Islanding detection method of a photovoltaic power generation system based on a CMAC neural network

Energies

Volumn 6, Issue 8, 2013, Pages 4152-4169

  Chao, Kuei Hsiang ^a   Yang, Min Sen ^a   Hung, Chin Pao ^a  

^a NATIONAL CHIN YI UNIVERSITY OF TECHNOLOGY   (Taiwan)

Author keywords

Cerebellar model articulation controller (CMAC); Islanding phenomenon detection; Photovoltaic (PV) system

Indexed keywords

BRAIN; NEURAL NETWORKS; PHOTOVOLTAIC CELLS; SOLAR ENERGY;

CEREBELLAR MODEL ARTICULATION CONTROLLER; CMAC NEURAL NETWORK; DETECTION METHODS; INDUCTION ABILITY; ISLANDING DETECTION METHODS; ISLANDING PHENOMENON; PHOTOVOLTAIC POWER GENERATION SYSTEMS; PHOTOVOLTAIC SYSTEMS;

DISTRIBUTED POWER GENERATION;

EID: 84884646637     PISSN: None     EISSN: 19961073     Source Type: Journal    
DOI: 10.3390/en6084152     Document Type: Article

References (21)

1. Task, V. Probability of Islanding in Utility Networks Due to Grid-Connected Photovoltaic Power Systems; IEA-PVPS T5-07; International Energy Agency (IEA): Arnhem, Netherlands, 2002.
2. Hong, Y.Y.; Chou, J.H. Nonintrusive energy monitoring for microgrids using hybrid self-organizing feature-mapping networks. Energies 2012, 5, 2578-2593.
3. Balaguer, I.J.; Kim, H.G.; Peng, F.Z.; Ortiz, E.I. Survey of Photovoltaic Power Systems Islanding Detection Methods. In Proceedings of the 34th Annual Conference of the IEEE Industrial Electronics Society (IECON-2008), Orlando, FL, USA, 10-13 November 2008; pp. 2247-2252.
4. Kim, J.Y.; Kim, H.M.; Kim, S.K.; Jeon, J.H.; Choi, H.K. Designing an energy storage system fuzzy PID controller for microgrid islanded operation. Energies 2011, 4, 1443-1460.
5. Singam, B.; Hui, L. Assessing SMS and PJD Schemes of Anti-Islanding with Varying Quality Factor. In Proceedings of IEEE International Power and Energy Conference, Putra Jaya, Malaysia, 28-29 November 2006; pp. 196-201.
6. Yin, G. A Distributed Generation Islanding Detection Method Based on Artificial Immune System. In Proceedings of IEEE Transmission and Distribution Conference and Exhibition, Dalian, China, 15-17 August 2005; pp. 1-4.
7. Kitamura, A.; Matsuda, H.; Yamamoto, F.; Matsuoka, T. Islanding Phenomenon of Grid Connected PV Systems. In Proceedings of IEEE Photovoltaic Specialists Conference, Anchorage, AK, USA, 15-20 September 2000; pp. 1591-1594.
8. Cobreces, S.; Bueno, E.J.; Pizarro, D.; Rodriguez, F.J.; Huerta, F. Grid impedance monitoring system for distributed power generation electronic interfaces. IEEE Trans. Instrum. Meas. 2009, 28, 3112-3121.
9. Zeineldin, H.H.; El-Saadany, E.F.; Salama, M.M.A. Impact of DG interface control on islanding detection and nondetection zones. IEEE Trans. Power Deliv. 2006, 21, 1515-1523.
10. De Mango, F.; Liserre, M.; Aquila, A.D. Overview of Anti-Islanding Algorithms for PV Systems. Part II: Active Methods. In Proceedings of IEEE Power Electronic and Motion Control Conference, Portoroz, Slovenia, 30 August-1 September 2006; pp. 1884-1889.
11. Merlin, V.L.; Santos, R.C.; Pavani, A.P.G.; Coury, D.V.; Oleskovicz, M.; Vieira, J.C.M. A Methodology for Training Artificial Neural Networks for Islanding Detection of Distributed Generators. In Proceedings of IEEE Innovative Smart Grid Technologies Latin America, Sao Paulo, Brazil, 15-17 April 2013; pp. 1-6.
12. ElNozahy, M.S.; El-Saadany, E.F.; Salama, M.M.A. A Robust Wavelet-ANN Based Technique for Islanding Detection. In Proceedings of IEEE Power and Energy Society General Meeting, Detroit, MI, USA, 24-28 July 2011; pp. 1-8.
13. Albus, J.S. A New approach to manipulator control: The cerebeller model articulation controller. J. Dyn. Syst. Meas. Control 1975, 97, 220-227.
14. Hung, C.P.; Chao, K.H. CMAC Neural Network Application on Lead-Acid Batteries Residual Capacity Estimation. In Proceedings of 3th International Conference on Intelligent Computing, Qingdao, China, 21-24 August 2007; pp. 961-970.
15. Handeiman, D.A.; Lane, S.H.; Gelfand, J.J. Integrating neural networks and knowledge-based systems for intelligent robotic control. IEEE Trans. Control Sys. Mag. 1990, 10, 77-87.
16. IEEE Recommended Practice for Monitoring Electric Power Quality; IEEE Standard 1159-1995; IEEE Standard Association: Piscataway, NJ, USA, 1995.
17. IEEE Standard for Interconnecting Distributed Resources with Electric Power Systems; IEEE Standard 1547; IEEE Standard Association: Piscataway, NJ, USA, 2003.
18. PSIM User's Guide, 2001-2003; Powersim Inc.: Rockville, MD, USA, 2003.
19. Kyocera Corporation. Kyocera Photovoltaic Module KC40T Specifications. Available online: http://www.kyocera.com.sg/products/solar/pdf/kc40t.pdf (accessed on 22 January 2013).
20. Stevens, J.; Bonn, R.; Ginn, J.; Gonzalez, S.; Kern, G. Development and Testing of an Approach to Anti-Islanding in Utility-Interconnected Photovoltaic System; Sandia National Laboratories: Albuquerque, NM, USA, 2000.
21. Cypress Semiconductor. PSoC Technology. Available online: http://www.cypress.com/?id=1573 (accessed on 22 January 2013).