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These physically constrained Gaussian processes have been applied for UQ of highly complex physical systems [12]. This paper focuses on imposing constraints on Polynomial Chaos Expansions (PCE) [13], which we treat here as a machine learning regression method [14], [15]. Our interest in PCEs...
As first demonstrated by the characterization of the quantum Hall effect by the Chern number, topology provides a guiding principle to realize the robust properties of condensed-matter systems immune to the existence of disorder. The bulk–boundary corre
The particular PINN framework we employ approximates the solution of nonlinear two-point boundary value problems (TPBVPs), which must be solved to form connections between waypoints in the RRT* tree, via the Theory of Functional Connections (TFC). TFC enables the PINN to analytically satisfy the...
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