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
  • [1] Optimal PI-fuzzy logic controller of glucose concentration using genetic algorithm
    Al-Fandi, Mohamed
    Jaradat, Mohammad Abdel Kareem
    Sardahi, Yousef
    [J]. 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
    Alcalá, R
    Casillas, J
    Cordón, O
    González, A
    Herrera, F
    [J]. 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
    Bi, Q
    Cai, WJ
    Wang, QG
    Hang, CC
    Lee, EL
    Sun, Y
    Liu, KD
    Zhang, Y
    Zou, B
    [J]. 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
    Hagras, HA
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2004, 12 (04) : 524 - 539
  • [10] Type-2 FLCs: A new generation of fuzzy controllers
    Hagras, Hani
    [J]. IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE, 2007, 2 (01) : 30 - 43
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