Orthogonal Discrepancy Kernels for Learning with Partial Physics

Swapnil Manna, Timothy J. Rogers, Lawrence Bull

We introduce a semi-parametric framework for nonlinear system identification, which decouples discrepancy functions from physics-based components. Orthogonal Gaussian process regre…