Commenced in January 2007
Paper Count: 31097
Testing the Accuracy of ML-ANN for Harmonic Estimation in Balanced Industrial Distribution Power System
Abstract:In this paper, we analyze and test a scheme for the estimation of electrical fundamental frequency signals from the harmonic load current and voltage signals. The scheme was based on using two different Multi Layer Artificial Neural Networks (ML-ANN) one for the current and the other for the voltage. This study also analyzes and tests the effect of choosing the optimum artificial neural networks- sizes which determine the quality and accuracy of the estimation of electrical fundamental frequency signals. The simulink tool box of the Matlab program for the simulation of the test system and the test of the neural networks has been used.
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1072543Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 1312
 Djaffar Ould Abdeslam, Patrice Wira, Jean Mercklé, Damien Flieller, and Yves-André Chapuis "A Unified Artificial Neural Network Architecture for Active Power Filters" IEEE transactions on industrial electronics, vol. 54, no. 1, February 2007.
 Ramadan El Shatshat, M.M. A. Salama, Fellow,and Mehrdad Kazerani, "Artificial Intelligent Controller for Current Source Converter-Based Modular Active Power Filters" IEEE transactions on power delivery, vol. 19, no. 3, July 2004
 Z. Lu, T. Y. Ji, W. H. Tang and Q. H. Wu "Optimal Harmonic Estimation Using A Particle Swarm Optimizer" IEEE Transactions On Power Delivery, Vol. 23, No. 2, April 2008
 Simone Buso, Luigi Malesani, Paolo Mattavelli and Roberto Veronese "Design and Fully Digital Control of Parallel Active Filters for Thyristor Rectifiers to Comply with IEC-1000-3-2 Standards" IEEE Transactions On Industry Applications, Vol. 34, NO. 3, May/June 1998
 T. Huang, and A.S. Mohan, "A Hybrid Boundary Condition for Robust Particle Swarm Optimization" IEEE Antennas and Wireless Propagation Letters, Vol. 4, pp. 112-117, 2005.
 IEEE Standard 399-1997, "IEEE Recommended Practice for Industrial and Commercial Power System Analysis", IEEE, New York, 1997.
 H.E. Mostafa, M.M. Fawzy, and M.M. Mansour, "ANN Correction of CT Distorted Secondary Current With and Without Remanence" the 6th Regional Conference for National Committees of CIGRE in Arab Countries, Vol. 1, PP. 168-175, Nov. 2005.
 IEEE Standard 519-1992, "IEEE recommended practice and requirements for harmonic control in electrical power systems".
 Transmission & Distribution Committee IEEE Power Engineering Society "Test Systems for Harmonics Modeling and Simulation", IEEE Transactions on Power Delivery, Vol. 14, No. 2, April 1999
 IEEE Task Force on Harmonics Modeling and Simulation. "Modeling and Simulation of the Propagation of Harmonics in Electric Power Networks, Part 1 & 2", IEEE Trans. On Power Delivery, Vol. 11, No. 1 January 1996, pp. 452-474. World Academy of Science, Engineering and Technology 33 2009 623