ResKoopNet learns Koopman eigenpairs by minimizing the spectral residual over neural-network dictionaries, reporting fuller spectra and better latent-state separation than existing Koopman methods.
Ergodic theory, dynamic mode decomposition, and computation of spectral properties of the koopman operator
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ResKoopNet: Learning Koopman Representations for Complex Dynamics with Spectral Residuals
ResKoopNet learns Koopman eigenpairs by minimizing the spectral residual over neural-network dictionaries, reporting fuller spectra and better latent-state separation than existing Koopman methods.