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Michael G. Kapteyn
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A probabilistic graphical model foundation for enabling predictive digital twins at scale
MG Kapteyn, JVR Pretorius, KE Willcox
Nature Computational Science 1 (5), 337-347, 2021
1692021
Data‐driven physics‐based digital twins via a library of component‐based reduced‐order models
MG Kapteyn, DJ Knezevic, DBP Huynh, M Tran, KE Willcox
International Journal for Numerical Methods in Engineering 123 (13), 2986-3003, 2022
1432022
Toward predictive digital twins via component-based reduced-order models and interpretable machine learning
MG Kapteyn, DJ Knezevic, K Willcox
AIAA scitech 2020 forum, 0418, 2020
1002020
From Physics-Based Models to Predictive Digital Twins via Interpretable Machine Learning
MG Kapteyn, KE Willcox
arXiv preprint arXiv:2004.11356, 2020
372020
A hardware testbed for dynamic data-driven aerospace Digital Twins
SJ Salinger, MG Kapteyn, C Kays, JVR Pretorius, KE Willcox
Dynamic Data Driven Applications Systems: Third International Conference …, 2020
102020
Distributionally robust optimization for engineering design under uncertainty
MG Kapteyn, KE Willcox, AB Philpott
International Journal for Numerical Methods in Engineering 120 (7), 835-859, 2019
102019
Predictive digital twin for optimizing patient-specific radiotherapy regimens under uncertainty in high-grade gliomas
A Chaudhuri, G Pash, DA Hormuth, G Lorenzo, M Kapteyn, C Wu, ...
Frontiers in Artificial Intelligence 6, 2023
72023
Predictive digital twins: Where dynamic data-driven learning meets physics-based modeling
MG Kapteyn, KE Willcox
Dynamic Data Driven Applications Systems: Third International Conference …, 2020
72020
Mathematical and Computational Foundations to Enable Predictive Digital Twins at Scale
MG Kapteyn
Massachusetts Institute of Technology, 2021
62021
A distributionally robust approach to black-box optimization
MG Kapteyn, KE Willcox, A Philpott
2018 AIAA Non-Deterministic Approaches Conference, 0666, 2018
52018
Design of digital twin sensing strategies via predictive modeling and interpretable machine learning
MG Kapteyn, KE Willcox
Journal of Mechanical Design 144 (9), 091710, 2022
42022
Digital twins: Where data, mathematics, models, and decisions collide
MG Kapteyn, KE Willcox
SIAM News, September 1, 758, 2021
42021
Predictive Digital Twins as a Foundation for Improved Mission Readiness
M Kapteyn, KE Willcox
NATO STO-MP-AVT-355: Intelligent Solutions for Improved Mission Readiness of …, 2021
2021
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