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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 PHMsociety. Partial codes available for review.Full resources to be uploaded shortly after publishing of the work proposed here.