137 citations · 267 across the 11 of their papers we have counts for
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cs.CE2021★ 45 cited
Non-intrusive reduced-order models for parametric partial differential equations via data-driven operator inference
Shane A McQuarrie, Parisa Khodabakhshi, Karen E Willcox
This work formulates a new approach to reduced modeling of parameterized, time-dependent partial differential equations (PDEs). The method employs Operator Inference, a scientific…
math.NA2021★ 28 cited
Concurrent multi-parameter learning demonstrated on the Kuramoto-Sivashinsky equation
Benjamin Pachev, Jared P. Whitehead, Shane A. McQuarrie
We develop an algorithm based on the nudging data assimilation scheme for the concurrent (on-the-fly) estimation of scalar parameters for a system of evolutionary dissipative parti…