Testing the Accuracy of ML-ANN for Harmonic Estimation in Balanced Industrial Distribution Power System
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.
[1] 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.
[2] 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
[3] 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
[4] 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
[5] 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.
[6] IEEE Standard 399-1997, "IEEE Recommended Practice for Industrial
and Commercial Power System Analysis", IEEE, New York, 1997.
[7] 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.
[8] IEEE Standard 519-1992, "IEEE recommended practice and
requirements for harmonic control in electrical power systems".
[9] 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
[10] 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
[1] 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.
[2] 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
[3] 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
[4] 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
[5] 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.
[6] IEEE Standard 399-1997, "IEEE Recommended Practice for Industrial
and Commercial Power System Analysis", IEEE, New York, 1997.
[7] 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.
[8] IEEE Standard 519-1992, "IEEE recommended practice and
requirements for harmonic control in electrical power systems".
[9] 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
[10] 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
@article{"International Journal of Electrical, Electronic and Communication Sciences:58389", author = "Wael M. El-Mamlouk and Metwally A. El-Sharkawy and Hossam. E. Mostafa", title = "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.", keywords = "Harmonics, Neural Networks, Modeling, Simulation, Active filters, electric Networks.", volume = "3", number = "9", pages = "1712-7", }
