DocumentCode :
1482343
Title :
Model Predictive Control for the Operation of Building Cooling Systems
Author :
Ma, Yudong ; Borrelli, Francesco ; Hencey, Brandon ; Coffey, Brian ; Bengea, Sorin ; Haves, Philip
Author_Institution :
Dept. of Mech. Eng., Univ. of California, Berkeley, CA, USA
Volume :
20
Issue :
3
fYear :
2012
fDate :
5/1/2012 12:00:00 AM
Firstpage :
796
Lastpage :
803
Abstract :
This brief presents a model-based predictive control (MPC) approach to building cooling systems with thermal energy storage. We focus on buildings equipped with a water tank used for actively storing cold water produced by a series of chillers. First, simplified models of chillers, cooling towers, thermal storage tanks, and buildings are developed and validated for the purpose of model-based control design. Then an MPC for the chilling system operation is proposed to optimally store the thermal energy in the tank by using predictive knowledge of building loads and weather conditions. This brief addresses real-time implementation and feasibility issues of the MPC scheme by using a simplified hybrid model of the system, a periodic robust invariant set as terminal constraints, and a moving window blocking strategy. The controller is experimentally validated at the University of California, Merced. The experiments show a reduction in the central plant electricity cost and an improvement of its efficiency.
Keywords :
air conditioning; building management systems; cooling; predictive control; building cooling systems; chilling system operation; cold water; cooling towers; model predictive control; model-based predictive control; moving window blocking strategy; periodic robust invariant set; terminal constraints; thermal energy storage; thermal storage tanks; water tank; Atmospheric modeling; Buildings; Cooling; Load modeling; Predictive models; Storage tanks; Temperature measurement; Building energy; building modeling; model predictive control (MPC);
fLanguage :
English
Journal_Title :
Control Systems Technology, IEEE Transactions on
Publisher :
ieee
ISSN :
1063-6536
Type :
jour
DOI :
10.1109/TCST.2011.2124461
Filename :
5739562
Link To Document :
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