| 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 | 224 | 2021 |
| 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 | 187 | 2022 |
| 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 | 121 | 2020 |
| From Physics-Based Models to Predictive Digital Twins via Interpretable Machine Learning MG Kapteyn, KE Willcox arXiv preprint arXiv:2004.11356, 2020 | 42 | 2020 |
| 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 | 18 | 2023 |
| 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 | 14 | 2020 |
| 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 | 14 | 2020 |
| 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 | 10 | 2019 |
| Mathematical and Computational Foundations to Enable Predictive Digital Twins at Scale MG Kapteyn Massachusetts Institute of Technology, 2021 | 9 | 2021 |
| 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 | 8 | 2022 |
| 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 | 5 | 2021 |
| A distributionally robust approach to black-box optimization MG Kapteyn, KE Willcox, A Philpott 2018 AIAA Non-Deterministic Approaches Conference, 0666, 2018 | 5 | 2018 |
| 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 | 2 | 2021 |
Karen WillcoxOden Institute for Computational Engineering and Sciences, UT AustinVerified email at oden.utexas.edu
