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
来源：
AUTOMATIKA | 2014年 / 55卷 / 01期
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
[11]  
Jian W., 2000, SYST MAN CYBERN IEEE
[12]   Centroid of a type-2 fuzzy set [J].
Karnik, NN ;
Mendel, JM .
INFORMATION SCIENCES, 2001, 132 (1-4) :195-220
[13]  
Kennedy J., P IEEE INT C EV COMP, P303
[14]  
Mendel J.M., 2010, Perceptual Computing: Aiding People in Making Subjective Judgements
[15]  
Mendel JM., 2001, UNCERTAIN RULE BASED
[16]   Parameter estimation of bilinear systems based on an adaptive particle swarm optimization [J].
Modares, Hamidreza ;
Alfi, Alireza ;
Sistani, Mohammad-Bagher Naghibi .
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2010, 23 (07) :1105-1111
[17]   A robust self-tuning scheme for PI- and PD-type fuzzy controllers [J].
Mudi, RK ;
Pal, NR .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1999, 7 (01) :2-16
[18]  
Nguyen HungT., 2003, A First Course in FUZZY and NEURAL CONTROL
[19]   Optimization of fuzzy models [J].
Pedrycz, W ;
deOliveira, JV .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 1996, 26 (04) :627-636
[20]  
Qiao WZ, 1996, FUZZY SET SYST, V78, P23, DOI 10.1016/0165-0114(95)00115-8
123