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

页码：27 / 36

页数：10

共 24 条

[11] Adaptive Neuro-Fuzzy Predictor-Based Control for Cooperative Adaptive Cruise Control System [J].

Lin, Yu-Chen ;

Ha Ly Thi Nguyen .

IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2020, 21 (03) :1054-1063

[12] Modeling of an ultra-supercritical boiler-turbine system with stacked denoising auto-encoder and long short-term memory network [J].

Liu, Xiangjie ;

Zhang, Hao ;

Niu, Yuguang ;

Zeng, Deliang ;

Liu, Jizhen ;

Kong, Xiaobing ;

Lee, Kwang Y. .

INFORMATION SCIENCES, 2020, 525 :134-152

[13]

Mikhailenko V., 2021, CEUR WORKSHOP PROC, V3126, P56

[14] Analysis of Traditional and Neuro-Fuzzy Adaptive System of Controlling the Primary Steam Temperature in the Direct Flow Steam Generators in Thermal Power Stations [J].

Mikhailenko, V. S. ;

Kharchenko, R. Yu. .

AUTOMATIC CONTROL AND COMPUTER SCIENCES, 2014, 48 (06) :334-344

[15]

Mikhailenko V.S., 2020, INF MATH METHODS SIM, V10, P154, DOI [10.15276/imms.v10.no3-4.154, DOI 10.15276/IMMS.V10.NO3-4.154]

[16]

Mikhailov S.A., 2019, AVTOM SUDOVYKH TEKH, V25, P63, DOI [10.31653/1819-3293-2019-1-25-63-71, DOI 10.31653/1819-3293-2019-1-25-63-71]

[17]

Mikhailov S.A., 2020, MAT 10 INT SCI PRACT, P217, DOI [10.31653/2706-7874.SEEEA-2020.11.1-245, DOI 10.31653/2706-7874.SEEEA-2020.11.1-245]

[18] Analysis of the Predicting Neural Network Person Recognition System by Picture Image [J].

Mikhaylenko, V. S. ;

Kharchenko, R. Yu ;

Shcherbinin, V. A. .

AUTOMATIC CONTROL AND COMPUTER SCIENCES, 2020, 54 (03) :249-258

[19]

Mohiuddin MS, 2014, INDONES J ELECT ENG, V2, P189

[20]

Nath V., 2016, 10 INT C INT SYST CO, DOI [10.1109/ISCO.2016.7726986, DOI 10.1109/ISCO.2016.7726986]

← 1 2 3 →