Hybrid neuro-fuzzy power system stabilizer for multimachine power systems

被引:40
作者
Abido, MA [1 ]
Abdel-Magid, YL [1 ]
机构
[1] King Fahd Univ Petr & Minerals, Dept Elect Engn, Dhahran 31261, Saudi Arabia
关键词
power system stabilizer; neural networks; fuzzy logic; fuzzy basis function network;
D O I
10.1109/59.736272
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A Fuzzy Basis Function Network (FBFN) based Power System Stabilizer (PSS) is presented in this paper to improve power system dynamic stability. The proposed FBFN based PSS provides a natural framework for combining numerical and linguistic information in a uniform fashion. The proposed FBFN is trained over a wide range of operating conditions in order to re-tune the PSS parameters in real-time based on machine loading conditions. The orthogonal least squares (OLS) learning algorithm is developed for designing an adequate and parsimonious FBFN model. Time domain simulations of a single machine infinite bus system and a multimachine power system subject to major disturbances are investigated. The performance of the proposed FBFN PSS is compared with that of conventional (CPSS). The results show the capability of the proposed FBFN PSS to enhance the system damping of local modes of oscillations over a wide range of operating conditions. The decentralized nature of the proposed FBEN PSS makes it easy to install and tune.
引用
收藏
页码:1323 / 1330
页数:8
相关论文
共 23 条
[1]  
Anderson PM, 2008, Power System Control and Stability
[2]   ORTHOGONAL LEAST-SQUARES ALGORITHM FOR TRAINING MULTIOUTPUT RADIAL BASIS FUNCTION NETWORKS [J].
CHEN, S ;
GRANT, PM ;
COWAN, CFN .
IEE PROCEEDINGS-F RADAR AND SIGNAL PROCESSING, 1992, 139 (06) :378-384
[3]   CONCEPTS OF POWER-SYSTEM DYNAMIC STABILITY [J].
DEMELLO, FP ;
LASKOWSKI, TF .
IEEE TRANSACTIONS ON POWER APPARATUS AND SYSTEMS, 1975, PA94 (03) :827-833
[5]   RULE-BASED STABILIZER FOR MULTIMACHINE POWER-SYSTEM [J].
HIYAMA, T .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1990, 5 (02) :403-411
[6]   FUZZY-LOGIC CONTROL SCHEME FOR ONLINE STABILIZATION OF MULTIMACHINE POWER-SYSTEM [J].
HIYAMA, T ;
SAMESHIMA, T .
FUZZY SETS AND SYSTEMS, 1991, 39 (02) :181-194
[7]   DESIGN OF A PROPORTIONAL-INTEGRAL POWER-SYSTEM STABILIZER [J].
HSU, YY ;
HSU, CY .
IEEE TRANSACTIONS ON POWER SYSTEMS, 1986, 1 (02) :46-53
[8]   TUNING OF POWER-SYSTEM STABILIZERS USING AN ARTIFICIAL NEURAL NETWORK [J].
HSU, YY ;
CHEN, CR .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 1991, 6 (04) :612-619
[9]   IDENTIFICATION OF OPTIMUM LOCATION FOR STABILIZER APPLICATIONS USING PARTICIPATION FACTORS [J].
HSU, YY ;
CHEN, CL .
IEE PROCEEDINGS-C GENERATION TRANSMISSION AND DISTRIBUTION, 1987, 134 (03) :238-244
[10]   DESIGN OF FUZZY POWER-SYSTEM STABILIZERS FOR MULTIMACHINE POWER-SYSTEMS [J].
HSU, YY ;
CHENG, CH .
IEE PROCEEDINGS-C GENERATION TRANSMISSION AND DISTRIBUTION, 1990, 137 (03) :233-238