On a method for detecting periods and repeating patterns in time series data with autocorrelation and function approximation

•Period and repeating pattern detection in time series data.•Quantification of periodicity in multi-dynamics data by autocorrelation and ML-function approximation.•Using a phase feature from the periodic information to improve accuracy of ML predictions.