The proposed BN based methodology to support decisions on the appropriate choice of maintenance actions by technicians demonstrates 49% gain in productive time from long failure durations. This approach is equally applicable for the known failures where equipment behaviour starts drifting. The added advantage is the renewal of the experts' knowledge. The said approach demonstrates that alarms and warnings signatures can be used to predict the choice of appropriate procedure; hence, unknown failure.