100 citations · 117 across the 4 of their papers we have counts for
Showing 2020Show all
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cs.CE2020★ 3 cited
A Probabilistic Graphical Model Foundation for Enabling Predictive Digital Twins at Scale
Michael G. Kapteyn, Jacob V. R. Pretorius, Karen E. Willcox
A unifying mathematical formulation is needed to move from one-off digital twins built through custom implementations to robust digital twin implementations at scale. This work pro…
cs.CE2020★ 13 cited
From Physics-Based Models to Predictive Digital Twins via Interpretable Machine Learning
Michael G. Kapteyn, Karen E. Willcox
This work develops a methodology for creating a data-driven digital twin from a library of physics-based models representing various asset states. The digital twin is updated using…