Computational Intelligence based techniques for islanding detection of distributed generation in distribution network: A review

Energy Conversion and Management

Volumn 88, Issue , 2014, Pages 139-152

  Laghari, J A ^a,c   Mokhlis, H ^a   Karimi, M ^a   Bakar, A H A ^a   Mohamad, Hasmaini ^b  

^a UNIVERSITY OF MALAYA   (Malaysia)

^b UNIVERSITI TEKNOLOGI MARA   (Malaysia)

^c Quaid e Awam University of Engineering Science and Technology Nawabshah   (Pakistan)

Author keywords

Adaptive Neuro fuzzy inference system; Artificial neural network; Decision tree classifier; Fuzzy logic control; Islanding detection

Indexed keywords

ADAPTIVE NEURO-FUZZY INFERENCE SYSTEM; DECISION TREE CLASSIFIERS; FUZZY LOGIC CONTROL; ISLANDING DETECTION;

NEURAL NETWORKS;

EID: 84907483554     PISSN: 01968904     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.enconman.2014.08.024     Document Type: Review

References (144)

1. International Energy Agency. Distributed generation in liberalized electricity market; 2002. < http://gasunie.eldoc.ub.rug.nl/FILES/root/2002/3125958/3125958.pdf > (assessed 01.10.13).
2. J.A. Laghari, H. MOKHLIS, A.H.A. Bakar, M Karimi, and H. Mohammad Comparison of fuzzy and PID based governor's response in utilization of DG spinning reserve Przeglad Elektrotech. R. 89 NR 2a 2013 187 190
3. IEEE Standard for Interconnecting Distributed Resources with Electric Power Systems. IEEE Std 1547-2003; 2003. p. 1-16.
4. P. Mahat, C. Zhe, and B. Bak-Jensen A hybrid islanding detection technique using average rate of voltage change and real power shift IEEE Trans Power Delivery 24 2009 764 771
5. H. Mohamad, H. Mokhlis, A.H.A. Bakar, and H.W. Ping A review on islanding operation and control for distribution network connected with small hydro power plant Renew Sustain Energy Rev 15 2011 3952 3962
6. Mahat P, Zhe C, Bak-Jensen B. Review on islanding operation of distribution system with distributed generation. IEEE power & energy soc gen meeting; 2011. p. 1-8.
7. T.S. Basso, and R. DeBlasio IEEE 1547 series of standards: interconnection issues IEEE Trans Power Electr 19 2004 1159 1162
8. P. Hines, J. Apt, and S. Talukdar Large blackouts in North America: historical trends and policy implications Energy Policy 37 2009 5249 5259
9. Y.V. Makarov, V.I. Reshetov, A. Stroev, and I. Voropai Blackout Prevention in the United States, Europe, and Russia IEEE Proc 93 2005 1942 1955
10. G. Andersson, P. Donalek, R. Farmer, N. Hatziargyriou, I. Kamwa, and P. Kundur Causes of the 2003 major grid blackouts in North America and Europe, and recommended means to improve system dynamic performance IEEE Trans Power Syst 20 2005 1922 1928
11. L. Chang, and Z. Wu Performance and reliability of electrical power grids under cascading failures Int J Electr Power 33 2011 1410 1419
12. P. Pourbeik, P.S. Kundur, and C.W. Taylor The anatomy of a power grid blackout - root causes and dynamics of recent major blackouts IEEE Power Energy Mag 4 2006 22 29
13. X. Zhao, X. Zhang, and B. He Study on self organized criticality of China power grid blackouts Energy Convers Manage 50 2009 658 661
14. J.-W. Wang, and L.-L. Rong Robustness of the western United States power grid under edge attack strategies due to cascading failures Safe Sci 49 2011 807 812
15. M.R. Aghamohammadi, and A. Shahmohammadi Intentional islanding using a new algorithm based on ant search mechanism Int J Electr Power 35 2012 138 147
16. S. Pahwa, M. Youssef, P. Schumm, C. Scoglio, and N. Schulz Optimal intentional islanding to enhance the robustness of power grid networks Physica A 392 2013 3741 3754
17. A. El-Zonkoly, M. Saad, and R. Khalil New algorithm based on CLPSO for controlled islanding of distribution systems Int J Electr Power 45 2013 391 403
18. S. Kai, Z. Da-Zhong, and L. Qiang Splitting strategies for islanding operation of large-scale power systems using OBDD-based methods IEEE Trans Power Syst 18 2003 912 923
19. Y. Chen, Z. Xu, and J. Stergaard Security assessment for intentional island operation in modern power system Electr Power Syst Res 81 2011 1849 1857
20. M. Golari, N. Fan, and J. Wang Two-stage stochastic optimal islanding operations under severe multiple contingencies in power grids Electr Power Syst Res 114 2014 68 77
21. P.A. Trodden, W.A. Bukhsh, A. Grothey, and K.I.M. McKinnon MILP formulation for controlled islanding of power networks Int J Electr Power 45 2013 501 508
22. L. Liu, W. Liu, D.A. Cartes, and I.-Y. Chung Slow coherency and Angle Modulated Particle Swarm Optimization based islanding of large-scale power systems Adv Eng Inform 23 2009 45 56
23. E.A.R. Theodoro, R.A.S. Benedito, J.B.A. London Jr, and L.F.C. Alberto Algebraic-graph method for identification of islanding in power system grids Int J Electr Power 35 2012 171 179
24. A. Shahmohammadi, and M.T. Ameli Proper sizing and placement of distributed power generation aids the intentional islanding process Electr Power Syst Res 106 2014 73 85
25. D. Hazarika, S. Bhuyan, and S.P. Chowdhury Line outage contingency analysis including the system islanding scenario Int J Electr Power 28 2006 232 243
26. R.L. Vasquez-Arnez, D.S. Ramos, and T.E. Del Carpio-Huayllas Microgrid dynamic response during the pre-planned and forced islanding processes involving DFIG and synchronous generators Int J Electr Power 62 2014 175 182
27. A. Ketabi, and M. Hajiakbari Fini An under frequency load shedding scheme for islanded microgrids Int J Electr Power 62 2014 599 607
28. A. Mokari-Bolhasan, H. Seyedi, B. Mohammadi-ivatloo, S. Abapour, and S. Ghasemzadeh Modified centralized ROCOF based load shedding scheme in an islanded distribution network Int J Electr Power 62 2014 806 815
29. Aghaebrahimi MR, Mehdizadeh M, Najafi HR. A new algorithm for reliability assessment of wind-diesel system in islanding mode of operation. In: Int conf on power eng energy and elect drives; 2011. p. 1-6.
30. H.H. Zeineldin, K. Bhattacharya, E.F. El-Saadany, and M.M.A. Salama Impact of intentional islanding of distributed generation on electricity market prices IET Gener Trans Distrib 153 2006 147 154
31. P. Mahat, C. Zhe, and B. Bak-Jensen Underfrequency load shedding for an islanded distribution system with distributed generators IEEE Trans Power Deliver 25 2010 911 918
32. N.W.A. Lidula, and A.D. Rajapakse Microgrids research: a review of experimental microgrids and test systems Renew Sustain Energy Rev 15 2011 186 202
33. Chowdhury SP, Chowdhury S, Crossley PA, Chui Fen T. UK scenario of islanded operation of active distribution networks - A survey. IEEE power and energy society general meeting- conversion and delivery of electrical energy in the 21st century; 2008. p. 1-6.
34. S.P. Chowdhury, S. Chowdhury, and P.A. Crossley UK scenario of islanded operation of active distribution networks with renewable distributed generators Int J Electr Power 33 2011 1251 1255
35. P.A. Gooding, E. Makram, and R. Hadidi Probability analysis of distributed generation for island scenarios utilizing Carolinas data Electr Power Syst Res 107 2014 125 132
36. P. Fuangfoo, L. Wei-Jen, and K. Ming-Tse Impact study on intentional islanding of distributed generation connected to a radial subtransmission system in Thailand's electric power system IEEE Trans Ind Appl 43 2007 1491 1498
37. Fuangfoo P, Wei-Jen L, Nigim KA. Intentional islanding operation to improve the service reliability of Thailand electric power system. IEEE power engineering society general meeting; 2007. p. 1-7.
38. Joshi KA, Pindoriya NM. Risk assessment of unintentional islanding in a spot network with roof-top photovoltaic system - a case study in India. IEEE innovative smart grid tech - Asia; 2013. p. 1-6.
39. Carvajal Quintero SX, Marin Jimenez JD, Arango Aramburo S. Feasibility of intentional islanding operation with small hydropower plants. In: Sixth IEEE Latin America conference and exposition on transmission and distribution; 2012. p. 1-6.
40. Londero RR, Affonso CM, Nunes MVA, Freitas W. Planned islanding for Brazilian system reliability. In: IEEE conference and exposition on transmission and distribution; 2010. p. 1-6.
41. Yu C, Zhao X, Ostergaard J. Frequency analysis for planned islanding operation in the Danish distribution system - Bornholm. In: 43rd Int universities power engineering conference; 2008. p. 1-5.
42. IEEE Recommended Practice for Utility Interface of Photovoltaic (PV) Systems. IEEE Std 929-2000; 2000.
43. UL1741. Inverter, converter, and controllers for use in independent power system; 2001.
44. IEC 62116 Edition 1.0. International standard, test procedure of islanding prevention measures for utility-interconnected photovoltaic inverters; 2008-09.
45. K.N.E. Ku Ahmad, J. Selvaraj, and N.A. Rahim A review of the islanding detection methods in grid-connected PV inverters Renew Sustain Energy Rev 21 2013 756 766
46. B. Yu, M. Matsui, and G. Yu A review of current anti-islanding methods for photovoltaic power system Sol Energy 84 2010 745 754
47. Zeineldin HH, Kirtley JL Jr. Islanding operation of inverter based Distributed Generation with static load models. IEEE power and energy society general meeting - conversion and delivery of electrical energy in the 21st century; 2008. p. 1-6.
48. Zhou B, Han M, Tang X, Wu Y. Electric load dynamic frequency modelling and its application for islanding operation control. In: Int conf on sustainable power generation and supply; 2012. p. 1-6.
49. Roy NK, Hossain MJ, Pota HR. Effects of load modeling in power distribution system with distributed wind generation. In: Universities power engineering conference; 2011. p. 1-6.
50. Abdelaziz S, Khadija BK, Mohamed E. Assessment of wind power penetration level in distribution network with consideration of static, motor and composite loads. In: 5th International renewable energy congress (IREC); 2014. p. 1-6.
51. Funabashi T, Koyanagi K, Yokoyama R. A review of islanding detection methods for distributed resources. In: IEEE proc power tech conference; 2003. p. 6.
52. Kunte RS, Wenzhong G. Comparison and review of islanding detection techniques for distributed energy resources. In: IEEE North American power symposium, Calgary, Canada; 2008. p. 1-8.
53. Mahat P, Zhe C, Bak-Jensen B. Review of islanding detection methods for distributed generation. Electric utility deregulation and restructuring and power technologies; 2008. p. 2743-8.
54. D. Velasco, C.L. Trujillo, G. Garcerá, and E. Figueres Review of anti-islanding techniques in distributed generators Renew Sustain Energy Rev 14 2010 1608 1614
55. Jun Y, Liuchen C, Diduch C. Recent developments in islanding detection for distributed power generation. In: Large engineering systems conference on power engineering; 2004. p. 124-8.
56. Menon V, Nehrir MH. A review of issues regarding the use of distributed generators. In: Proceedings of the 37th annual North American power symposium; 2005. p. 399-405.
57. Ropp ME, Aaker K, Haigh J, Sabbah N. Using power line carrier communications to prevent islanding [of PV power systems]. In: IEEE photovoltaic specialists conference; 2000. p. 1675-8.
58. W. Wencong, J. Kliber, Z. Guibin, X. Wilsun, B. Howell, and T. Palladino A power line signaling based scheme for anti-islanding protection of distributed generators Part II: Field test results IEEE Trans Power Deliver 22 2007 1767 1772
59. X. Wilsun, Z. Guibin, L. Chun, W. Wencong, W. Guangzhu, and J. Kliber A power line signaling based technique for anti-islanding protection of distributed generators - Part I: Scheme and analysis IEEE Trans Power Deliver 22 2007 1758 1766
60. M.A. Redfern, O. Usta, and G. Fielding Protection against loss of utility grid supply for a dispersed storage and generation unit IEEE Trans Power Deliver 8 1993 948 954
61. Barsali S, Ceraolo M, Pelacchi P, Poli D. Control techniques of Dispersed Generators to improve the continuity of electricity supply. In: IEEE power engineering society winter meeting, vol. 2; 2002. p. 789-94.
62. Wrinch Michael C. Negative sequence impedance measurement for distributed generator islanding detection. Electrical and computer engineering, faculty of graduate studies. The University of British Columbia; 2008.
63. Warin J, Allen WH. Loss of mains protection. In: Proc ERA conf circuit protection for industrial and commercial installation, London, UK; 1990. pp. 4.3.1-4.3.12.
64. C.M. Affonso, W. Freitas, W. Xu, and L.C.P. Da Silva Performance of ROCOF relays for embedded generation applications IET Gener Trans Distrib 152 2005 109 114
65. W. Freitas, X. Wilsun, C.M. Affonso, and H. Zhenyu Comparative analysis between ROCOF and vector surge relays for distributed generation applications IEEE Trans Power Deliver 20 2005 1315 1324
66. P. Fu-Sheng, and H. Shyh-Jier A detection algorithm for islanding-prevention of dispersed consumer-owned storage and generating units IEEE Trans Energy Convers 16 2001 346 351
67. F.S. Pai, and S.J. Huang A detection algorithm for islanding-prevention of dispersed consumer-owned storage and generating units IEEE Power Eng Rev 21 2001 67
68. Jang SI, Kim KH. A new islanding detection algorithm for distributed generations interconnected with utility networks. In: IEEE int conf on developments in power system protection; 2004. p. 571-4.
69. Ebadollah Kamyab, and Javad Sadeh Islanding detection method for photovoltaic distributed generation based on voltage drifting IET Gener Trans Distrib 2013 584 592
70. Hopewell PD, Jenkins N, Cross AD. Loss-of-mains detection for small generators. In: IEE proceedings on electric power applications, vol. 143; 1996. p. 225-30.
71. Kobayashi H, Takigawa K, Hashimoto E, Kitamura A, Matsuda H. Method for preventing islanding phenomenon on utility grid with a number of small scale PV systems. In: IEEE photovoltaic specialists conference; 1991. p. 695-700.
72. Kim JE, Hwang JS. Islanding detection method of distributed generation units connected to power distribution system. In: Int conf on power system technology, vol. 2; 2000. p. 643-7.
73. K. Jia, T. Bi, B. Liu, D. Thomas, and A. Goodman Advanced islanding detection utilized in distribution systems with DFIG Int J Electr Power 63 2014 113 123
74. Salman SK, King DJ, Weller G. New loss of mains detection algorithm for embedded generation using rate of change of voltage and changes in power factors. In: IEEE int conf on developments in power system protection; 2001. p. 82-5.
75. Sung-Il J, Kwang-Ho K. Development of a logical rule-based islanding detection method for distributed resources. In: IEEE power engineering society winter meeting; 2002. p. 800-6.
76. H.H. Zeineldin, T. Abdel-Galil, E.F. El-Saadany, and M.M.A. Salama Islanding detection of grid connected distributed generators using TLS-ESPRIT Electr Power Syst Res 77 2007 155 162
77. K.N.E.K. Ahmad, N.A. Rahim, J. Selvaraj, A. Rivai, and K. Chaniago An effective passive islanding detection method for PV single-phase grid-connected inverter Sol Energy 97 2013 155 167
78. C.-T. Hsieh, J.-M. Lin, and S.-J. Huang Enhancement of islanding-detection of distributed generation systems via wavelet transform-based approaches Int J Electr Power 30 2008 575 580
79. Lidula NWA, Perera N, Rajapakse AD. Investigation of a fast islanding detection methodology using transient signals. In: IEEE power & energy society general meeting; 2009. p. 1-6.
80. Smith GA, Onions PA, Infield DG. Predicting islanding operation of grid connected PV inverters. In: IEE proceedings on electric power applications, vol. 147; 2000. p. 1-6.
81. M.E. Ropp, M. Begovic, and A. Rohatgi Analysis and performance assessment of the active frequency drift method of islanding prevention IEEE Trans Energy Convers 14 1999 810 816
82. H. Guo-Kiang, C. Chih-Chang, and C.-L. Chen Automatic phase-shift method for islanding detection of grid-connected photovoltaic inverters IEEE Trans Energy Convers 18 2003 169 173
83. H.H. Zeineldin, and M.M.A. Salama Impact of load frequency dependence on the NDZ and performance of the SFS islanding detection method IEEE Trans Ind Electron 58 2011 139 146
84. Stevens J, Bonn R, Ginn J, Gonzalez S, Kern G. Development and testing of an approach to anti-islanding in utility-interconnected photovoltaic systems. Sandia National Laboratories report SAND2000-1939, Sandia National Laboratories, Albuquerque, NM, August; 2000.
85. G. Hernandez-Gonzalez, and R. Iravani Current injection for active islanding detection of electronically-interfaced distributed resources IEEE Trans Power Deliver 21 2006 1698 1705
86. H. Karimi, A. Yazdani, and R. Iravani Negative-sequence current injection for fast islanding detection of a distributed resource unit IEEE Trans Power Electr 23 2008 298 307
87. Tuyen ND, Fujita G. Negative-sequence current injection of dispersed generation for islanding detection and unbalanced fault ride-through. In: Int conf universities' power engineering; 2011. p. 1-6.
88. Byeong-Heon K, Seung-Ki S, Chun-Ho L. Anti-islanding detection method using Negative Sequence Voltage. In: Int conf power electronics and motion control; 2012. p. 604-8.
89. F. Briz, D. Reigosa, C. Blanco, and J. Guerrero Coordinated operation of parallel-connected inverters for active islanding detection using high frequency signal injection IEEE Trans Ind Appl 2014 10.1109/tia.2014.2305802
90. Briz F, Reigosa D, Blanco C, Guerrero JM. Coordinated operation of parallel-connected inverters for active islanding detection using high frequency signal injection. In: IEEE energy conversion congress and exposition; 2013. p. 2296-303.
91. Reigosa D, Briz F, Blanco C, Garcia P, Guerrero JM. Active islanding detection using high frequency signal injection. In: IEEE energy conversion congress and exposition; 2011. p. 2183-90.
92. Reigosa D, Briz F, Blanco C, Garcia P, Guerrero JM. Active islanding detection for multiple parallel- connected inverter-based distributed generators using high frequency signal injection. In: IEEE energy conversion congress and exposition; 2012. p. 2719-26.
93. D. Reigosa, F. Briz, C. Blanco, P. Garcia, and J. Manuel Guerrero Active islanding detection for multiple parallel-connected inverter-based distributed generators using high-frequency signal injection IEEE Trans Power Electr 29 2014 1192 1199
94. D.D. Reigosa, F. Briz, C.B. Charro, P. Garcia, and J.M. Guerrero Active islanding detection using high-frequency signal injection IEEE Trans Ind Appl 48 2012 1588 1597
95. W.-J. Chiang, H.-L. Jou, and J.-C. Wu Active islanding detection method for inverter-based distribution generation power system Int J Electr Power 42 2012 158 166
96. H.L. Jou, W.J. Chiang, and J.C. Wu Virtual inductor-based islanding detection method for grid-connected power inverter of distributed power generation system IET Renew Power Gener 1 2007 175 181
97. D. Velasco, C. Trujillo, G. Garcera, and E. Figueres An active anti-islanding method based on phase-PLL perturbation IEEE Trans Power Electr 26 2011 1056 1066
98. Jun Y, Liuchen C, Diduch C. A new adaptive logic phase-shift algorithm for anti-islanding protections in inverter-based DG systems. In: IEEE power electronics specialists conference; 2005. p. 2482-6.
99. H. Pourbabak, and A. Kazemi A new technique for islanding detection using voltage phase angle of inverter-based DGs Int J Electr Power 57 2014 198 205
100. B. Indu Rani, M. Srikanth, G. Saravana Ilango, and C. Nagamani An active islanding detection technique for current controlled inverter Renew Energy 51 2013 189 196
101. O'Kane P, Fox B. Loss of mains detection for embedded generation by system impedance monitoring. In: Int conf on developments in power system protection; 1997. p. 95-8.
102. J.-M. Shen, H.-L. Jou, J.-C. Wu, and K.-D. Wu Hybrid photovoltaic generation system with novel islanding detection method Electr Power Syst Res 106 2014 101 108
103. K.M. Tsang, and W.L. Chan Rapid islanding detection using multi-level inverter for grid-interactive PV system Energy Convers Manage 77 2014 278 286
104. Mahat P, Zhe C, Bak-Jensen B. Review of islanding detection methods for distributed generation. In: Int conf on electric utility deregulation and restructuring and power technologies; 2008. p. 2743-8.
105. O. Tsukamoto, and K. Yamagishi Detection of islanding of multiple dispersed photovoltaic power systems Sol Energy 58 1996 9 15
106. O. Tsukamoto, T. Okayasu, and K. Yamagishi Study on islanding of dispersed photovoltaic power systems connected to a utility power grid Sol Energy 70 2001 505 511
107. V. Menon, and M.H. Nehrir A hybrid islanding detection technique using voltage unbalance and frequency set point IEEE Trans Power Syst 22 2007 442 448
108. Y. Jun, C.P. Diduch, and C. Liucheng Islanding detection using proportional power spectral density IEEE Trans Power Deliver 23 2008 776 784
109. Pigazo A, Moreno VM, Liserre M, Aquila AD. Wavelet-Based islanding detection algorithm for single-phase photovoltaic (PV) distributed generation systems. In: IEEE int symposium on industrial electronics; 2007. p. 2409-13.
110. J.A. Laghari, H. Mokhlis, A.H.A. Bakar, and M. Karimi A new islanding detection technique for multiple mini hydro based on rate of change of reactive power and load connecting strategy Energy Convers Manage 76 2013 215 224
111. G. Bayrak, and M. Cebeci A novel anti islanding detection method for grid connected fuel cell power generation systems Int J Hydrogen Energy 39 2014 8872 8880
112. Akhlaghi S, Ghadimi AA, Akhlaghi A. A novel hybrid islanding detection method combination of SMS and Q-f for islanding detection of inverter- based DG. In: Power and energy conference at Illinois; 2014. p. 1-8.
113. F.M. Dias, A. Antunes, and A.M. Mota Artificial neural networks: a review of commercial hardware Eng Appl Artif Intel 17 2004 945 952
114. Fayyad Y, Osman A. Neuro-wavelet based islanding detection technique. In: IEEE electric power and energy conference; 2010. p. 1-6.
115. ElNozahy MS, El-Saadany EF, Salama MMA. A robust wavelet-ANN based technique for islanding detection. In: IEEE power and energy society general meeting; 2011. p. 1-8.
116. Ghazi R, Lotfi N. A new hybrid intelligent based approach to islanding detection in distributed generation. In: Int universities power engineering conference; 2010. p. 1-5.
117. K. El-Arroudi, G. Joos, I. Kamwa, and D.T. McGillis Intelligent-based approach to islanding detection in distributed generation IEEE Trans Power Deliver 22 2007 828 835
118. A.G. Abd-Elkader, D.F. Allam, and E. Tageldin Islanding detection method for DFIG wind turbines using artificial neural networks Int J Electr Power 62 2014 335 343
119. Moeini A, Darabi A, Karimi M. Clustering governor signal of distributed generation for islanding detection. In: IEEE conf on computational tech in electrical and electronics engineering; 2010. p. 493-8.
120. A. Moeini, A. Darabi, S.M.R. Rafiei, and M. Karimi Intelligent islanding detection of a synchronous distributed generation using governor signal clustering Electr Power Syst Res 81 2011 608 616
121. K.-H. Chao, C.-L. Chiu, C.-J. Li, and Y.-C. Chang A novel neural network with simple learning algorithm for islanding phenomenon detection of photovoltaic systems Exp Syst Appl 38 2011 12107 12115
122. Lidula NWA, Rajapakse AD. Fast and reliable detection of power islands using transient signals. In: Int conf on industrial and information systems; 2009. p. 493-8.
123. S.R. Mohanty, P.K. Ray, N. Kishor, and B.K. Panigrahi Classification of disturbances in hybrid DG system using modular PNN and SVM Int J Electr Power 44 2013 764 777
124. Rosolowski Eugeniusz, Arkadiusz Burek, Leszek Jedut. A new method for islanding detection in distributed generation. Wroclaw University of Technology, Department of Electrical Power Engineering, Poland; 2007.
125. S.R. Samantaray, K. El-Arroudi, G. Joos, and I. Kamwa A fuzzy rule-based approach for islanding detection in distributed generation IEEE Trans Power Deliver 25 2010 1427 1433
126. Kumarswamy I, Sandipamu TK, Prasanth V. Analysis of islanding detection in distributed generation using fuzzy logic technique. 7th Asia modelling symposium; 2013. p. 3-7.
127. P.K. Dash, M. Padhee, and T.K. Panigrahi A hybrid time-frequency approach based fuzzy logic system for power island detection in grid connected distributed generation Int J Electr Power 42 2012 453 464
128. Liang S, Fangde W. An islanding detection algorithm based on fuzzy adaptive phase drift control. In: IEEE int conf on information and automation; 2013. p. 225-9.
129. Aguiar CR, Bastos RF, Neves RVA, Reis GB, Machado RQ. Fuzzy positive feedback for islanding mode detection in distributed generation. In: IEEE power and energy society general meeting; 2013. p. 1-5.
130. H. Vahedi, and M. Karrari Adaptive fuzzy sandia frequency-shift method for islanding protection of inverter-based distributed generation IEEE Trans Power Deliver 28 2013 84 92
131. Bitaraf H, Sheikholeslamzadeh M, Ranjbar AM, Mozafari B. Neuro-fuzzy islanding detection in distributed generation. IEEE innovative smart grid technologies; 2012. p. 1-5.
132. Faa-Jeng L, Kuang-Hsiung T, Jian-Hsing C. Active islanding detection method using wavelet fuzzy neural network. In: IEEE int conf on fuzzy systems; 2012. p. 1-8.
133. L. Faa-Jeng, H. Yi-Sheng, T. Kuang-Hsiung, C. Jian-Hsing, and C. Yung-Ruei Active islanding detection method using d-axis disturbance signal injection with intelligent control IET Gener Trans Distrib 7 2013 537 550
134. F. Hashemi, N. Ghadimi, and B. Sobhani Islanding detection for inverter-based DG coupled with using an adaptive neuro-fuzzy inference system Int J Electr Power 45 2013 443 455
135. H. Shayeghi, and B. Sobhani Zero NDZ assessment for anti-islanding protection using wavelet analysis and neuro-fuzzy system in inverter based distributed generation Energy Convers Manage 79 2014 616 625
136. S. Yong, and S.M. Rovnyak Decision tree-based methodology for high impedance fault detection IEEE Trans Power Deliver 19 2004 533 536
137. L. Rokach, and O. Maimon Top-down induction of decision trees classifiers - a survey IEEE Trans Syst Man Cybernetics Part C Appl Rev 35 2005 476 487
138. Madani SS, Abbaspour A, Beiraghi M, Dehkordi PZ, Ranjbar AM. Islanding detection for PV and DFIG using decision tree and AdaBoost algorithm. In: IEEE int conf and exhibition on innovative smart grid technologies; 2012. p. 1-8.
139. M. Heidari, G. Seifossadat, and M. Razaz Application of decision tree and discrete wavelet transform for an optimized intelligent-based islanding detection method in distributed systems with distributed generations Renew Sustain Energy Rev 27 2013 525 532
140. N.W.A. Lidula, and A.D. Rajapakse A pattern recognition approach for detecting power islands using transient signals - Part I: Design and implementation IEEE Trans Power Deliver 25 2010 3070 3077
141. N.W.A. Lidula, and A.D. Rajapakse A pattern-recognition approach for detecting power islands using transient signals - Part II: performance evaluation IEEE Trans Power Deliver 27 2012 1071 1080
142. Pham JP, Denboer N, Lidula NWA, Perera N, Rajapakse AD. Hardware implementation of an islanding detection approach based on current and voltage transients. In: IEEE electrical power and energy conference; 2011. p. 152-7.
143. K. El-Arroudi, and G. Joos Data mining approach to threshold settings of islanding relays in distributed generation IEEE Trans Power Syst 22 2007 1112 1119
144. Guiliang Y. A distributed generation islanding detection method based on artificial immune system. In: IEEE transmission and distribution conf and exhibition: Asia and Pacific; 2005. p. 1-4.