In these days, the online monitoring information which includes usage history, system conditions, and environmental conditions is reported. On statistical modeling, these variables from the online monitoring are primary candidates for covariates which affect the failure mechanism. There is some literature on modeling by the cumulative exposure model for a products lifetime distribution with cov...