Optimal Type-2 Fuzzy Controller For HVAC Systems

被引:43
作者
Khooban, Mohammad Hassan [1 ]
Abadi, Davood Nazari Maryam [1 ]
Alfi, Alireza [2 ]
Siahi, Mehdi [1 ]
机构
[1] Islamic Azad Univ, Garmsar Branch, Dept Elect & Robot Engn, Garmsart, Iran
[2] Shahrood Univ Technol, Fac Elect & Robot Engn, Shahrood, Iran
关键词
HVAC systems; Optimal Type-2 Fuzzy Proportional-Integral-Derivative controller (OT2FPIDC); Random inertia weight particle swarm optimization (RNW-PSO);
D O I
10.7305/automatika.2014.01.219
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper a novel Optimal Type-2 Fuzzy Proportional-Integral-Derivative Controller (OT2FPIDC) is designed for controlling the air supply pressure of Heating, Ventilation and Air-Conditioning (HVAC) system. The parameters of input and output membership functions, and PID controller coefficients are optimized simultaneously by random inertia weight Particle Swarm Optimization (RNW-PSO). Simulation results show the superiority of the proposed controller than similar non-optimal fuzzy controller.
引用
收藏
页码:69 / 78
页数:10
相关论文
共 29 条
[1]   Optimal PI-fuzzy logic controller of glucose concentration using genetic algorithm [J].
Al-Fandi, Mohamed ;
Jaradat, Mohammad Abdel Kareem ;
Sardahi, Yousef .
INTERNATIONAL JOURNAL OF KNOWLEDGE-BASED AND INTELLIGENT ENGINEERING SYSTEMS, 2011, 15 (02) :99-117
[2]   A genetic rule weighting and selection process for fuzzy control of heating, ventilating and air conditioning systems [J].
Alcalá, R ;
Casillas, J ;
Cordón, O ;
González, A ;
Herrera, F .
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2005, 18 (03) :279-296
[3]  
Angeline P. J., IEEE INT C EV COMP A
[4]  
[Anonymous], 2008, INT J COMPUTATIONAL
[5]   Advanced controller auto-tuning and its application in HVAC systems [J].
Bi, Q ;
Cai, WJ ;
Wang, QG ;
Hang, CC ;
Lee, EL ;
Sun, Y ;
Liu, KD ;
Zhang, Y ;
Zou, B .
CONTROL ENGINEERING PRACTICE, 2000, 8 (06) :633-644
[6]  
Cho HJ, 1997, FUZZY SET SYST, V92, P305, DOI 10.1016/S0165-0114(96)00175-3
[7]  
Dongrui U., 2011, 2011 IEEE INT C FUZZ
[8]  
Eberhart RC, 2001, IEEE C EVOL COMPUTAT, P94, DOI 10.1109/CEC.2001.934376
[9]   A hierarchical type-2 fuzzy logic control architecture for autonomous mobile robots [J].
Hagras, HA .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2004, 12 (04) :524-539
[10]   Type-2 FLCs: A new generation of fuzzy controllers [J].
Hagras, Hani .
IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE, 2007, 2 (01) :30-43