keywords ANNUAL PREDICTION BOX MODEL CHANGE-POINT CONSUMPTION COOLING LOAD Construction & Building Technology DIAGNOSTICS Engineering Engineering, Mechanical FAULT-DETECTION METHODOLOGY PERFORMANCE Physical Sciences Science & Technology TERM MONITORED DATA Technology Thermodynamics