EARLY DETECTION OF EQUIPMENT FAILURE, SHELL India Markets Pvt Ltd
‣ Pre-processed and merged 3-years of time series Sensor Data of different Shell equipments. ‣ Applied Hidden Markov Model (HMM) based Sequential Clustering for diagnostics using hmmlearn library of python for pattern recognition and using that pattern to recognize the health state of the Asset by measuring the similarity of time series sensor signals.