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Volumn 31, Issue 34, 2011, Pages 28-35

Short-term PV generation system forecasting model without irradiation based on weather type clustering

Author keywords

Distance analysis; Meteorological elements; Neural networks; Selforganizing feature map (SOM) clustering; Short term photovoltaic (PV) generation forecasting

Indexed keywords

BACKPROPAGATION; CONFORMAL MAPPING; NEURAL NETWORKS; PHOTOVOLTAIC EFFECTS; SELF ORGANIZING MAPS; SOLAR POWER GENERATION; SOLAR RADIATION; SUN;

EID: 83755220828     PISSN: 02588013     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (114)

References (21)
  • 2
    • 78650055802 scopus 로고    scopus 로고
    • Study of photovoltaic integration impact on system stability using custom model of PV arrays integrated with PSS/E
    • Arlington, TX, USA: Institute of Electrical and Electronics Engineers
    • Alquthami T, Ravindra H, Faruque M O, et al. Study of photovoltaic integration impact on system stability using custom model of PV arrays integrated with PSS/E [C] // 2010 North American Power Symposium, Arlington, TX, USA: Institute of Electrical and Electronics Engineers, 2010: 1-8.
    • (2010) 2010 North American Power Symposium , pp. 1-8
    • Alquthami, T.1    Ravindra, H.2    Faruque, M.O.3
  • 3
    • 33748319400 scopus 로고    scopus 로고
    • Effects of large-scale photovoltaic power integration on electricity distribution networks
    • Paatero J V, Lund P D. Effects of large-scale photovoltaic power integration on electricity distribution networks [J]. Renewable Energy, 2007, 32 (10): 216-234.
    • (2007) Renewable Energy , vol.32 , Issue.10 , pp. 216-234
    • Paatero, J.V.1    Lund, P.D.2
  • 5
    • 12444265712 scopus 로고    scopus 로고
    • Simulation of global solar radiation based on cloud observations
    • Ehnberg J S G, Bollen M H J. Simulation of global solar radiation based on cloud observations [J]. Solar Energy, 2005, 78 (2): 157-162.
    • (2005) Solar Energy , vol.78 , Issue.2 , pp. 157-162
    • Ehnberg, J.S.G.1    Bollen, M.H.J.2
  • 6
    • 0024680314 scopus 로고
    • Cloud effects on distributed photovoltaic generation: Slow transients at the gardner, massachusetts photovoltaic experiment
    • Kem E C, Culachenski E M, Ken G A. Cloud effects on distributed photovoltaic generation: Slow transients at the gardner, massachusetts photovoltaic experiment [J]. IEEE Transactions on Energy Conversion, 1989, 4 (2): 184-190.
    • (1989) IEEE Transactions on Energy Conversion , vol.4 , Issue.2 , pp. 184-190
    • Kem, E.C.1    Culachenski, E.M.2    Ken, G.A.3
  • 7
    • 30544437442 scopus 로고    scopus 로고
    • Short-term load forecasting method based on RBF neural network and ANFIS system
    • in Chinese
    • Lei Shaolan, Sun Caixin, Zhou Quan, et al. Short-term load forecasting method based on RBF neural network and ANFIS system [J]. Proceedings of the CSEE, 2005, 25 (22): 81-85 (in Chinese).
    • (2005) Proceedings of the CSEE , vol.25 , Issue.22 , pp. 81-85
    • Lei, S.1    Sun, C.2    Zhou, Q.3
  • 8
    • 67649423533 scopus 로고    scopus 로고
    • Beijing: China Electric Power Press, in Chinese
    • Kang Chongqing, Xia Qing, Liu Mei. Power system load forecasting [M]. Beijing: China Electric Power Press, 2007: 208-213 (in Chinese).
    • (2007) Power System Load Forecasting , pp. 208-213
    • Kang, C.1    Xia, Q.2    Liu, M.3
  • 9
    • 36749004284 scopus 로고    scopus 로고
    • Multistage artificial neural network short-term load forecasting engine with front-end weather forecast
    • Methaprayoon K, Lee W J, Rasmiddatta S, et al. Multistage artificial neural network short-term load forecasting engine with front-end weather forecast [J]. IEEE Transactions on Industry Applications, 2007, 43 (6): 1410-1416.
    • (2007) IEEE Transactions on Industry Applications , vol.43 , Issue.6 , pp. 1410-1416
    • Methaprayoon, K.1    Lee, W.J.2    Rasmiddatta, S.3
  • 10
    • 77953280101 scopus 로고    scopus 로고
    • Short-term wind power output forecasting model for economic dispatch of power system incorporating large-scale wind farm
    • in Chinese
    • Yuan Tiejiang, Chao Qin, Li Yiyan, et al. Short-term wind power output forecasting model for economic dispatch of power system incorporating large-scale wind farm [J]. Proceedings of the CSEE, 2010, 30 (13): 23-27 (in Chinese).
    • (2010) Proceedings of the CSEE , vol.30 , Issue.13 , pp. 23-27
    • Yuan, T.1    Chao, Q.2    Li, Y.3
  • 11
    • 57949110864 scopus 로고    scopus 로고
    • Wind power prediction based on artificial neural network
    • in Chinese
    • Fan Gaofeng, Wang Weisheng, Liu Chun, et al. Wind power prediction based on artificial neural network [J]. Proceedings of the CSEE, 2008, 28 (34): 118-123 (in Chinese).
    • (2008) Proceedings of the CSEE , vol.28 , Issue.34 , pp. 118-123
    • Fan, G.1    Wang, W.2    Liu, C.3
  • 12
    • 21844477547 scopus 로고    scopus 로고
    • Wind speed and generated power forecasting in wind farm
    • in Chinese
    • Yang Xiuyuan, Xiao Yang, Chen Shuyong. Wind speed and generated power forecasting in wind farm [J]. Proceedings of the CSEE, 2005, 25 (11): 1-5 (in Chinese).
    • (2005) Proceedings of the CSEE , vol.25 , Issue.11 , pp. 1-5
    • Yang, X.1    Xiao, Y.2    Chen, S.3
  • 13
    • 0031236934 scopus 로고    scopus 로고
    • Neural network based estimation of maximum power generation from PV module using environmental information
    • Hiyama T, Kitabayashi K. Neural network based estimation of maximum power generation from PV module using environmental information [J]. IEEE Transactions on Energy Conversion, 1997, 12 (3): 241-247.
    • (1997) IEEE Transactions on Energy Conversion , vol.12 , Issue.3 , pp. 241-247
    • Hiyama, T.1    Kitabayashi, K.2
  • 14
    • 42549091419 scopus 로고    scopus 로고
    • Application of recurrent neural network to short-term-ahead generating power forecasting for photovoltaic system
    • Tampa, FL, USA: Institute of Electrical and Electronics Engineers
    • Yona A, Senjyu T, Funabashi T. Application of recurrent neural network to short-term-ahead generating power forecasting for photovoltaic system [C] //IEEE Power Engineering Society General Meeting. Tampa, FL, USA: Institute of Electrical and Electronics Engineers, 2007: 1-6.
    • (2007) IEEE Power Engineering Society General Meeting , pp. 1-6
    • Yona, A.1    Senjyu, T.2    Funabashi, T.3
  • 15
    • 70350722025 scopus 로고    scopus 로고
    • Developing a Matlab tool while exploiting neural networks for combined prediction of hour's ahead system load along with irradiation, to estimate the system load covered by PV integrated systems
    • Capri, Italy: Institute of Electrical and Electronics Engineers
    • Kolentini E, Sideratos G, Rikos V, et al. Developing a Matlab tool while exploiting neural networks for combined prediction of hour's ahead system load along with irradiation, to estimate the system load covered by PV integrated systems [C] //IEEE Conferences on Clean Electrical Power. Capri, Italy: Institute of Electrical and Electronics Engineers, 2009: 182-186.
    • (2009) IEEE Conferences on Clean Electrical Power , pp. 182-186
    • Kolentini, E.1    Sideratos, G.2    Rikos, V.3
  • 16
    • 70350606781 scopus 로고    scopus 로고
    • Design of photovoltaic array power forecasting model based on neutral network
    • in Chinese
    • Chen Changsong, Duan Shanxu, Yin Jinjun. Design of photovoltaic array power forecasting model based on neutral network [J]. Transactions of China Electrotechnical Society, 2009, 24 (9): 153-158 (in Chinese).
    • (2009) Transactions of China Electrotechnical Society , vol.24 , Issue.9 , pp. 153-158
    • Chen, C.1    Duan, S.2    Yin, J.3
  • 17
    • 79955807941 scopus 로고    scopus 로고
    • Photovoltaic power generation output forecasting based on support vector machine regression technique
    • in Chinese
    • Li Ran, Li Guangmin. Photovoltaic power generation output forecasting based on support vector machine regression technique [J]. Electric Power, 2008, 41 (2): 74-78 (in Chinese).
    • (2008) Electric Power , vol.41 , Issue.2 , pp. 74-78
    • Li, R.1    Li, G.2
  • 18
    • 0042829153 scopus 로고    scopus 로고
    • The characteristics clustering and synthesis of electric dynamic loads based on Kohonen neural network
    • in Chinese
    • Zhang Hongbin, He Renmu, Liu Yingmei. The characteristics clustering and synthesis of electric dynamic loads based on Kohonen neural network [J]. Proceedings of the CSEE, 2003, 23 (5): 1-6 (in Chinese).
    • (2003) Proceedings of the CSEE , vol.23 , Issue.5 , pp. 1-6
    • Zhang, H.1    He, R.2    Liu, Y.3
  • 19
    • 33644845360 scopus 로고    scopus 로고
    • The characteristics classification and synthesis of power load based on fuzzy clustering
    • in Chinese
    • Li Peiqiang, Li Xinran, Chen Huihua, et al. The characteristics classification and synthesis of power load based on fuzzy clustering [J]. Proceedings of the CSEE, 2005, 25 (24): 73-78 (in Chinese).
    • (2005) Proceedings of the CSEE , vol.25 , Issue.24 , pp. 73-78
    • Li, P.1    Li, X.2    Chen, H.3
  • 21


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.