A monitoring-based commissioning (MBCx) program at the $2 billion expansion of concourses A-West and B-West at Denver International Airport (DEN) is a good illustration of the need for “tech plus touch.” The MBCx program utilizes SkySpark, a sophisticated enterprise asset data management, analytic and visualization environment, to monitor and analyze the large amount of generated asset data to deliver clear energy and operational insights on a continued basis to the commissioning team and operators, allowing them to detect patterns that deviate from optimal performance.
This analytic environment supports the commissioning program’s primary mission for this massive terminal enclosure: Reduce energy consumption, detect equipment performance deficiencies and identify opportunities for operational improvement. The analytic environment has also allowed for the implementation of functional performance tests of all components, equipment and systems during the commissioning process, and to create sustainable workflow processes of continuous testing, placing DEN in a proactive position to identify equipment failure, reduce O&M costs and streamline O&M procedures.
Because of the rules, key performance indicators (KPIs), time-of-use functions and algorithms programmed into the analytic environment, SkySpark’s statistic analysis and machine learning methods have helped to identify issues, patterns, deviations and anomalies during the commissioning process. For example, SkySpark is calculating and detecting higher-than-normal heat rates, vibrations or fluid pressures, providing operators the big-picture view of when and where repairs are needed, heading or catastrophic failures. During the final phases of construction, the commissioning agents also use this data to identify opportunities to optimize a range of equipment across varying load conditions and proactively correct deficiencies prior to installation.
The technology, combined with inspections and verification by humans, results in twofold money savings. First, it validates that components like pumps, air handlers, motors and drives are performing as designed. Then, it provides ongoing energy analysis of the terminal, based on data acquired from a variety of sources. Over the next two years, all this energy consumption data will be uploaded to an energy management control system (EMCS) that now serves as a central repository for trend data collection and archiving.