Title :
Temperature Control of a Commercial Building With Model Predictive Control Techniques
Author :
Mantovani, Giancarlo ; Ferrarini, Luca
Author_Institution :
Dipt. di Elettron., Inf. e Bioingegneria, Inf. e Bioingegneria, Milan, Italy
Abstract :
This paper addresses the problem of thermal energy control in shopping centers through the application of model predictive control (MPC) strategies. In particular, this paper uses an existing shopping center as pilot case, which is characterized by a large common multifloor space, which, in turn, gives rise to a significant vertical thermal stratification. This paper explores the importance of MPC parameters to energy efficiency and comfort levels. In addition, it addresses some notable extensions, from economic optimization, which paves the way to real-time pricing techniques, to integration with renewables, to robustness enforcement through Kalman filters, to hybrid control with switching signals mixed with continuous signals.
Keywords :
HVAC; Kalman filters; buildings (structures); energy conservation; optimisation; power control; predictive control; temperature control; Kalman filters; comfort level; commercial building; continuous signal; economic optimization; energy efficiency; hybrid control; model predictive control technique; multifloor space; real-time pricing technique; shopping center; switching signal; temperature control; thermal energy control; vertical thermal stratification; Coils; Cooling; Floors; Heating; Mathematical model; Building energy control; HVAC control; Model predictive control; Smart Buildings; heating, ventilation, and air conditioning (HVAC) control; model predictive control (MPC); smart buildings;
Journal_Title :
Industrial Electronics, IEEE Transactions on
DOI :
10.1109/TIE.2014.2387095