Recent developments in nonlinear time series analysis are reviewed,including phase space reconstruction,estimating embedding dimension and time delay,distinguishing chaos from noise,modeling and prediction of nonlinear time series.Applications of nonlinear time series analysis for geoscience are also
commented.