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PID Temperature Control Using PSO-RGA Algorithm for Warm Water Supply Systems with Solar Heat Pumps
|關鍵字:||Solar water-source heat pump system (SWSHPS);temperature control;PID control;particle swarm optimization (PSO);Real-coded Genetic algorithm(RGA).;太陽能水源熱泵系統;溫度控制;PID控制;粒子群最佳化;實數編碼基因演算法。||引用:|| G. A. Nowakowski, 'An introduction and status update on unitary engine-driven heat pumps,' ASHRAE Transactions, pp.42–47, January 1996.  Y. Hasegawa, T. Nakano, T. Fukuda, G. Vachkov, 'Learning predictive control for gas heat pump,' Proc. of IEEE 26th Intern. Conf. of the IEEE Industrial Electronics Society (IECON2000), vol. 2, pp. 1062–7, Oct. 2000.  K. I. Tsai, C. C. Tsai, 'Cascaded Fuzzy Control for Air Source Heat Pumps, ' Proc. of the SICE Annual Conference 2010 (SICE 2010 in Taiwan), Taipei, Taiwan, August 2010.  J. S. Chiou, M. T. Liu, 'Numerical simulation for cascaded-PID controllers and helping EP reproduction with PSO hybrid algorithm' Simulation Modeling and Practice and Theory, vol. 17, pp.1555-1565, 2009.  C. C. Tsai, K. I Tsai, C. T. 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Su, 'Two-Loop PID Control Using PSO-RGA Algorithm for Solar Heat Pumps,' Proc. of 2014 International Conference on Machine Learning and Cybernetics, Lanzhou, China, 13-16 July, 2014.||摘要:||
This thesis presents two proportional-integral-derivative (PID) control methods for a class of warm water supply system with a solar water-source heat pump for semiconductor factories and many commercial applications. The proposed temperature controller employs a single-loop and two-loop PID control strategies whose controller's parameters are off-line optimally selected by a combination of the well-known particle swarm optimization (PSO) and real-coded genetic algorithm (RGA). Both controllers are tuned by the proposed PSO-RGA method, in order to accomplish satisfactory transient responses and steady-state accuracy. Simulations and experimental results are conducted to show the effectiveness, robustness and merits of both proposed controllers via set-point tracking and parameter variations. The two-loop PID controller has a superior transient performance and smaller steady-state errors than the single-loop PID controller does. Both control strategies are shown to give satisfactory temperature control of the proposed warm water supply system.
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