DocumentCode
3164231
Title
HVAC control using infinite-horizon economic MPC
Author
Mendoza-Serrano, David I. ; Chmielewski, Daniel J.
Author_Institution
Dept. of Chem. & Biol. Eng., Illinois Inst. of Technol., Chicago, IL, USA
fYear
2012
fDate
10-13 Dec. 2012
Firstpage
6963
Lastpage
6968
Abstract
Energy consumption by Heating Ventilation and Air Conditioning (HVAC) systems is usually heaviest when electricity prices are at their highest. The method of Economic Model Predictive Control (EMPC) can be used in conjunction with Thermal Energy Storage (TES) to time-shift power consumption away from periods of high demand to periods of low energy cost. In addition to enormous computational costs, implementation of such algorithms can result in unexpected and sometimes pathological closed-loop behavior, including inventory creep and bang-bang actuation. This paper will present an infinite-horizon formulation of the EMPC problem. While the design of this controller is achieved by a fairly simple convex optimization problem, it will be shown to alleviate many of the pathological behaviors observed in the finite-horizon case as well as significantly reduce the computational effort required for implementation. The method is illustrated on a simple building example using active TES.
Keywords
HVAC; bang-bang control; control system synthesis; convex programming; creep; infinite horizon; power consumption; predictive control; thermal energy storage; EMPC problem; HVAC control system; TES; bang-bang actuation; controller design; convex optimization problem; economic model predictive control method; electricity prices; energy consumption; finite-horizon case; heating ventilation and air conditioning systems; infinite-horizon economic MPC; infinite-horizon formulation; inventory creep; pathological closed-loop behavior; thermal energy storage; time-shift power consumption; Electricity; Energy storage; Linear programming; Optimization; Prediction algorithms; Resistance heating; White noise; Control system synthesis; Energy management; Infinite horizon optimal control; Linear matrix inequalities; Model predictive control; Optimization; Thermal variables control;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control (CDC), 2012 IEEE 51st Annual Conference on
Conference_Location
Maui, HI
ISSN
0743-1546
Print_ISBN
978-1-4673-2065-8
Electronic_ISBN
0743-1546
Type
conf
DOI
10.1109/CDC.2012.6426071
Filename
6426071
Link To Document