We developed a forecasting system for managing return flow of end-of-life vehicles. The system is based on grey modelling and applied to the data set of Turkey. The system is improved by parameter optimization, Fourier series and Markov chain. The system can govern the phenomena of the small sized and uncertain data sets. The system can be used as a strategic tool in similar forecasting problems.