A neuro-fuzzy power system stabilizer with self-organizing map for multi-machine systems

被引:0
|
作者
You, RH [1 ]
Nehrir, MH [1 ]
Eghbali, HJ [1 ]
机构
[1] Montana State Univ, Dept Elect & Comp Engn, Bozeman, MT 59717 USA
关键词
power system stabilizer; fuzzy logic; neural network;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
A neuro-fuzzy adaptive power system stabilizer with self-organizing map is proposed in this paper. The controller is divided into two subsystems, the self-tuning identifier with variable forgetting factor for the generator and the fuzzy logic-based adaptive controller tuned by neural network on-line. The parameters of the fuzzy logic based PSS are divided into two categories, so do the on-line training algorithms for updating the parameters. The effectiveness of the proposed PSS in increasing the damping of local and inter-area modes of oscillation is demonstrated in a one-machine-infinite-bus system and a two-area system.
引用
收藏
页码:1219 / 1224
页数:6
相关论文
共 50 条
  • [21] An online adaptive neuro-fuzzy power system stabilizer for multimachine systems
    You, R
    Eghbali, HJ
    Nehrir, MH
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2003, 18 (01) : 128 - 135
  • [22] SONFIS: Structure Identification and Modeling with a Self-Organizing Neuro-Fuzzy Inference System
    Héctor Allende-Cid
    Rodrigo Salas
    Alejandro Veloz
    Claudio Moraga
    Héctor Allende
    International Journal of Computational Intelligence Systems, 2016, 9 : 416 - 432
  • [23] SONFIS: Structure Identification and Modeling with a Self-Organizing Neuro-Fuzzy Inference System
    Allende-Cid, Hector
    Salas, Rodrigo
    Veloz, Alejandro
    Moraga, Claudio
    Allende, Hector
    INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2016, 9 (03) : 416 - 432
  • [24] Intelligent neuro-fuzzy control using self-organizing approach
    Li, CS
    Lee, CY
    KNOWLEDGE-BASED INTELLIGENT INFORMATION ENGINEERING SYSTEMS & ALLIED TECHNOLOGIES, PTS 1 AND 2, 2001, 69 : 1533 - 1537
  • [25] Predicting UPDRS in Parkinson's disease using ensembles of self-organizing map and neuro-fuzzy
    Zhao, Siren
    Zhang, Jilun
    Zhang, Jianbin
    JOURNAL OF CLOUD COMPUTING-ADVANCES SYSTEMS AND APPLICATIONS, 2024, 13 (01):
  • [26] Predicting UPDRS in Parkinson’s disease using ensembles of self-organizing map and neuro-fuzzy
    Siren Zhao
    Jilun Zhang
    Jianbin Zhang
    Journal of Cloud Computing, 13
  • [27] An Efficient Structure Learning Algorithm For A Self-Organizing Neuro-Fuzzy Multi layered Classifier
    Mitrakis, Nikolaos E.
    Theocharis, John B.
    MED: 2009 17TH MEDITERRANEAN CONFERENCE ON CONTROL & AUTOMATION, VOLS 1-3, 2009, : 389 - 394
  • [28] A NEURO-FUZZY HYBRID POWER-SYSTEM STABILIZER
    SHARAF, AM
    LIE, TT
    ELECTRIC POWER SYSTEMS RESEARCH, 1994, 30 (01) : 17 - 23
  • [29] Design of self-organizing power system stabilizer based on fuzzy neural network
    Ye, Qige
    Wang, Chenhao
    Wu, Jie
    Kongzhi Lilun Yu Yinyong/Control Theory and Applications, 1999, 16 (05): : 687 - 690
  • [30] Design of a robust power system stabilizer using fuzzy logic for a multi-machine power system
    Lakshmi, P
    Khan, MA
    ELECTRIC POWER SYSTEMS RESEARCH, 1998, 47 (01) : 39 - 46