Peng Kou

QPKO: Differentiable QP-Embedded Deep Koopman Framework for Modeling Nonlinear Systems

Deep learning has been widely regarded as a powerful tool for Koopman operator theory-based modeling, as it provides a promising architecture for data-driven learning of observable functions. To fully leverage this advantage, a well-designed training paradigm is required. However, the existing train…