HVAC Systems / HCA / Lawrence Berkeley National Laboratory / Portland Energy Conservation Inc. / Architectural Energy Corporation for the California Energy Commission / ASHRAE Inc. / Johnson Controls / /
Country
United States / /
Currency
USD / / /
Event
Product Issues / /
Facility
San Diego Mellon University / CSE building / UC San Diego campus / Refrigeration Technology Institute / Building Management System / Basement Rooms Server Room Hot Kitchen All Rooms / Basement Rooms Kitchens Halls Restrooms All Room Days / Building Commissioning / Root Mean Square / /
IndustryTerm
respective algorithms / anomaly detection algorithms / energy savings potential / variable requiring careful signal processing / anomaly detection algorithm / chemical engineering / heavy equipment / energy waste / energy simulation program / data mining / energy wastage / data mining algorithms / energy efficient manner / flow control devices / large and continuous energy waste / comparative data mining / diagnosis tools / basic algorithm / forgotten operator / energy savings / energy / software faults / energy costs / comparative data mining algorithm / energy consumption / loop systems / control infrastructure / k-means++ algorithm / energy consumption dis-aggregation / mining / abnormal energy consumption / large energy waste / vapor-compression refrigeration systems / software requirements errors / large and complex systems / learning algorithms / automatic anomaly detection algorithms / /
Organization
US DOE / Battelle Northwest Division / Occupied Command / UCSD / External Temperature Heating Command / Refrigeration Technology Institute / San Diego Mellon University / Heating Command / California Energy Commission / /
Person
Cluster / Z. Cao / Rajesh Gupta / Anna Levitt / N. Ren / H. Han / B. Gu / /
Position
guard / ApplicationsData mining General / VAV controller / Model / PID controller / building manager / representative / controller / Cao / /
Product
iRules / operation / zone controller configuration / /
Data Driven Investigation of Faults in HVAC Systems with Model, Cluster and Compare (MCC) Balakrishnan Narayanaswamy† , Bharathan Balaji† , Rajesh Gupta† , Yuvraj Agarwal†‡ † University ‡ Carnegie