Real-Coded Genetic Algorithm and Fuzzy Logic Approach for Real-Time Load-Tracking Performance of an Autonomous Power System

被引：0

作者：

Banerjee, Abhik ^{[1
]}

Mukherjee, V. ^{[2
]}

Ghoshal, S. P. ^{[3
]}

机构：

[1] Asansol Engn Coll, Dept Elect Engn, Asansol, W Bengal, India

[2] Indian Sch Mines, Dept Elect Engn, Dhanbad 826004, Jharkhand, India

[3] Natl Inst Technol, Dept Elect Engn, Durgapur, W Bengal, India

来源：

SWARM, EVOLUTIONARY, AND MEMETIC COMPUTING, PT II (SEMCCO 2013) | 2013年 / 8298卷

关键词：

Automatic voltage regulator; load-tracking performance; optimization; real-coded genetic algorithm; Sugeno fuzzy logic;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper focuses on the application of real-coded genetic algorithm (RGA) to determine the optimal controller parameters of an autonomous power system model for its load tracking performance analysis. To determine the real-time parameters of the studied model, Sugeno fuzzy logic (SFL) is used. RGA is applied to obtain the controller parameters for transient response analysis under various operating conditions and fuzzy logic is applied to develop the rule base of the SFL model. The developed fuzzy system gives the on-line controller parameters for different operating conditions. Time-domain simulation of the investigated power system model reveals that the proposed RGA-SFL yields on-line, off-nominal controller parameters, resulting in on-line terminal voltage response. To show the efficiency and effectiveness of RGA, binary coded genetic algorithm is taken for the sake of comparison.

引用

页码：119 / 131

页数：13

共 50 条

[31] A Genetic Algorithm Solution to the Unit Commitment Problem Based on Real-Coded Chromosomes and Fuzzy Optimization
Ademovic, Alma
Bisanovic, Smajo
Hajro, Mensur
MELECON 2010: THE 15TH IEEE MEDITERRANEAN ELECTROTECHNICAL CONFERENCE, 2010, : 1476 - 1481
[32] Fuzzy Logic Approach in Real-time UAV Control
Marcu, Eusebiu
CONTROL ENGINEERING AND APPLIED INFORMATICS, 2011, 13 (01): : 12 - 17
[33] Fuzzy partitioning using a real-coded variable-length genetic algorithm for pixel classification
Maulik, U
Bandyopadhyay, S
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2003, 41 (05): : 1075 - 1081
[34] A real-coded genetic algorithm searching for a superior solution efficiently in short computation time
Nishisaka K.
Iima H.
IEEJ Transactions on Electronics, Information and Systems, 2020, 140 (07) : 820 - 825
[35] Real-coded chaotic quantum-inspired genetic algorithm for training of fuzzy neural networks
Zhao, Shuanfeng
Xu, Guanghua
Tao, Tangfei
Liang, Lin
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2009, 57 (11-12) : 2009 - 2015
[36] Performance improvement of hybrid real-coded genetic algorithm with local search and its applications
Zhang, Hong
Ishikawa, Masumi
INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE FOR MODELLING, CONTROL & AUTOMATION JOINTLY WITH INTERNATIONAL CONFERENCE ON INTELLIGENT AGENTS, WEB TECHNOLOGIES & INTERNET COMMERCE, VOL 1, PROCEEDINGS, 2006, : 1171 - +
[37] A Real-Time Collision Avoidance System for Autonomous Surface Vessel Using Fuzzy Logic
Hu, Yancai
Meng, Xiangfei
Zhang, Qiang
Park, Gyei-Kark
IEEE ACCESS, 2020, 8 : 108835 - 108846
[38] Fractional PID Controller Tuned for Aerodynamic Missile System with Real-Coded Genetic Algorithm
Wang, Mingyang
Gao, Ruizhou
PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC), 2019, : 8125 - 8129
[39] A feature extraction method for personal identification system by using real-coded genetic algorithm
Takimoto, H
Mitsukura, Y
Fukumi, M
Akamatsu, N
7TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL IV, PROCEEDINGS: IMAGE, ACOUSTIC, SPEECH AND SIGNAL PROCESSING, 2003, : 66 - 70
[40] Real-Time Intrusion Detection with Fuzzy Genetic Algorithm
Jongsuebsuk, P.
Wattanapongsakorn, N.
Charnsripinyo, C.
2013 10TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY (ECTI-CON), 2013,

← 1 2 3 4 5 →