Mechanistic Machine Learning and Digital Twins for Computational Science, Engineering & Technology
An IACM Conference
September 26-29, 2021 - Hyatt Regency Mission Bay, San Diego, CA
The Conference Program-at-a-glance and other major events are availble on the Program page.
In-person participants should review the COVID-19 guidelines.
Pre-recorded video presentation submissions are due by September 10, 2359 PT. More information can be found on the Submissions page.
Machine Learning (ML) and Digital Twins (DT) are at the heart of today’s different industries, ranging from advanced manufacturing to biomedical systems to resilient ecosystems, civil infrastructures, smart cities, and healthcare. They have become indispensable for solving complex problems in science, engineering, and technology development. The purpose of the MMLDT-CSET 2021 conference is to facilitate the transition of ML and DT from fundamental research to mainstream fields and technologies through advanced data science, mechanistic methods, and computational technologies. This 3-day conference features technical tracks of emerging ML-DT fields and applications, special public lectures, short courses, and demonstrations. The conference will be held in a hybrid format, featuring both on-site and virtual sessions.
The goal of this MMLDT-CSET Conference is to bring together the diverse communities that are interested in learning, developing, and applying mechanistic machine learning and digital twins via computational science and engineering tools to a broad range of engineering and scientific problems, and to promote collaborations between engineers, data and computer scientists, and mathematicians from federal agencies, academia, and industry in this field.
Track 1: Multiscale Materials and Engineered Systems
Track 2: Scientific and Engineering Digital Twins
Track 3: Biomedical Systems, Medical Devices, and Mechanistic ML Enhanced Diagnostics
Track 4: Reduced-order Modeling for Fluids, Solids, and Structures
Track 5: Geosystem, Geostatistics, and Petroleum Engineering
Track 6: Infrastructure and Cyberinfrastructure Systems
Track 7: Technology Transfer for Innovative Scientific and Engineering Applications
Track 8: Panel for Education, Outreach, and Funding Opportunities
September 16, 2020 – December 31, 2020: Mini-symposium Proposal submission
February 1 – May 15, 2021: Abstract Submission
May 17 to June 30, 2021: Early Registration
July 1 to August 5, 2021: Regular Registration
August 6 to September 29, 2021: Late Registration
September 26 - 29, 2021: Conference
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