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.