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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
2552021
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
1992022
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
1402020
From Physics-Based Models to Predictive Digital Twins via Interpretable Machine Learning
MG Kapteyn, KE Willcox
arXiv preprint arXiv:2004.11356, 2020
522020
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, 1222612, 2023
272023
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
162020
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
152020
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
102022
Mathematical and Computational Foundations to Enable Predictive Digital Twins at Scale
MG Kapteyn
Massachusetts Institute of Technology, 2021
92021
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
92019
A distributionally robust approach to black-box optimization
MG Kapteyn, KE Willcox, A Philpott
2018 AIAA Non-Deterministic Approaches Conference, 0666, 2018
62018
Digital twins: Where data, mathematics, models, and decisions collide
MG Kapteyn, KE Willcox
Details-Page/digi-tal-twinswhere-data-mathematics-models-and-decisions-collide, 2021
52021
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
22021
Digital-Twin-Enabled Multi-Spacecraft On-Orbit Operations
S Henao-Garcia, M Kapteyn, KE Willcox, M Tezzele, ...
AIAA SCITECH 2025 Forum, 1432, 2025
2025
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Articles 1–14