Robustifying Model-Based Engineering Workflows: A Sustainable Approach to Manage Heterogeneity

P6 – Robustifying Model-Based Engineering Workflows: A Sustainable Approach to Manage Heterogeneity 1 Methods for Model-based Development in Computational Engineering, RWTH Aachen University 2 Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin October 31, 2025 Speaker PI Alan Correa1 Julia Kowalski1, Clint Dawson2 P6 – Robustifying Model-Based Workflows: A Sustainable Approach to Manage Heterogeneity Alan Correa (corre[email protected]-aachen.de) | RWTH Aachen University IRTG – 2379 Annual Meeting | October 31, 2025 2/20 Model-based Engineering (MBE) Applications Development of Quantum Computing Algorithms Ahrend, Oliver Bhattacharya, Dipankul Design for Cryosphere Exploration Decision Support in Geohazards Wilcox, Karen E. Diagnostics for Aircraft Structures P6 – Robustifying Model-Based Workflows: A Sustainable Approach to Manage Heterogeneity Alan Correa (corre[email protected]-aachen.de) | RWTH Aachen University IRTG – 2379 Annual Meeting | October 31, 2025 3/20 MBE Workflow Physical Process Computational Model Analysis Tasks ↳Sensitivity Analysis ↳Optimization ↳Benchmarking ↳Parameter Calibration ↳Model Selection ↳Data Assimilation ↳Optimal Experimental Design P6 – Robustifying Model-Based Workflows: A Sustainable Approach to Manage Heterogeneity Alan Correa (corre[email protected]-aachen.de) | RWTH Aachen University IRTG – 2379 Annual Meeting | October 31, 2025 4/20 MBE Workflow Infrastructure People Method Data Heterogeneity P6 – Robustifying Model-Based Workflows: A Sustainable Approach to Manage Heterogeneity Alan Correa (corre[email protected]-aachen.de) | RWTH Aachen University IRTG – 2379 Annual Meeting | October 31, 2025 5/20 MBE Workflow – Inverse Problem P6 – Robustifying Model-Based Workflows: A Sustainable Approach to Manage Heterogeneity Alan Correa (corre[email protected]-aachen.de) | RWTH Aachen University IRTG – 2379 Annual Meeting | October 31, 2025 6/20 Coda Robust GaSP Python C/C++ Julia Fortran R Matlab Local GPU CPU Cloud HPC MBE Workflow – Inverse Problem P6 – Robustifying Model-Based Workflows: A Sustainable Approach to Manage Heterogeneity Alan Correa (corre[email protected]-aachen.de) | RWTH Aachen University IRTG – 2379 Annual Meeting | October 31, 2025 7/20 Coda Robust GaSP Python C/C++ Julia Fortran R Matlab Local GPU CPU Cloud HPC MBE Workflow – Inverse Problem P6 – Robustifying Model-Based Workflows: A Sustainable Approach to Manage Heterogeneity Alan Correa (corre[email protected]-aachen.de) | RWTH Aachen University IRTG – 2379 Annual Meeting | October 31, 2025 8/20 Coda Robust GaSP Python C/C++ Julia Fortran R Matlab Local GPU CPU Cloud HPC MBE Workflow – Inverse Problem P6 – Robustifying Model-Based Workflows: A Sustainable Approach to Manage Heterogeneity Alan Correa (corre[email protected]-aachen.de) | RWTH Aachen University IRTG – 2379 Annual Meeting | October 31, 2025 9/20 Synx Flow Coda Robust GaSP Python C/C++ Julia Fortran R Matlab Local GPU CPU Cloud HPC MBE Workflow – Inverse Problem P6 – Robustifying Model-Based Workflows: A Sustainable Approach to Manage Heterogeneity Alan Correa (corre[email protected]-aachen.de) | RWTH Aachen University IRTG – 2379 Annual Meeting | October 31, 2025 16/20 Coda Robust GaSP Python C/C++ Julia Fortran R Matlab Local GPU CPU Cloud HPC SHOWME.how – A closer look P6 – Robustifying Model-Based Workflows: A Sustainable Approach to Manage Heterogeneity Alan Correa (corre[email protected]-aachen.de) | RWTH Aachen University IRTG – 2379 Annual Meeting | October 31, 2025 17/20 Mass Point Model SHOWME.how – A closer look P6 – Robustifying Model-Based Workflows: A Sustainable Approach to Manage Heterogeneity Alan Correa (corre[email protected]-aachen.de) | RWTH Aachen University IRTG – 2379 Annual Meeting | October 31, 2025 18/20 Showcase github.com/mbd-rwth/showmehow P6 – Robustifying Model-Based Workflows: A Sustainable Approach to Manage Heterogeneity Alan Correa (corre[email protected]-aachen.de) | RWTH Aachen University IRTG – 2379 Annual Meeting | October 31, 2025 19/20 github.com/mbd-rwth/showmehow ↳Model-based engineering workflows involve heterogeneity in their data, method, infrastructure, and people. ↳Managing heterogeneity is challenging, but key to build robust workflows. ↳SHOWME.how approach: isolation, interoperation, orchestration. ↳SHOWME.how file: building blocks, features, automation. ↳SHOWME.how repository: examples, templates, patterns, benchmarks. Conclusion Outlook ↳Apply SHOWME.how approach to diverse usecases and asses its efficacy. ↳Determine key attributes of robust model-based engineering workflows. 20/20 P6 – Robustifying Model-Based Workflows: A Sustainable Approach to Manage Heterogeneity Alan Correa (corre[email protected]-aachen.de) | RWTH Aachen University IRTG – 2379 Annual Meeting | October 31, 2025