Genetic-algorithm-optimized fuzzy logic control of a variable air volume air-conditioning system

被引:0
|
作者
Huang, Yonghong [1 ]
Li, Nianping
Yu, Tao
Shi, Yangchun
机构
[1] Changsha Univ Sci & Technol, Coll Energy & Power Engn, Changsha 410076, Hunan, Peoples R China
[2] Hunan Univ, Coll Civil Engn, Changsha 410082, Hunan, Peoples R China
关键词
D O I
暂无
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
An improved intelligent control strategy based on fuzzy logic reasoning was presented in order to conserve energy while improving indoor thermal comfort for A Variable air volume (VAV) air-conditioning system. Predicted Mean Vote (PMV) index was incorporated into the control strategy to assess thermal comfort level. An optimization program based on Genetic Algorithm (GA) was developed with C language to extract the optimal scaling factors and control rules for the Fuzzy Logic Controller (FLC). Both the optimized and un-optimized FLCs were tested with VAV operation mode in an artificial environment laboratory. The results indicate that the un-optimized and GA-optimized FLC are capable of saving energy by 13% and 24% respectively while improving the thermal comfort level considerably compared with the conventional PID control.
引用
收藏
页码:2643 / 2647
页数:5
相关论文
共 50 条
  • [1] Development of a fuzzy logic controller algorithm for air-conditioning system
    Islam, Md. Shabiul
    Sarker, Md. Shakowat Zaman
    Rafi, Kazi Ashique Ahmed
    Othman, Masuri
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON SEMICONDUCTOR ELECTRONICS, PROCEEDINGS, 2006, : 830 - +
  • [2] Fuzzy logic control of air-conditioning system in residential buildings
    Attia, Abdel-Hamid
    Rezeka, Sohair F.
    Saleh, Ahmed M.
    [J]. ALEXANDRIA ENGINEERING JOURNAL, 2015, 54 (03) : 395 - 403
  • [3] VARIABLE-AIR-VOLUME AIR-CONDITIONING
    NASENBENY, RJ
    [J]. SPECIFYING ENGINEER, 1985, 53 (06): : 117 - 119
  • [4] Direct Feedback Linearization Based Control in Variable Air Volume air-conditioning System
    Shi, Zhigang
    Li, Xuquan
    Hu, Songtao
    [J]. 2010 INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT (CCCM2010), VOL III, 2010, : 248 - 251
  • [5] Modeling and simulation of variable air volume air-conditioning system and its control strategy
    Zhao, Zhe Shen
    Wu, Ye
    Lue, Jibin
    [J]. PROCEEDINGS OF THE 16TH IASTED INTERNATIONAL CONFERENCE ON APPLIED SIMULATION AND MODELLING, 2007, : 376 - 381
  • [6] Direct Feedback Linearization Based Control in Variable Air Volume air-conditioning System
    Shi, Zhigang
    Li, Xuquan
    Hu, Songtao
    [J]. INTERNATIONAL CONFERENCE ON APPLIED PHYSICS AND INDUSTRIAL ENGINEERING 2012, PT B, 2012, 24 : 1248 - 1254
  • [7] Analytical Design of Decoupling Control for Variable-Air-Volume Air-conditioning System
    Wang, Jiangjiang
    Zhang, Chunfa
    Jing, Youyin
    [J]. 2008 IEEE CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEMS, VOLS 1 AND 2, 2008, : 535 - 540
  • [8] Optimal Control Strategy for Variable Air Volume Air-Conditioning Systems Using Genetic Algorithms
    Seong, Nam-Chul
    Kim, Jee-Heon
    Choi, Wonchang
    [J]. SUSTAINABILITY, 2019, 11 (18)
  • [9] Variable air volume air-conditioning experiment system with advanced controls
    Meng, Qinglong
    Yan, Xiuying
    Ren, Qingchang
    Adeli, Hojjat
    [J]. INDOOR AND BUILT ENVIRONMENT, 2016, 25 (01) : 114 - 127
  • [10] Decoupling Control of a Variable-Air-Volume Air-Conditioning System Based on State Feedback
    Huang, Yonghong
    Yang, Xuejun
    [J]. 2008 INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, VOL III, PROCEEDINGS, 2008, : 589 - +