ICGST- ACSE Journal

ACSE Volume (8) - Issue (I) ICGST
Enhancement of Voltage Stability in Radial Distribution System Using Artificial Neural Networks
                          
V. Ganesh1,       S. Sivanagaraju2,        Ch.SaiBabu2       
1 EEE Department, JNTU College of Engineering, pulivendula.Kadapa, Andhra Pradesh, India,
                    2 EEE Department r, JNTU College of Engineering, Anantapur Andhra Pradesh, India.

Abstract

Network reconfiguration of distribution system is an operation in configuration management that determines the switching operations to enhance the voltage stability. Network reconfiguration for time varying loads is complex and extremely non-linear optimization problem, which can be effectively solved by artificial neural networks [ANNs], as ANNs are capable of learning a tremendous verity of pattern mapping relationships without having a priori knowledge of mathematical function. In this paper, a generalized ANN model for on-line enhancement of fast voltage stability index of radial distribution system under varying load conditions is proposed. The training sets for the ANN are carefully selected to cover the entire range of input space. The proposed ANN is trained using Levenberg-Marquardt Back Propagation algorithm and tested by applying arbitrary input data generated from Daily load curves(DLCs) for the 16 bus test system.

 Keywords: Load flows, Network reconfiguration, fast voltage stability index, Artificial neural networks

(P1110804006, 668 KB

Biographies:

V.Ganesh, is graduated in 1998, Masters in 2004 from S.V.University, Tirupathi and currently pursuing his Ph.D from J.N.T.University, Hyderabad, india. He is Working as Assistant Professor in the Department of Electrical Engineering, J.N.T.University, pulivendula, Kadapa, Andhra Pradesh, India . His areas of interest are Neural Networks and its applications in Electrical Distribution systems and Distribution
automation.
 

 

Dr.S.Sivanagaraju received his Masters degree in 2000 from IIT, Kharagpur and did his Ph.D from J.N.T.University in 2004.He is currently working as associate professor in the department of Electrical Engineering. J.N.T.U.College of Engg. (Autonomous) Anantapur, Andhra Pradesh,India. He had received two national awards (Pandit Madan Mohan Malaviya memorial prize award and Best paper prize award) from the institute of engineers(India) for the year 2003-04.He is referee for IEE Proceedings-Generation Transmission and Distribution and International journal of Emerging Electrical Power System.He has 40 publications in National and International journals and conferece to his credit. His areas of interest are in Distribution Automation,Genetic Algorithm application to distribution systems and power system.

Dr.Ch.SaiBabu did his Ph.D from J.N.T University. Working as Professor in the Department of Electrical Engineering, J.N.T University. Anantapur, Andhra Pradesh. India.. He has 20 publications in National and International Journals and Conferences to his credit.  His areas of interest are in Power system reliability , fuzzy and  ANN applications to different areas in electrical engineering.

 

BibTex

@ARTICLE{P1110804006,

AUTHOR = {V. Ganesh and S. Sivanagaraju and Ch.SaiBabu},

TITLE = {Enhancement of Voltage Stability in Radial Distribution System Using Artificial Neural Networks},

JOURNAL = {ICGST International Journal on Automatic Control and Systems Engineering, ACSE},

YEAR = {2008},

VOLUME = {08},

ISSUE = {I},
 
PAGES={35--41}

}

(P1110804006, 668 KB