{"id":40208,"date":"2024-01-05T14:43:14","date_gmt":"2024-01-05T19:43:14","guid":{"rendered":"https:\/\/www.bu.edu\/cise\/?p=40208"},"modified":"2024-01-05T14:55:49","modified_gmt":"2024-01-05T19:55:49","slug":"cise-hosts-pivotal-ai-for-understanding-earthquakes-workshop","status":"publish","type":"post","link":"https:\/\/www.bu.edu\/cise\/cise-hosts-pivotal-ai-for-understanding-earthquakes-workshop\/","title":{"rendered":"CISE Hosts Pivotal &#8216;AI for Understanding Earthquakes&#8217; Workshop"},"content":{"rendered":"<figure id=\"attachment_40215\" aria-describedby=\"caption-attachment-40215\" style=\"width: 357px\" class=\"wp-caption alignleft\"><img loading=\"lazy\" src=\"\/cise\/files\/2024\/01\/ai-1-636x477.png\" alt=\"\" width=\"347\" height=\"260\" class=\"wp-image-40215\" srcset=\"https:\/\/www.bu.edu\/cise\/files\/2024\/01\/ai-1-636x477.png 636w, https:\/\/www.bu.edu\/cise\/files\/2024\/01\/ai-1-1024x768.png 1024w, https:\/\/www.bu.edu\/cise\/files\/2024\/01\/ai-1-768x576.png 768w, https:\/\/www.bu.edu\/cise\/files\/2024\/01\/ai-1-1536x1151.png 1536w, https:\/\/www.bu.edu\/cise\/files\/2024\/01\/ai-1-400x300.png 400w, https:\/\/www.bu.edu\/cise\/files\/2024\/01\/ai-1.png 1829w\" sizes=\"(max-width: 347px) 100vw, 347px\" \/><figcaption id=\"caption-attachment-40215\" class=\"wp-caption-text\">Rachel Abercrombie (BU)<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">On Friday, November 10, 2023, CISE organized a first of its kind workshop, drawing in a diverse gathering of experts hailing from all over the US and Italy <\/span><span style=\"font-weight: 400;\">to explore the intersection of artificial intelligence and earthquake sciences.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The workshop was presented alongside an <\/span><a href=\"https:\/\/www.kaggle.com\/competitions\/earthquake-prediction\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-weight: 400;\">AI Challenge<\/span><\/a><span style=\"font-weight: 400;\">, where participants were challenged to predict <\/span><i><span style=\"font-weight: 400;\">earthquake timing and surface displacement<\/span><\/i><span style=\"font-weight: 400;\"> using data <\/span><span style=\"font-weight: 400;\">provided by Penn State University in collaboration with Los Alamos National Laboratory (LANL) in New Mexico.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The workshop was an exploration of the intersection between advanced machine learning and artificial intelligence techniques and seismology. Chris Johnson, Plenary Speaker (LANL) shared his research on using machine learning to probe seismogenic faults. A key aim of his research is to figure out how the Earth&#8217;s outer layer (crust) changes shape and moves. Johnson has set up many on-site studies to gather earthquake-related data and understand different types of signals that are often recorded but not understood. He has been heavily involved with handling large sets of data and using machine learning to solve problems in the field of Earth science.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The morning session featured insightful talks on lab-scale earthquake prediction by Chris Marone, observational earthquake science by Rachel Abercrombie, and deep learning of seismograms by Mostafa Mousavi, followed by a dynamic discussion. The afternoon session explored data-driven discovery in geosciences and integrating ML into geoscience. Peter Gerstoft talked about anomaly detection in acoustic sensing systems, Ben Holtzman highlighted learning based modeling of rocks augmented with acoustic information, and Daniel O\u2019Malley informed the audience on connecting numerical models and machine learning models.\u00a0 Afternoon highlights included talks by AI Challenge winners as well as talks by Srisharan Shreedharan on earthquake forecasting and by Laura Laurenti on applying deep learning to understand fault zone variations. The workshop provided a rich overview of cutting-edge advancements, fostering collaboration and knowledge exchange among participants.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">The winners of the AI Challenge were:<\/span><\/p>\n<p><b>1st Place:<\/b><span style=\"font-weight: 400;\"> Ian McBrearty (Stanford University), Artemii Novoselov (Stanford University), Xing Tan (Stanford University), and Yifan Yu (Stanford University)<\/span><\/p>\n<p><b>2nd Place:<\/b> <span style=\"font-weight: 400;\">\u00a0Seyifunmi Adeboboye (Georgia Tech) and Joses Omojola (University of Arizona)<\/span><\/p>\n<p><b>3rd Place:<\/b> <span style=\"font-weight: 400;\">Efe Sencan (Boston University)<\/span><\/p>\n<p>&nbsp;<\/p>\n<figure id=\"attachment_40217\" aria-describedby=\"caption-attachment-40217\" style=\"width: 430px\" class=\"wp-caption alignleft\"><img loading=\"lazy\" src=\"\/cise\/files\/2024\/01\/ai-3-636x478.png\" alt=\"\" width=\"420\" height=\"316\" class=\" wp-image-40217\" srcset=\"https:\/\/www.bu.edu\/cise\/files\/2024\/01\/ai-3-636x478.png 636w, https:\/\/www.bu.edu\/cise\/files\/2024\/01\/ai-3-1024x770.png 1024w, https:\/\/www.bu.edu\/cise\/files\/2024\/01\/ai-3-768x577.png 768w, https:\/\/www.bu.edu\/cise\/files\/2024\/01\/ai-3-1536x1155.png 1536w, https:\/\/www.bu.edu\/cise\/files\/2024\/01\/ai-3-400x300.png 400w, https:\/\/www.bu.edu\/cise\/files\/2024\/01\/ai-3.png 1824w\" sizes=\"(max-width: 420px) 100vw, 420px\" \/><figcaption id=\"caption-attachment-40217\" class=\"wp-caption-text\">From left to Right: Prakash Ishwar (Boston University), Peter Gerstoft (UCSD), Ben Holtzman (MIT), Daniel O\u2019Malley (LANL)<\/figcaption><\/figure>\n<p><span style=\"font-weight: 400;\">Ay\u015fe Co\u015fkun, Christopher Johnson, Paul Johnson (LANL), and Eren Kurshan (Princeton) co-organized the event. Their shared passion for cutting-edge technology and collaborative spirit brought them together to organize an event that combined their expertise, creating a unique intersection of artificial intelligence and earthquake sciences. Several CISE faculty members, Yannis Paschalidis, Brian Kulis, and Prakash Ishwar, facilitated discussions at the event to explore open problems in earthquake sciences with an AI and data science perspective.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u201cFor years, scientists have been deciphering the physics of earthquakes and only fairly recently have started to apply machine learning methods. AI has changed many research fields and enabled advancements we couldn\u2019t have imagined,\u201d <\/span><span style=\"font-weight: 400;\">Co\u015fkun said. \u201c<\/span><span style=\"font-weight: 400;\">This workshop catalyzed new ideas by bringing together the newest developments in AI with the latest in earthquake sciences. Hopefully, it will lead to new collaborations. CISE was excited to have provided a venue for the research community to explore new scientific problems where AI can continue to make a difference.\u201d<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The event was a dynamic convergence of expertise and innovation, exploring the intersection of artificial intelligence and earthquake sciences. The event displayed a shared commitment to advancing technology at the intersection of computing, geophysics, and AI by both attendees and speakers. The winners of the AI Challenge further showed the forward-thinking mantra that this workshop aimed to exhibit.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">More information about the event\u2019s speakers as well as the event\u2019s agenda can be found <\/span><a href=\"https:\/\/www.bu.edu\/cise\/agenda-ai-challenge\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-weight: 400;\">here<\/span><\/a><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>On Friday, November 10, 2023, CISE organized a first of its kind workshop, drawing in a diverse gathering of experts hailing from all over the US and Italy to explore the intersection of artificial intelligence and earthquake sciences.\u00a0 The workshop was presented alongside an AI Challenge, where participants were challenged to predict earthquake timing and [&hellip;]<\/p>\n","protected":false},"author":18553,"featured_media":40214,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[268,26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/posts\/40208"}],"collection":[{"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/users\/18553"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/comments?post=40208"}],"version-history":[{"count":7,"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/posts\/40208\/revisions"}],"predecessor-version":[{"id":40221,"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/posts\/40208\/revisions\/40221"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/media\/40214"}],"wp:attachment":[{"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/media?parent=40208"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/categories?post=40208"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.bu.edu\/cise\/wp-json\/wp\/v2\/tags?post=40208"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}