A Literature Survey of Neural Network Applications for Shunt Active Power Filters
This paper aims to present the reviews of the
application of neural network in shunt active power filter (SAPF).
From the review, three out of four components of SAPF structure,
which are harmonic detection component, compensating current
control, and DC bus voltage control, have been adopted some of
neural network architecture as part of its component or even
substitution. The objectives of most papers in using neural network in
SAPF are to increase the efficiency, stability, accuracy, robustness,
tracking ability of the systems of each component. Moreover,
minimizing unneeded signal due to the distortion is the ultimate goal
in applying neural network to the SAPF. The most famous
architecture of neural network in SAPF applications are ADALINE
and Backpropagation (BP).
[1] C. Nalini Kiran, Subhransu Sekhar Dash, and S. Prema Latha, "A Few
Aspects of Power Quality Improvement Using Shunt Active Power
Filter," International Journal of Scientific & Engineering Research,
vol.2, Issue 5, May 2011.
[2] Sandeep V. Rode and Siddharth A. Ladhake, "A Review on Technique
for Reduction of Harmonic Distortion," International Journal of
Electrical and Power Engineering, vol.5(1), pp. 62-64, 2011.
[3] Sasan Zabihi and Firuz Zare, "Active Power Filters with Unipolar Pulse
Width Modulation to Reduce Switching Losses," in Proc. 2006
International Conference on Power System Technology, Chongqing,
China, 2006.
[4] H. Jou, J. Wu, and H. Chu, "New single-phase active power filter", in
Proc. IEE Proceeding Electric Power Application, vol. 141, no. 3, pp.
129-134, May 1994.
[5] C.Y. Hsu and H.Y. Wu, "A new single-phase active power filter with
reduced energy storage", in Proc. IEE International Conference on
Electronic Power Application, vol.143, no.1, pp.25-30, January 1996.
[6] EGS Electrical Group, Power Quality Guidebook. Rosemont, IL.
[7] Hsiung Cheng Lin, "Fast Power System Harmonic Detection using
Intelligent Neural", in Proc. IEEE ICSS2005 International Conference
On Systems & Signals, Kaohsiung, Taiwan, 2005.
[8] K.H. Yiauw and M.S. Khanniche, "A Novel Three-Phase Active Power
Filter", Power Engineering, 2001, pp. 77-84.
[9] S.P. Litran, P. Salmeron, R.S. Herrera, and J.R. Vazquez, " New control
strategy to improve power quality using a hybrid power filter", in Proc.
International Conference on Renewable Energies and Power Quality,
Santander, 2008.
[10] Shihong Wu, Junnan Wang, Rui Huang, and Dan Guo, "Harmonic
Current Detection and Simulation with Active Power Filter Based on
Simulink", in Proc. International Conference on Intelligent
Computation Technology and Automation (ICICTA), Guangdong, China,
2011.
[11] Mahmoud F. Shousha, Sherif A. Zaid, and Osama A. Mahgoub, "A
Comparative Study on Four Time-Domain Harmonic Detection Methods
for Active Power Filters Serving in Distorted Supply", in Proc.
International MultiConference of Engineers and Computer Scientists",
Vol.II. Hong Kong, March 16 - 18, 2011.
[12] K-L. Areerak and K-N. Areerak, "The Comparison Study of Harmonic
Detection Methods for Shunt Active Power Filters", World Academy of
Science, Engineering and Technology, Vol.70, 2010, pp.243-248.
[13] P. Santiprapan and K-L Areerak, "Performance Improvement of
Harmonic Detection using Synchronous Reference Frame Method", in
Proc. 4th International Conference on Circuits, Systems and Signals
(GSS-10), Corfu Island, Greece, July 22-25, 2010.
[14] S. Sujitjorn, K-L Areerak, and T. Kulworawanichpong, " The DQ Axis
with Fourier (DQF) Method for Harmonic Indentification", IEEE
Transactions on Power Delivery, Issue 1, Jan 2007.
[15] C.L. Chen, C.E. Lin, and C. L. Huang, "Reactive and Harmonic Current
Compensation for Unbalanced Three-phase Systems using the
Synchronous Detection Method", Electric Power Systems Research,
Vol. 26, Issue 3, April 1993, pp. 163-170.
[16] Bhuvaneswari, G., Nair, M.G., and KumarReddy, S., "Comparison of
Synchronous Detection and I.CosΦ Shunt Active Filtering Algorithms",
in Proc. International Conference on Power Electronics, Drives and
Energy Systems, New Delhi, 2006.
[17] Tri Desmana Rachmildha, "Optimized Combined System of Shunt
Active Power Filters and Capacitor Banks", International Journal on
Electrical Engineering and Informatics, Vol. 3, Number 3, 2011.
[18] Karuppanan P. Saswat Kumar Ram, and KamalaKanta Mahapatra,
"Three Level Hysteresis Current Controller Based Active Power Filter
for Harmonic Compensation" in Proc. International Conference on
Emerging Trends in Electrical and Computer Technology, Tamilnadu,
2011.
[19] Tarek A. Kasmieh and Hassan S. Omran, "Active Power Filter
dimensioning Using a Hysteresis Current Controller", in Proc. World
Academy of Science, Engineering and Technology, 2009.
[20] Simone Buso, Luigi Malesani, Paolo Mattavelli, "Comparison of
Current Control Techniques for Active Filter Applications", IEEE
TRANSACTIONS ON INDUSTRIAL ELECTRONICS, VOL.45,
NO.5, OCTOBER 1998, pp.722-729.
[21] Rahmani, S, Al-Haddad, K., and Kanaan, H.Y., "Two PWM techniques
for single-phase shunt active power filters employing a direct current
control strategy", Power Electronics, Vol.1, Issue 3, pp.376-385, 2008.
[22] J. Chelladurai, G. Saravana Ilango, C. Nagamani, and S. Senthil Kumar,
"Investigation of Various PWM Techniques for Shunt Active Filter", in
Proc. World Academy of Science, Engineering and Technology 39, 2008.
[23] A. M. Massoud, S. J. Finney, and B. W. Williams, "Predictive Current
Control of a Shunt Active Power Filter", in Proc. 35th Annual IEEE
Power Electronics Specialists Conference, 2004.
[24] N. Ghiasnezhad, M. Tavakoli Bina, and M. A. Golkar, "Two Efficient
3D-SVM Algorithms for Four-Wire Converters", European Journal of
Scientific Research, Vol.27 No.1, pp.104-111, 2009
[25] Hong Qiu, Yin Zhongdong, Liu Qiao, and Shan Renzhong, "A Direct
Current Control of Shunt Active Power Filter", in Proc. International
Conference on Energy and Environment Technology, Vol.2,
Washington, 2009.
[26] Indranarain Ramlall, "Artificial Intelligence: Neural Networks
Simplified", International Research Journal of Finance and Economics,
Vol.39, 2010, pp. 105 - 120.
[27] Howard Demuth, Mark Beale, Martin Hagan, "Neural Network Toolbox
TM 6 User-s Guide", The MathWorks,Inc., 1992-2010, pp.1-4 to 1-6
[28] J.L. Floresf Grarrido and P. Salmenron Revuelta, "Control of an active
power filter using dynamic neural networks", in Proc. International
Conference on Renewable Energies and Power Quality, Palma de
Mallorca, 2006.
[29] Avik Bhattacharya, Chandan Chakraborty, "A Shunt Active
Power Filter With Enhanced Performance Using ANN-Based Predictive
and Adaptive Controllers", IEEE Transactions on Industrial Electronics,
Vol.58, No.2, February 2011, pp.421-428.
[30] Eyad Almaita, Johnson A. Asumadu, "Harmonic Content Extraction in
Converter Waveforms Using Radial Basis Function Neural Networks
(RBFNN) and p-q Power Theory", Power and Energy Conference at
Illinois (PECI), 2011 IEEE, 25-26 Feb. 2011, pp.1-7.
[31] B.Vasumathi, S.Moorthi, "Harmonic Estimation Using Modified
ADALINE Algorithm with Time-Variant Widrow - Hoff (TVWH)
Learning Rule", Computers & Informatics (ISCI), 2011 IEEE
Symposium, 2011, pp.113-118.
[32] Ngac Ky Nguyen, Patrice Wira, Damien Flieller, Djaffar Ould
Abdeslam, Jean Merckl'e, "A Comparative Experimental Study of
Neural and Conventional Controllers for an Active Power Filter",
IECON 2010 - 36th Annual Conference on IEEE Industrial Electronics
Society, pp.1995-2000.
[33] Gupta, S. P. Dubey, S. P. Singh, "Neural Network Based Active Power
Filter for Power Quality Improvement", Power and Energy Society
General Meeting, 2010 IEEE, pp.1-8.
[34] Neeraj Sharma, Rakesh Gupta, Dulara Sharma, Anil Swarnkar, Nikhil
Gupta, "Estimation and Elimination of Harmonics in Power System
using Modified FFT with Variable Learning of ADALINE", Electric
Power Quality and Supply Reliability Conference (PQ), 2010, pp.79 -
86.
[35] S. Masjedi, M. Ahmadi, E. Pashajavid, "Improved Shunt APF Based On
Using Adaptive RBF Neural Network and Modified Hysteresis Current
Control", SPEEDAM 2010 International Symposium on Power
Electronics Electrical Drives Automation and Motion, pp.216-220.
[36] Wang Dazhi, Ji Guoqing, Li Jun, Sun Hualong, Liu Shengli, Song
Keling, "A Novel Hysteresis Current Control Strategy Based on Neural
Network", International Conference on Computer Design and
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using Artificial Network", SMC '06, IEEE International Conference on
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Conference on IEEE Industrial Electronics, pp.4404-4409.
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by Artificial Neural Network Approach", IECON 2006 - 32nd Annual
Conference on IEEE Industrial Electronics, pp.4392-4397.
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ICPESA '06, 2nd International Conference on Power Electronics
Systems and Applications, 2006, pp.256-259.
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identification and compensation with an artificial neural network
method", 2006 IEEE International Symposium on Industrial Electronics,
Vol.3, pp.1732-1737.
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controlled three-phase three-wire shunt active Power Filter", IEEE
International Symposium on Industrial Electronics, Vol.1 , 2006, pp.5-
10.
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[1] C. Nalini Kiran, Subhransu Sekhar Dash, and S. Prema Latha, "A Few
Aspects of Power Quality Improvement Using Shunt Active Power
Filter," International Journal of Scientific & Engineering Research,
vol.2, Issue 5, May 2011.
[2] Sandeep V. Rode and Siddharth A. Ladhake, "A Review on Technique
for Reduction of Harmonic Distortion," International Journal of
Electrical and Power Engineering, vol.5(1), pp. 62-64, 2011.
[3] Sasan Zabihi and Firuz Zare, "Active Power Filters with Unipolar Pulse
Width Modulation to Reduce Switching Losses," in Proc. 2006
International Conference on Power System Technology, Chongqing,
China, 2006.
[4] H. Jou, J. Wu, and H. Chu, "New single-phase active power filter", in
Proc. IEE Proceeding Electric Power Application, vol. 141, no. 3, pp.
129-134, May 1994.
[5] C.Y. Hsu and H.Y. Wu, "A new single-phase active power filter with
reduced energy storage", in Proc. IEE International Conference on
Electronic Power Application, vol.143, no.1, pp.25-30, January 1996.
[6] EGS Electrical Group, Power Quality Guidebook. Rosemont, IL.
[7] Hsiung Cheng Lin, "Fast Power System Harmonic Detection using
Intelligent Neural", in Proc. IEEE ICSS2005 International Conference
On Systems & Signals, Kaohsiung, Taiwan, 2005.
[8] K.H. Yiauw and M.S. Khanniche, "A Novel Three-Phase Active Power
Filter", Power Engineering, 2001, pp. 77-84.
[9] S.P. Litran, P. Salmeron, R.S. Herrera, and J.R. Vazquez, " New control
strategy to improve power quality using a hybrid power filter", in Proc.
International Conference on Renewable Energies and Power Quality,
Santander, 2008.
[10] Shihong Wu, Junnan Wang, Rui Huang, and Dan Guo, "Harmonic
Current Detection and Simulation with Active Power Filter Based on
Simulink", in Proc. International Conference on Intelligent
Computation Technology and Automation (ICICTA), Guangdong, China,
2011.
[11] Mahmoud F. Shousha, Sherif A. Zaid, and Osama A. Mahgoub, "A
Comparative Study on Four Time-Domain Harmonic Detection Methods
for Active Power Filters Serving in Distorted Supply", in Proc.
International MultiConference of Engineers and Computer Scientists",
Vol.II. Hong Kong, March 16 - 18, 2011.
[12] K-L. Areerak and K-N. Areerak, "The Comparison Study of Harmonic
Detection Methods for Shunt Active Power Filters", World Academy of
Science, Engineering and Technology, Vol.70, 2010, pp.243-248.
[13] P. Santiprapan and K-L Areerak, "Performance Improvement of
Harmonic Detection using Synchronous Reference Frame Method", in
Proc. 4th International Conference on Circuits, Systems and Signals
(GSS-10), Corfu Island, Greece, July 22-25, 2010.
[14] S. Sujitjorn, K-L Areerak, and T. Kulworawanichpong, " The DQ Axis
with Fourier (DQF) Method for Harmonic Indentification", IEEE
Transactions on Power Delivery, Issue 1, Jan 2007.
[15] C.L. Chen, C.E. Lin, and C. L. Huang, "Reactive and Harmonic Current
Compensation for Unbalanced Three-phase Systems using the
Synchronous Detection Method", Electric Power Systems Research,
Vol. 26, Issue 3, April 1993, pp. 163-170.
[16] Bhuvaneswari, G., Nair, M.G., and KumarReddy, S., "Comparison of
Synchronous Detection and I.CosΦ Shunt Active Filtering Algorithms",
in Proc. International Conference on Power Electronics, Drives and
Energy Systems, New Delhi, 2006.
[17] Tri Desmana Rachmildha, "Optimized Combined System of Shunt
Active Power Filters and Capacitor Banks", International Journal on
Electrical Engineering and Informatics, Vol. 3, Number 3, 2011.
[18] Karuppanan P. Saswat Kumar Ram, and KamalaKanta Mahapatra,
"Three Level Hysteresis Current Controller Based Active Power Filter
for Harmonic Compensation" in Proc. International Conference on
Emerging Trends in Electrical and Computer Technology, Tamilnadu,
2011.
[19] Tarek A. Kasmieh and Hassan S. Omran, "Active Power Filter
dimensioning Using a Hysteresis Current Controller", in Proc. World
Academy of Science, Engineering and Technology, 2009.
[20] Simone Buso, Luigi Malesani, Paolo Mattavelli, "Comparison of
Current Control Techniques for Active Filter Applications", IEEE
TRANSACTIONS ON INDUSTRIAL ELECTRONICS, VOL.45,
NO.5, OCTOBER 1998, pp.722-729.
[21] Rahmani, S, Al-Haddad, K., and Kanaan, H.Y., "Two PWM techniques
for single-phase shunt active power filters employing a direct current
control strategy", Power Electronics, Vol.1, Issue 3, pp.376-385, 2008.
[22] J. Chelladurai, G. Saravana Ilango, C. Nagamani, and S. Senthil Kumar,
"Investigation of Various PWM Techniques for Shunt Active Filter", in
Proc. World Academy of Science, Engineering and Technology 39, 2008.
[23] A. M. Massoud, S. J. Finney, and B. W. Williams, "Predictive Current
Control of a Shunt Active Power Filter", in Proc. 35th Annual IEEE
Power Electronics Specialists Conference, 2004.
[24] N. Ghiasnezhad, M. Tavakoli Bina, and M. A. Golkar, "Two Efficient
3D-SVM Algorithms for Four-Wire Converters", European Journal of
Scientific Research, Vol.27 No.1, pp.104-111, 2009
[25] Hong Qiu, Yin Zhongdong, Liu Qiao, and Shan Renzhong, "A Direct
Current Control of Shunt Active Power Filter", in Proc. International
Conference on Energy and Environment Technology, Vol.2,
Washington, 2009.
[26] Indranarain Ramlall, "Artificial Intelligence: Neural Networks
Simplified", International Research Journal of Finance and Economics,
Vol.39, 2010, pp. 105 - 120.
[27] Howard Demuth, Mark Beale, Martin Hagan, "Neural Network Toolbox
TM 6 User-s Guide", The MathWorks,Inc., 1992-2010, pp.1-4 to 1-6
[28] J.L. Floresf Grarrido and P. Salmenron Revuelta, "Control of an active
power filter using dynamic neural networks", in Proc. International
Conference on Renewable Energies and Power Quality, Palma de
Mallorca, 2006.
[29] Avik Bhattacharya, Chandan Chakraborty, "A Shunt Active
Power Filter With Enhanced Performance Using ANN-Based Predictive
and Adaptive Controllers", IEEE Transactions on Industrial Electronics,
Vol.58, No.2, February 2011, pp.421-428.
[30] Eyad Almaita, Johnson A. Asumadu, "Harmonic Content Extraction in
Converter Waveforms Using Radial Basis Function Neural Networks
(RBFNN) and p-q Power Theory", Power and Energy Conference at
Illinois (PECI), 2011 IEEE, 25-26 Feb. 2011, pp.1-7.
[31] B.Vasumathi, S.Moorthi, "Harmonic Estimation Using Modified
ADALINE Algorithm with Time-Variant Widrow - Hoff (TVWH)
Learning Rule", Computers & Informatics (ISCI), 2011 IEEE
Symposium, 2011, pp.113-118.
[32] Ngac Ky Nguyen, Patrice Wira, Damien Flieller, Djaffar Ould
Abdeslam, Jean Merckl'e, "A Comparative Experimental Study of
Neural and Conventional Controllers for an Active Power Filter",
IECON 2010 - 36th Annual Conference on IEEE Industrial Electronics
Society, pp.1995-2000.
[33] Gupta, S. P. Dubey, S. P. Singh, "Neural Network Based Active Power
Filter for Power Quality Improvement", Power and Energy Society
General Meeting, 2010 IEEE, pp.1-8.
[34] Neeraj Sharma, Rakesh Gupta, Dulara Sharma, Anil Swarnkar, Nikhil
Gupta, "Estimation and Elimination of Harmonics in Power System
using Modified FFT with Variable Learning of ADALINE", Electric
Power Quality and Supply Reliability Conference (PQ), 2010, pp.79 -
86.
[35] S. Masjedi, M. Ahmadi, E. Pashajavid, "Improved Shunt APF Based On
Using Adaptive RBF Neural Network and Modified Hysteresis Current
Control", SPEEDAM 2010 International Symposium on Power
Electronics Electrical Drives Automation and Motion, pp.216-220.
[36] Wang Dazhi, Ji Guoqing, Li Jun, Sun Hualong, Liu Shengli, Song
Keling, "A Novel Hysteresis Current Control Strategy Based on Neural
Network", International Conference on Computer Design and
Applications (ICCDA), 2010, pp.V2-369 - V2-372.
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@article{"International Journal of Electrical, Electronic and Communication Sciences:51162", author = "S. Janpong and K-L. Areerak and K-N. Areerak", title = "A Literature Survey of Neural Network Applications for Shunt Active Power Filters", abstract = "This paper aims to present the reviews of the
application of neural network in shunt active power filter (SAPF).
From the review, three out of four components of SAPF structure,
which are harmonic detection component, compensating current
control, and DC bus voltage control, have been adopted some of
neural network architecture as part of its component or even
substitution. The objectives of most papers in using neural network in
SAPF are to increase the efficiency, stability, accuracy, robustness,
tracking ability of the systems of each component. Moreover,
minimizing unneeded signal due to the distortion is the ultimate goal
in applying neural network to the SAPF. The most famous
architecture of neural network in SAPF applications are ADALINE
and Backpropagation (BP).", keywords = "Active power filter, neural network, harmonic
distortion, harmonic detection and compensation, non-linear load.", volume = "5", number = "12", pages = "1662-7", }
