{"680977":{"#nid":"680977","#data":{"type":"news","title":"School Presents Research in Weather Prediction, Carbon Storage, Nuclear Fusion, and More at Computing Conference","body":[{"value":"\u003Cp\u003EMany communities rely on insights from computer-based models and simulations. This week, a nest of Georgia Tech experts are swarming an international conference to present their latest advancements in these tools, which offer solutions to pressing challenges in science and engineering.\u003C\/p\u003E\u003Cp\u003EStudents and faculty from the School of Computational Science and Engineering (CSE) are leading the Georgia Tech contingent at the SIAM Conference on Computational Science and Engineering (\u003Ca href=\u0022https:\/\/www.siam.org\/conferences-events\/siam-conferences\/cse25\/\u0022\u003ECSE25\u003C\/a\u003E). The Society of Industrial and Applied Mathematics (\u003Ca href=\u0022https:\/\/www.siam.org\/\u0022\u003ESIAM\u003C\/a\u003E) organizes CSE25, occurring March 3-7 in Fort Worth, Texas.\u003C\/p\u003E\u003Cp\u003EAt CSE25, the School of CSE researchers are presenting papers that apply computing approaches to varying fields, including: \u0026nbsp; \u0026nbsp; \u0026nbsp; \u0026nbsp; \u0026nbsp; \u0026nbsp; \u0026nbsp; \u0026nbsp; \u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cul\u003E\u003Cli\u003EExperiment designs to accelerate the discovery of material properties\u003C\/li\u003E\u003Cli\u003EMachine learning approaches to model and predict weather forecasting and coastal flooding \u003C\/li\u003E\u003Cli\u003EVirtual models that replicate subsurface geological formations used to store captured carbon dioxide\u003C\/li\u003E\u003Cli\u003EOptimizing systems for imaging and optical chemistry\u003C\/li\u003E\u003Cli\u003EPlasma physics during nuclear fusion reactions\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003E[Related:\u0026nbsp;\u003Ca href=\u0022https:\/\/public.tableau.com\/app\/profile\/joshpreston\/viz\/SIAMCSE2025\/dash-long\u0022\u003EGT CSE at SIAM CSE25 Interactive Graphic\u003C\/a\u003E]\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cIn CSE, researchers from different disciplines work together to develop new computational methods that we could not have developed alone,\u201d said School of CSE Professor\u0026nbsp;\u003Ca href=\u0022https:\/\/cse.gatech.edu\/people\/edmond-chow\u0022\u003EEdmond Chow\u003C\/a\u003E.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cThese methods enable new science and engineering to be performed using computation.\u201d\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ECSE is a discipline dedicated to advancing computational techniques to study and analyze scientific and engineering systems. CSE complements theory and experimentation as modes of scientific discovery.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EHeld every other year, CSE25 is the primary conference for the SIAM Activity Group on Computational Science and Engineering (\u003Ca href=\u0022https:\/\/www.siam.org\/get-involved\/connect-with-a-community\/activity-groups\/computational-science-and-engineering\/\u0022\u003ESIAG CSE\u003C\/a\u003E). School of CSE faculty serve in key roles in leading the group and preparing for the conference.\u003C\/p\u003E\u003Cp\u003EIn December, SIAG CSE members elected Chow to a two-year term as the group\u2019s vice chair. This election comes after Chow completed a term as the SIAG CSE program director.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003ESchool of CSE Associate Professor\u0026nbsp;\u003Ca href=\u0022https:\/\/cse.gatech.edu\/people\/elizabeth-cherry\u0022\u003EElizabeth Cherry\u003C\/a\u003E has co-chaired the CSE25 organizing committee since the last conference in 2023. Later that year, SIAM members\u0026nbsp;\u003Ca href=\u0022https:\/\/www.siam.org\/publications\/siam-news\/articles\/siam-introduces-its-newly-elected-leadership\/\u0022\u003Ereelected Cherry to a second, three-year term as a council member at large\u003C\/a\u003E.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EAt Georgia Tech, Chow serves as the associate chair of the School of CSE. Cherry, who recently became the\u003Ca href=\u0022https:\/\/www.cc.gatech.edu\/news\/new-team-associate-deans-ready-advance-college-initiatives\u0022\u003E associate dean for graduate education of the College of Computing, continues as the director of CSE programs\u003C\/a\u003E.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u201cWith our strong emphasis on developing and applying computational tools and techniques to solve real-world problems, researchers in the School of CSE are well positioned to serve as leaders in computational science and engineering both within Georgia Tech and in the broader professional community,\u201d Cherry said.\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EGeorgia Tech\u2019s School of CSE was\u0026nbsp;\u003Ca href=\u0022https:\/\/cse.gatech.edu\/founding-school\u0022\u003Efirst organized as a division in 2005\u003C\/a\u003E, becoming one of the world\u2019s first academic departments devoted to the discipline. The division reorganized as a school in 2010 after establishing the flagship CSE Ph.D. and M.S. programs, hiring nine faculty members, and attaining substantial research funding.\u003C\/p\u003E\u003Cp\u003ETen School of CSE faculty members are presenting research at CSE25, representing one-third of the School\u2019s faculty body. Of the 23 accepted papers written by Georgia Tech researchers, 15 originate from School of CSE authors.\u003C\/p\u003E\u003Cp\u003EThe list of School of CSE researchers, paper titles, and abstracts includes:\u003Cbr\u003E\u003Cem\u003EBayesian Optimal Design Accelerates Discovery of Material Properties from Bubble Dynamics\u003C\/em\u003E\u003Cbr\u003EPostdoctoral Fellow\u003Cstrong\u003E Tianyi Chu\u003C\/strong\u003E, Joseph Beckett, Bachir Abeid, and Jonathan Estrada (University of Michigan), Assistant Professor \u003Cstrong\u003ESpencer Bryngelson\u003C\/strong\u003E\u003Cbr\u003E[\u003Ca href=\u0022https:\/\/meetings.siam.org\/sess\/dsp_talk.cfm?p=143459\u0022\u003EAbstract\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003ELatent-EnSF: A Latent Ensemble Score Filter for High-Dimensional Data Assimilation with Sparse Observation Data\u003C\/em\u003E\u003Cbr\u003EPh.D. student\u003Cstrong\u003E Phillip Si\u003C\/strong\u003E, Assistant Professor \u003Cstrong\u003EPeng Chen\u003C\/strong\u003E\u003Cbr\u003E[\u003Ca href=\u0022https:\/\/meetings.siam.org\/sess\/dsp_talk.cfm?p=141182\u0022\u003EAbstract\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003EA Goal-Oriented Quadratic Latent Dynamic Network Surrogate Model for Parameterized Systems\u003C\/em\u003E\u003Cbr\u003EYuhang Li, Stefan Henneking, Omar Ghattas (University of Texas at Austin), Assistant Professor \u003Cstrong\u003EPeng Chen\u003C\/strong\u003E\u003Cbr\u003E[\u003Ca href=\u0022https:\/\/meetings.siam.org\/sess\/dsp_talk.cfm?p=149331\u0022\u003EAbstract\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003EPosterior Covariance Structures in Gaussian Processes\u003C\/em\u003E\u003Cbr\u003EYuanzhe Xi (Emory University), Difeng Cai (Southern Methodist University), Professor \u003Cstrong\u003EEdmond Chow\u003C\/strong\u003E\u003Cbr\u003E[\u003Ca href=\u0022https:\/\/meetings.siam.org\/sess\/dsp_talk.cfm?p=142554\u0022\u003EAbstract\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003ERobust Digital Twin for Geological Carbon Storage\u003C\/em\u003E\u003Cbr\u003EProfessor\u003Cstrong\u003E Felix Herrmann\u003C\/strong\u003E, Ph.D. student \u003Cstrong\u003EAbhinav Gahlot\u003C\/strong\u003E, alumnus \u003Cstrong\u003ERafael Orozco\u0026nbsp;\u003C\/strong\u003E(Ph.D. CSE-CSE 2024), alumnus \u003Cstrong\u003EZiyi (Francis) Yin\u0026nbsp;\u003C\/strong\u003E(Ph.D. CSE-CSE 2024), and Ph.D. candidate \u003Cstrong\u003EGrant Bruer\u003C\/strong\u003E\u003Cbr\u003E[\u003Ca href=\u0022https:\/\/meetings.siam.org\/sess\/dsp_talk.cfm?p=142843\u0022\u003EAbstract\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003EIndustry-Scale Uncertainty-Aware Full Waveform Inference with Generative Models\u003C\/em\u003E\u003Cbr\u003E\u003Cstrong\u003ERafael Orozco\u003C\/strong\u003E, Ph.D. student \u003Cstrong\u003ETuna Erdinc\u003C\/strong\u003E, alumnus \u003Cstrong\u003EMathias Louboutin\u0026nbsp;\u003C\/strong\u003E(Ph.D. CS-CSE 2020), and Professor \u003Cstrong\u003EFelix Herrmann\u003C\/strong\u003E\u003Cbr\u003E[\u003Ca href=\u0022https:\/\/meetings.siam.org\/sess\/dsp_talk.cfm?p=143101\u0022\u003EAbstract\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003EOptimizing Coupled Systems: Insights from Co-Design Imaging and Optical Chemistry\u003C\/em\u003E\u003Cbr\u003EAssistant Professor \u003Cstrong\u003ERapha\u00ebl Pestourie\u003C\/strong\u003E, Wenchao Ma and Steven Johnson (MIT), Lu Lu (Yale University), Zin Lin (Virginia Tech)\u003Cbr\u003E[\u003Ca href=\u0022https:\/\/meetings.siam.org\/sess\/dsp_programsess.cfm?SESSIONCODE=82425\u0022\u003EAbstract\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003EMultifidelity Linear Regression for Scientific Machine Learning from Scarce Data\u003C\/em\u003E\u003Cbr\u003EAssistant Professor\u003Cstrong\u003E Elizabeth Qian\u003C\/strong\u003E, Ph.D. student \u003Cstrong\u003EDayoung Kang\u003C\/strong\u003E, Vignesh Sella, Anirban Chaudhuri and Anirban Chaudhuri (University of Texas at Austin)\u003Cbr\u003E[\u003Ca href=\u0022https:\/\/meetings.siam.org\/sess\/dsp_talk.cfm?p=141115\u0022\u003EAbstract\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003ELyapInf: Data-Driven Estimation of Stability Guarantees for Nonlinear Dynamical Systems\u003C\/em\u003E\u003Cbr\u003EPh.D. candidate \u003Cstrong\u003ETomoki Koike\u003C\/strong\u003E and Assistant Professor \u003Cstrong\u003EElizabeth Qian\u003C\/strong\u003E\u003Cbr\u003E[\u003Ca href=\u0022https:\/\/meetings.siam.org\/sess\/dsp_talk.cfm?p=142603\u0022\u003EAbstract\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003EThe Information Geometric Regularization of the Euler Equation\u003C\/em\u003E\u003Cbr\u003EAlumnus \u003Cstrong\u003ERuijia Cao\u003C\/strong\u003E (B.S. CS 2024), Assistant Professor \u003Cstrong\u003EFlorian Sch\u00e4fer\u003C\/strong\u003E\u003Cbr\u003E[\u003Ca href=\u0022https:\/\/meetings.siam.org\/sess\/dsp_programsess.cfm?SESSIONCODE=80995\u0022\u003EAbstract\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003EMaximum Likelihood Discretization of the Transport Equation\u003C\/em\u003E\u003Cbr\u003EPh.D. student \u003Cstrong\u003EBrook Eyob\u003C\/strong\u003E, Assistant Professor \u003Cstrong\u003EFlorian Sch\u00e4fer\u003C\/strong\u003E\u003Cbr\u003E[\u003Ca href=\u0022https:\/\/meetings.siam.org\/sess\/dsp_talk.cfm?p=149340\u0022\u003EAbstract\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003EIntelligent Attractors for Singularly Perturbed Dynamical Systems\u003C\/em\u003E\u003Cbr\u003EDaniel A. Serino (Los Alamos National Laboratory), Allen Alvarez Loya (University of Colorado Boulder), Joshua W. Burby, Ioannis G. Kevrekidis (Johns Hopkins University), Assistant Professor \u003Cstrong\u003EQi Tang\u003C\/strong\u003E (Session Co-Organizer)\u003Cbr\u003E[\u003Ca href=\u0022https:\/\/meetings.siam.org\/sess\/dsp_talk.cfm?p=140821\u0022\u003EAbstract\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003EAccurate Discretizations and Efficient AMG Solvers for Extremely Anisotropic Diffusion Via Hyperbolic Operators\u003C\/em\u003E\u003Cbr\u003EGolo Wimmer, Ben Southworth, Xianzhu Tang (LANL), Assistant Professor \u003Cstrong\u003EQi Tang\u003C\/strong\u003E\u0026nbsp;\u003Cbr\u003E[\u003Ca href=\u0022https:\/\/meetings.siam.org\/sess\/dsp_talk.cfm?p=141012\u0022\u003EAbstract\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003ERandomized Linear Algebra for Problems in Graph Analytics\u003C\/em\u003E\u003Cbr\u003EProfessor \u003Cstrong\u003ERich Vuduc\u003C\/strong\u003E\u003Cbr\u003E[\u003Ca href=\u0022https:\/\/meetings.siam.org\/sess\/dsp_talk.cfm?p=140989\u0022\u003EAbstract\u003C\/a\u003E]\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003EImproving Spgemm Performance Through Reordering and Cluster-Wise Computation\u003C\/em\u003E\u003Cbr\u003EAssistant Professor\u003Cstrong\u003E Helen Xu\u003C\/strong\u003E\u003Cbr\u003E[\u003Ca href=\u0022https:\/\/meetings.siam.org\/sess\/dsp_talk.cfm?p=141133\u0022\u003EAbstract\u003C\/a\u003E]\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EMany communities rely on insights from computer-based models and simulations. This week, a nest of Georgia Tech experts are swarming an international conference to present their latest advancements in these tools, which offer solutions to pressing challenges in science and engineering.\u003C\/p\u003E\u003Cp\u003EStudents and faculty from the School of Computational Science and Engineering (CSE) are leading the Georgia Tech contingent at the SIAM Conference on Computational Science and Engineering (\u003Ca href=\u0022https:\/\/www.siam.org\/conferences-events\/siam-conferences\/cse25\/\u0022\u003ECSE25\u003C\/a\u003E). The Society of Industrial and Applied Mathematics (\u003Ca href=\u0022https:\/\/www.siam.org\/\u0022\u003ESIAM\u003C\/a\u003E) organizes CSE25, occurring March 3-7 in Fort Worth, Texas.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Students and faculty from the School of Computational Science and Engineering (CSE) are leading the Georgia Tech contingent at the SIAM Conference on Computational Science and Engineering (CSE25). The Society of Industrial and Applied Mathematics (SIAM) o"}],"uid":"36319","created_gmt":"2025-03-06 19:50:07","changed_gmt":"2025-03-06 19:54:49","author":"Bryant Wine","boilerplate_text":"","field_publication":"","field_article_url":"","location":"Atlanta, GA","dateline":{"date":"2025-03-06T00:00:00-05:00","iso_date":"2025-03-06T00:00:00-05:00","tz":"America\/New_York"},"extras":[],"hg_media":{"676493":{"id":"676493","type":"image","title":"CSE25-Head-Image-v3.1.jpg","body":null,"created":"1741290615","gmt_created":"2025-03-06 19:50:15","changed":"1741290615","gmt_changed":"2025-03-06 19:50:15","alt":"GT CSE at SIAM CSE25","file":{"fid":"260290","name":"CSE25-Head-Image-v3.1.jpg","image_path":"\/sites\/default\/files\/2025\/03\/06\/CSE25-Head-Image-v3.1.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/03\/06\/CSE25-Head-Image-v3.1.jpg","mime":"image\/jpeg","size":159289,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/03\/06\/CSE25-Head-Image-v3.1.jpg?itok=Mr30PYKB"}},"676494":{"id":"676494","type":"image","title":"CSE25-Tableau.png","body":null,"created":"1741290772","gmt_created":"2025-03-06 19:52:52","changed":"1741290772","gmt_changed":"2025-03-06 19:52:52","alt":"SIAM CSE25 Tableau","file":{"fid":"260291","name":"CSE25-Tableau.png","image_path":"\/sites\/default\/files\/2025\/03\/06\/CSE25-Tableau.png","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2025\/03\/06\/CSE25-Tableau.png","mime":"image\/png","size":539581,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2025\/03\/06\/CSE25-Tableau.png?itok=lRlCOcEm"}}},"media_ids":["676493","676494"],"related_links":[{"url":"https:\/\/www.cc.gatech.edu\/news\/school-present-research-weather-prediction-carbon-storage-nuclear-fusion-and-more-computing","title":"School to Present Research in Weather Prediction, Carbon Storage, Nuclear Fusion, and More at Computing Conference"}],"groups":[{"id":"47223","name":"College of Computing"},{"id":"1188","name":"Research Horizons"},{"id":"50877","name":"School of Computational Science and Engineering"}],"categories":[{"id":"141","name":"Chemistry and Chemical Engineering"},{"id":"153","name":"Computer Science\/Information Technology and Security"},{"id":"145","name":"Engineering"},{"id":"150","name":"Physics and Physical Sciences"},{"id":"135","name":"Research"},{"id":"8862","name":"Student Research"}],"keywords":[{"id":"654","name":"College of Computing"},{"id":"166983","name":"School of Computational Science and Engineering"},{"id":"187915","name":"go-researchnews"},{"id":"10199","name":"Daily Digest"},{"id":"9153","name":"Research Horizons"}],"core_research_areas":[{"id":"193655","name":"Artificial Intelligence at Georgia Tech"},{"id":"39431","name":"Data Engineering and Science"},{"id":"39471","name":"Materials"},{"id":"193652","name":"Matter and Systems"}],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EBryant Wine, Communications Officer\u003Cbr\u003E\u003Ca href=\u0022mailto:bryant.wine@cc.gatech.edu\u0022\u003Ebryant.wine@cc.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}}}