31b8662b379e/7350-6 00:54:09.144 --> 00:54:12.829 clarify some of these things, including the depth at which 51126870-83bf-4ff6-a279-31b8662b379e/7350-7 00:54:12.829 --> 00:54:15.265 they are extracting like what they're. 51126870-83bf-4ff6-a279-31b8662b379e/7352-0 00:54:16.195 --> 00:54:16.725 Man. 51126870-83bf-4ff6-a279-31b8662b379e/7361-0 00:54:22.005 --> 00:54:22.355 Nice. 51126870-83bf-4ff6-a279-31b8662b379e/7399-0 00:54:25.315 --> 00:54:28.797 This cavity collapse model should probably be if it goes 51126870-83bf-4ff6-a279-31b8662b379e/7399-1 00:54:28.797 --> 00:54:32.401 all the way to the surface and the forms of surface, there 51126870-83bf-4ff6-a279-31b8662b379e/7399-2 00:54:32.401 --> 00:54:35.945 should be circular cracks at the surface that IT company. 51126870-83bf-4ff6-a279-31b8662b379e/7504-0 00:55:09.965 --> 00:55:10.285 Yeah. 51126870-83bf-4ff6-a279-31b8662b379e/7511-0 00:55:14.475 --> 00:55:16.325 The so so. 51126870-83bf-4ff6-a279-31b8662b379e/7693-0 00:56:28.505 --> 00:56:30.975 It's if it's settled more during the event or not. 51126870-83bf-4ff6-a279-31b8662b379e/7745-0 00:56:51.245 --> 00:56:52.635 The southern part, so yeah. 51126870-83bf-4ff6-a279-31b8662b379e/7828-0 00:57:02.885 --> 00:57:07.181 The most highly upvoted chat questions from personal Creamer 51126870-83bf-4ff6-a279-31b8662b379e/7828-1 00:57:07.181 --> 00:57:11.477 if evaporate, liquid fiction is triggered at lower levels of 51126870-83bf-4ff6-a279-31b8662b379e/7828-2 00:57:11.477 --> 00:57:15.773 shaking. Is this something we need to be concerned about for 51126870-83bf-4ff6-a279-31b8662b379e/7828-3 00:57:15.773 --> 00:57:20.140 communities like Salt Lake City? I mean, I would say yes, but 51126870-83bf-4ff6-a279-31b8662b379e/7828-4 00:57:20.140 --> 00:57:20.845 also like. 51126870-83bf-4ff6-a279-31b8662b379e/7861-0 00:57:21.885 --> 00:57:27.279 Not like it's not like a super heart yet. Like probably, maybe, 51126870-83bf-4ff6-a279-31b8662b379e/7861-1 00:57:27.279 --> 00:57:32.590 probably something that's on my To Do List is to look at areas 51126870-83bf-4ff6-a279-31b8662b379e/7861-2 00:57:32.590 --> 00:57:36.215 that have a lot of evaporate deposits and. 51126870-83bf-4ff6-a279-31b8662b379e/7890-0 00:57:42.105 --> 00:57:46.830 I dream, I think during the was it 2020 there was a earthquake 51126870-83bf-4ff6-a279-31b8662b379e/7890-1 00:57:46.830 --> 00:57:49.005 in Salt Lake City, I believe. 51126870-83bf-4ff6-a279-31b8662b379e/8015-0 00:58:35.805 --> 00:58:39.798 So we have a highly upvoted comment by Alex Branch. Things 51126870-83bf-4ff6-a279-31b8662b379e/8015-1 00:58:39.798 --> 00:58:43.655 like another argument for finally putting geology and do 51126870-83bf-4ff6-a279-31b8662b379e/8015-2 00:58:43.655 --> 00:58:47.581 it also model real and false. The faction can be split by 51126870-83bf-4ff6-a279-31b8662b379e/8015-3 00:58:47.581 --> 00:58:51.777 messing up right versus sending deposits, which can make some 51126870-83bf-4ff6-a279-31b8662b379e/8015-4 00:58:51.777 --> 00:58:52.725 good progress. 51126870-83bf-4ff6-a279-31b8662b379e/8059-0 00:58:54.045 --> 00:58:57.626 And I think we probably only have time for answer one more 51126870-83bf-4ff6-a279-31b8662b379e/8059-1 00:58:57.626 --> 00:59:01.268 question. So I'll go to the one by Lisa Challenger, which I 51126870-83bf-4ff6-a279-31b8662b379e/8059-2 00:59:01.268 --> 00:59:04.971 screw your votes. How could current extreme weather patterns 51126870-83bf-4ff6-a279-31b8662b379e/8059-3 00:59:04.971 --> 00:59:07.885 impact models of potential for liquid fraction? 51126870-83bf-4ff6-a279-31b8662b379e/8266-0 01:00:28.325 --> 01:00:31.935 Hopefully we'll succeed in by the time my Mendenhall is over. 51126870-83bf-4ff6-a279-31b8662b379e/8274-0 01:00:35.475 --> 01:00:36.355 That's really cool.