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SUMMARY:Mathematics and Machine Learning for Earth System Simulation 2/2-6/2026
DESCRIPTION:Modern scientific progress is often driven by numerical computations and simulations to represent large numbers of complex and interrelated physical processes. In recent years\, machine learning (ML) applications in earth system simulation and prediction have promised to accelerate the accuracy and computational processing power of Earth system models including physics-constrained approaches\, super ultra-high resolution\, large language models for earth systems\, and uncertainty quantification.\n \n“Mathematics and Machine Learning for Earth System Simulation” is a week-long workshop that will bring together experts from diverse fields related to earth system simulation (e.g. computer science\, mathematics\, atmospheric science\, earth system science\, etc.) to explore the intersection of mathematics\, traditional numerical methods\, data assimilation\, and cutting-edge machine learning techniques. \nTopics that will be discussed include: \n\nIntegration of Numerical and Data-Driven Algorithms\nMathematical Operators and Inference\nScale Agnostic Forecasting\nFoundation Models for Downstream Tasks\n\nThe workshop is hosted by the Institute for Pure & Applied Mathematics (IPAM)\, an NSF Math Institute. The workshop takes place Monday-Friday\, February 2-6\, 2026\, at IPAM on the UCLA campus: 460 Portola Plaza\, Los Angeles\, California\, 90095. \nEarly Registration Rates\nFaculty $75\nGovernment/Military Participant $75\nGraduate Student $25\nIndustry $100\nPostdoc $50 \nRegister Now\nPLEASE NOTE: Registration fees must be received two weeks in advance of the first day of the workshop to qualify for the early registration fees listed above. After that date\, registration fees increase by $10\, except for remote participants. There are no refunds of registration fees\, barring extenuating circumstances. \nSpeakers\nThe current speaker line-up includes: \n\nTapio Schneider (California Institute of Technology)\nPierre Gentine (Columbia University)\nMichael Ghil (UCLA)\nPedram Hassanzadeh (University of Chicago)\nDavid John Gagne (NCAR)\nKatherine Breen (NASA Goddard Space Flight Center)\nDimitrios Giannakis (Dartmouth College)\nPo-Lun Ma (Pacific Northwest National Laboratory)\nJill Johnson (University of Sheffield\, UK)\nTom Beucler (University of Lausanne\, Switzerland)\nGary Froyland (University of New South Wales\, Australia)\nJohan Mathé (Atmo AI)\nDamian Rouson (Lawrence Berkeley National Laboratory)\n\nAs well as speakers from the University of Miami: \n\nMohamed Iskandarani (Department of Ocean Sciences)\nMichael Fischer (Department of Ocean Sciences & IDSC Core Faculty)\nMilan Curcic\, Workshop Co-Organizer (Department of Ocean Sciences & IDSC Core Faculty)\n\nWorkshop organizers expect that it will result in a review/perspective paper on the state of the field and the imminent obstacles. Please apply for support and/or register if you’d like to attend. \nFinancial Support\nThose requesting financial support to attend the workshop should apply early. Applications received by Friday\, October 31\, 2025 will receive fullest consideration. Questions and supporting documents should be sent to the email below. Successful applicants will be notified as soon as funding decisions are made. If you do not need or want to apply for funding\, you may simply register. IPAM will close registration if they reach capacity; for this reason\, they encourage you to register early. \nFunding is available especially to support the attendance of recent PhDs\, graduate students\, and researchers in the early stages of their career; however\, mathematicians and scientists at all levels who are interested in this area are encouraged to apply for funding. Encouraging the careers of women and minority mathematicians and scientists is an important component of IPAM’s mission and they welcome those applications. \nPlease send your questions and supporting documents to: wcs2026@ipam.ucla.edu \nThe deadline to apply is Friday\, October 31\, 2025.\nApply Here\n______ \nOrganizing Committee\nKatherine Breen\, Chair (NASA)\nDonifan Barahona (NASA)\nNico Caltabiano (University of Southampton)\nMilan Curcic (University of Miami)\nAdam Rupe (Pacific Northwest National Laboratory)\nMarcus van Lier-Walqui (Columbia University)
URL:https://idsc.miami.edu/idsc-event/mathematics-and-ml-for-earth-system-simulation-2026/
LOCATION:IPAM at UCLA\, 460 Portola Plaza\, Los Angeles\, CA\, 90095\, United States
CATEGORIES:Earth Systems Science,Workshop
ATTACH;FMTTYPE=image/jpeg:https://idsc.miami.edu/wp-content/uploads/2025/10/Simulated-Atmospheric-carbon-940x530-1.jpg
ORGANIZER;CN="Institute for Pure & Applied Mathematics (IPAM)":MAILTO:wcs2026@ipam.ucla.edu
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