Development of a Neuro-Fuzzy Intelligent Network for Monitoring and Control of Microclimate Systems

被引：0
|
作者：
Kharchenko, R. Yu. [1 ]
Mykhailenko, V. S. [2 ]
Kochetkov, A. V. [3 ]
机构：
[1] Natl Univ Odessa Maritime Acad, Maritime Radiocommun Chair, UA-65029 Odessa, Ukraine
[2] Natl Univ Odessa Maritime Acad, Dept Elect Equipment & Automation Ships, UA-65029 Odessa, Ukraine
[3] Odessa Natl Maritime Univ, Dept Elect Equipment, UA-65029 Odessa, Ukraine
来源：
AUTOMATIC CONTROL AND COMPUTER SCIENCES | 2023年 / 57卷 / 01期
关键词：
extrapolation of data; neurocontroller; adaptive PID controller; parameter approximation; active identification; fuzzy logic; neural network;
D O I：
10.3103/S0146411623010066
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Problems in the construction of a neuro-fuzzy network for control and monitoring of parameters of microclimate systems based on expert data are considered. A method for intelligent identification and adaptation of the control object is proposed. This allows maintaining high accuracy of the specified parameters for different operating modes of the system and reducing the complexity of control. Software has been developed that implements the proposed network. Computer simulations have shown the ability of the network to self-learn based on expert experience and an error propagation backward algorithm.
引用
收藏
页码：27 / 36
页数：10
相关论文
共 50 条
  • [41] NEURO-FUZZY MODELING AND CONTROL
    JANG, JSR
    SUN, CT
    PROCEEDINGS OF THE IEEE, 1995, 83 (03) : 378 - 406
  • [42] On designing of neuro-fuzzy systems
    Nowicki, R
    Pokropinska, A
    Hayashi, Y
    PARALLEL PROCESSING AND APPLIED MATHEMATICS, 2004, 3019 : 641 - 649
  • [43] The evolution of neuro-fuzzy systems
    Nauck, DD
    Nürnberger, A
    NAFIPS 2005 - 2005 ANNUAL MEETING OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY, 2005, : 98 - 103
  • [44] EL-SIM: A development environment for neuro-fuzzy intelligent controllers
    Chiaberge, H
    DiBene, G
    DiPascoli, S
    Lambert, R
    Lazzerini, B
    Maggiore, A
    Reyneri, LM
    FROM NATURAL TO ARTIFICIAL NEURAL COMPUTATION, 1995, 930 : 666 - 672
  • [45] Kavosh: An intelligent neuro-fuzzy search engine
    Fard, Amin Milani
    Ghaemi, Reza
    Akbarzadeh-T, Mohammad-R.
    Akbari, Hoda
    PROCEEDINGS OF THE 7TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS, 2007, : 597 - +
  • [46] FuzzyCLIPS and neuro-fuzzy term rewriting for power network control
    Morris, A
    Steele, A
    2002 ANNUAL MEETING OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY PROCEEDINGS, 2002, : 566 - 571
  • [47] Neural network and neuro-fuzzy systems for improving diabetes therapy
    Sandham, WA
    Hamilton, DJ
    Japp, A
    Patterson, K
    PROCEEDINGS OF THE 20TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 20, PTS 1-6: BIOMEDICAL ENGINEERING TOWARDS THE YEAR 2000 AND BEYOND, 1998, 20 : 1438 - 1441
  • [48] Models of neuro-fuzzy agents in intelligent environments
    Shvetcov, Anatoliy
    XII INTERNATIONAL SYMPOSIUM INTELLIGENT SYSTEMS 2016, (INTELS 2016), 2017, 103 : 135 - 141
  • [49] A NEURO-FUZZY EMBEDDED SYSTEM FOR INTELLIGENT ENVIRONMENTS
    Echanobe, Javier
    del Campo, Ines
    Bosque, Guillermo
    IJCCI 2009: PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON COMPUTATIONAL INTELLIGENCE, 2009, : 559 - 564
  • [50] Efficient neuro-fuzzy control systems for autonomous underwater vehicle control
    Wang, JS
    Lee, CSG
    2001 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS I-IV, PROCEEDINGS, 2001, : 2986 - 2991
12345