Title :
A hierarchical Model-based Predictive Control strategy for building heating systems
Author :
O´Dwyer, Edward ; Cychowski, Marcin ; Kouramas, Konstantinos ; Lightbody, G.
Author_Institution :
Control & Intell. Syst. Group, Univ. Coll. Cork, Cork, Ireland
Abstract :
A hierarchical Model Predictive Control (MPC) strategy for optimally controlling the heating system of a building is developed to satisfy comfort constraints with reduced energy consumption. MPC based strategies can prevent unnecessary energy use by predicting the future heating requirement of the building and only supplying heat when necessary. In this paper, prediction error estimation methods are used to derive reduced order building models from historical data. A hierarchical structure is implemented, with interior-point algorithms employed to solve the resulting optimization problems. A simulation platform, designed to replicate the thermal dynamics and the heating system mechanisms of a real building is used to test the strategy. The MPC formulation is compared to the standard weather compensation scheme used in the building on which the simulation platform is based.
Keywords :
heat systems; predictive control; reduced order systems; space heating; MPC strategy; building heating systems; comfort constraints; heat supply; heating requirement; heating system mechanisms; hierarchical model-based predictive control strategy; hierarchical structure; interior-point algorithms; prediction error estimation methods; reduced energy consumption; reduced order building models; thermal dynamics; weather compensation scheme; Building Energy Efficiency; Building Modelling; Model Predictive Control; Parameter Identification;
Conference_Titel :
Irish Signals & Systems Conference 2014 and 2014 China-Ireland International Conference on Information and Communications Technologies (ISSC 2014/CIICT 2014). 25th IET
Conference_Location :
Limerick
DOI :
10.1049/cp.2014.0702