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
  • [1] Development of a Neuro-Fuzzy Intelligent Network for Monitoring and Control of Microclimate Systems
    R. Yu. Kharchenko
    V. S. Mykhailenko
    A. V. Kochetkov
    Automatic Control and Computer Sciences, 2023, 57 : 27 - 36
  • [2] A neuro-fuzzy approach to hybrid intelligent control
    Lazzerini, B
    Reyneri, LM
    Chiaberge, M
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 1999, 35 (02) : 413 - 425
  • [3] Neuro-fuzzy approach to hybrid intelligent control
    Universita di Pisa, Pisa, Italy
    IEEE Trans Ind Appl, 2 (413-425):
  • [4] Neuro-fuzzy and neural network systems for air quality control
    Carnevale, Claudio
    Finzi, Giovanna
    Pisoni, Enrico
    Volta, Marialuisa
    ATMOSPHERIC ENVIRONMENT, 2009, 43 (31) : 4811 - 4821
  • [5] A neuro-fuzzy systems for control applications
    Berardi, F
    Chiaberge, M
    Miranda, E
    Reyneri, LM
    1ST INTERNATIONAL SYMPOSIUM ON NEURO-FUZZY SYSTEMS - AT'96, CONFERENCE REPORT, 1996, : 121 - 128
  • [6] Control Architecture for Intelligent Offices. An Approach based on Neuro-Fuzzy Systems
    Quintero M, Christian G.
    Eljaik G, Jorhabib
    PROCEEDINGS OF THE 13TH WSEAS INTERNATIONAL CONFERENCE ON COMPUTERS, 2009, : 380 - +
  • [7] Genetic neuro-fuzzy architectures for advanced intelligent systems
    Cho, SB
    ADVANCED IT TOOLS, 1996, : 359 - 366
  • [8] A Neuro-Fuzzy Control for TCP Network Congestion
    Hosseini, S. Hadi
    Shabanian, Mahdieh
    Araabi, Babak N.
    APPLICATIONS OF SOFT COMPUTING: FROM THEORY TO PRAXIS, 2009, 58 : 93 - +
  • [9] Neuro-fuzzy Network Control for a Mobile Robot
    Jang, Jun Oh
    Chung, Hee Tae
    2009 AMERICAN CONTROL CONFERENCE, VOLS 1-9, 2009, : 2928 - +
  • [10] A neuro-fuzzy network for the condition monitoring of rotating machines
    Tessendorf, RE
    Hoffman, A
    van der Merwe, NT
    Proceedings of the IASTED International Conference on Artificial Intelligence and Applications, Vols 1and 2, 2004, : 633 - 638
12345