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Image Credit: Arxiv

ResKoopNet: Learning Koopman Representations for Complex Dynamics with Spectral Residuals

  • ResKoopNet is a novel method for approximating Koopman operator spectral components.
  • It explicitly minimizes the spectral residual to compute Koopman eigenpairs.
  • ResKoopNet provides more precise and complete spectra compared to existing methods.
  • Experiments show superior accuracy for high-dimensional dynamical systems.

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