More excellent capability to reveal narrow peaks than traditional algorithms. First introduced L1 penalty term to constrain the sparsity of the spectra. The effectiveness, noise vulnerability are verified by simulations and experiments. FISTA used to solve L1 regularization problems is effective and robust.