A research conducted to design an efficient algorithm to obtain better results for predicting the Remaining Useful Life (RUL) in Prognostics models in Prognostics Health Management (PHM). Aim to submit a solution to the IEEE-PHM conference by PHM society. Partial codes available for review. Full resources to be uploaded shortly after publishing of the work proposed here.