PROCESS FAULT PREDICTION AND PROGNOSIS BASED ON A HYBRID TECHNIQUE by Galagedarage Don Mihiran Pathmika a Thesis submitted to the School of Graduate Studies in partial fulfillment of the requirements for the degree of Master’s in Engineering Memorial University of Newfoundland May 2019 St. John’s, Newfoundland and Labrador