Title :
Cascaded fuzzy-PID control using PSO-EP algorithm for Air Source Heat Pumps
Author :
Ching-Chih Tsai ; Kuei-I Tsai ; Chen-Tai Su
Author_Institution :
Dept. of Electr. Eng., Nat. Chung Hsing Univ., Taichung, Taiwan
Abstract :
Heat pump systems are suitable for most commercial air-conditioning and refrigeration applications. Currently, heat pumps can be regarded as products that would help satisfy the air-conditioning system demands for medium and small sized buildings, thereby reducing electric power demand peaks in summer and achieving save energy in general. This paper presents a cascaded fuzzy-PID (proportionalintegral-derivative) controller for a class of Air Source Heat Pump Systems (ASHPS). The controller´s parameters are offline optimally selected by a combination of the well-known particle swarm optimization (PSO) and evolutionary programming (EP) algorithm. This proposed cascaded fuzzy-PID control structure retains the best merits of both fuzzy control and cascade control structures. The cascade control strategy is shown effective for such a system, and a fuzzy control strategy is shown capable of dealing with systems without accurate models. The performance of the proposed cascaded fuzzy-PID control is compared to that of a pure PID control strategy, and the results reveal that the cascade fuzzy-PID control strategy gives superior performance, reduced transient performance and smaller temperature overshoots.
Keywords :
air conditioning; cascade control; evolutionary computation; fuzzy control; heat pumps; particle swarm optimisation; three-term control; PSO-EP algorithm; air conditioning system; air source heat pump; cascade control strategy; cascaded fuzzy-PID control; electric power demand; energy savings; evolutionary programming; fuzzy control strategy; medium sized building; particle swarm optimization; proportional-integral-derivative control; refrigeration; small sized building; Educational institutions; Heat pumps; Niobium; Particle swarm optimization; Temperature control; Zinc; Air Source Heat Pump Systems (ASHPS); PID control; evolutionary programming (EP) algorithm; fuzzy control; particle swarm optimization (PSO);
Conference_Titel :
Fuzzy Theory and it's Applications (iFUZZY), 2012 International Conference on
Conference_Location :
Taichung
Print_ISBN :
978-1-4673-2057-3
DOI :
10.1109/iFUZZY.2012.6409694