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High-performance numerical integration with DeepONets

Grant number: 24/05277-5
Support Opportunities:Scholarships abroad - Research Internship - Scientific Initiation
Effective date (Start): August 01, 2024
Effective date (End): November 30, 2024
Field of knowledge:Engineering - Mechanical Engineering - Mechanics of Solids
Principal Investigator:Josué Labaki Silva
Grantee:Leonardo Santiago Benta dos Santos
Supervisor: George Em Karniadakis
Host Institution: Faculdade de Engenharia Mecânica (FEM). Universidade Estadual de Campinas (UNICAMP). Campinas , SP, Brazil
Research place: Brown University, United States  
Associated to the scholarship:23/16399-1 - High-performance computing for large-scale soil-structure interaction problems, BP.IC

Abstract

We propose to derive novel deep learning schemes in the framework of the DeepONet architecture to obtain massive acceleration of numerical integration methods. The proposed solutions will enable analyses of large-scale soil-structure interaction problems and contribute to high-performance computing solutions to the broader numerical methods community.

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