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Volumn 38, Issue 13, 2014, Pages 1654-1666

Forecasting aggregated wind power production of multiple wind farms using hybrid wavelet-PSO-NNs

Author keywords

Neural networks; Particle swarm optimization; Wavelet transform; Wind power forecasting

Indexed keywords

ELECTRIC POWER GENERATION; ELECTRIC POWER SYSTEM INTERCONNECTION; ELECTRIC UTILITIES; NEURAL NETWORKS; PARTICLE SWARM OPTIMIZATION (PSO); SOFT COMPUTING; WAVELET TRANSFORMS; WIND EFFECTS; WIND POWER;

EID: 84908314382     PISSN: 0363907X     EISSN: 1099114X     Source Type: Journal    
DOI: 10.1002/er.3171     Document Type: Article
Times cited : (58)

References (61)
  • 1
    • 61649090211 scopus 로고    scopus 로고
    • Short-term prediction of wind farm power: a data mining approach
    • Kusiak A, Zheng H, Song Z. Short-term prediction of wind farm power: a data mining approach. IEEE Transactions on Energy Conversion 2009; 24(1):125-136.
    • (2009) IEEE Transactions on Energy Conversion , vol.24 , Issue.1 , pp. 125-136
    • Kusiak, A.1    Zheng, H.2    Song, Z.3
  • 2
    • 33646352206 scopus 로고    scopus 로고
    • Very short-term wind forecasting for Tasmanian power generation
    • Potter C, Negnevitsky M. Very short-term wind forecasting for Tasmanian power generation. IEEE Transactions on Power Systems 2006; 21(2):965-972.
    • (2006) IEEE Transactions on Power Systems , vol.21 , Issue.2 , pp. 965-972
    • Potter, C.1    Negnevitsky, M.2
  • 9
    • 67349193311 scopus 로고    scopus 로고
    • Estimation of energy yield from wind farms using artificial neural networks
    • Mabel M, Fernandez E. Estimation of energy yield from wind farms using artificial neural networks. IEEE Transactions on Energy Conversion 2009; 24(2):459-464.
    • (2009) IEEE Transactions on Energy Conversion , vol.24 , Issue.2 , pp. 459-464
    • Mabel, M.1    Fernandez, E.2
  • 10
    • 4544381358 scopus 로고    scopus 로고
    • Nonlinear model identification of wind turbine with a neural network
    • Kelouwani S, Agbossou K. Nonlinear model identification of wind turbine with a neural network. IEEE Transactions on Energy Conversion 2004; 19(3):607-612.
    • (2004) IEEE Transactions on Energy Conversion , vol.19 , Issue.3 , pp. 607-612
    • Kelouwani, S.1    Agbossou, K.2
  • 11
    • 36749022145 scopus 로고    scopus 로고
    • An integration of ANN wind power estimation into unit commitment considering the forecasting uncertainty
    • Methaprayoon K, Yingvivatanapong C, Lee W-J, Liao J. An integration of ANN wind power estimation into unit commitment considering the forecasting uncertainty. IEEE Transactions on Industry Applications 2007; 43(6):1441-1448.
    • (2007) IEEE Transactions on Industry Applications , vol.43 , Issue.6 , pp. 1441-1448
    • Methaprayoon, K.1    Yingvivatanapong, C.2    Lee, W.-J.3    Liao, J.4
  • 12
    • 70350707612 scopus 로고    scopus 로고
    • Entropy and correntropy against minimum square error in offline and online three-day ahead wind power forecasting
    • Bessa R, Miranda V, Gama J. Entropy and correntropy against minimum square error in offline and online three-day ahead wind power forecasting. IEEE Transactions on Power Systems 2009; 24(4):1657-1666.
    • (2009) IEEE Transactions on Power Systems , vol.24 , Issue.4 , pp. 1657-1666
    • Bessa, R.1    Miranda, V.2    Gama, J.3
  • 15
    • 2942570109 scopus 로고    scopus 로고
    • A fuzzy model for wind speed prediction and power generation in wind parks using spatial correlation
    • Damousis I, Alexiadis M, Theocharis J, Dokopoulos P. A fuzzy model for wind speed prediction and power generation in wind parks using spatial correlation. IEEE Transactions on Energy Conversion 2004; 19(2):352-361.
    • (2004) IEEE Transactions on Energy Conversion , vol.19 , Issue.2 , pp. 352-361
    • Damousis, I.1    Alexiadis, M.2    Theocharis, J.3    Dokopoulos, P.4
  • 16
    • 77958487600 scopus 로고    scopus 로고
    • Conditional prediction intervals of wind power generation
    • Pinson P, Kariniotakis G. Conditional prediction intervals of wind power generation. IEEE Transactions on Power Systems 2010; 25(4):1845-1856.
    • (2010) IEEE Transactions on Power Systems , vol.25 , Issue.4 , pp. 1845-1856
    • Pinson, P.1    Kariniotakis, G.2
  • 19
    • 78650402541 scopus 로고    scopus 로고
    • Hybrid wavelet-PSO-ANFIS approach for short-term wind power forecasting in Portugal
    • Catalao J, Pousinho H, Mendes V. Hybrid wavelet-PSO-ANFIS approach for short-term wind power forecasting in Portugal. IEEE Transactions on Sustainable Energy 2011; 2(1):50-59.
    • (2011) IEEE Transactions on Sustainable Energy , vol.2 , Issue.1 , pp. 50-59
    • Catalao, J.1    Pousinho, H.2    Mendes, V.3
  • 20
    • 67349211771 scopus 로고    scopus 로고
    • Forecasting the wind generation using a two-stage network based on meteorological information
    • Fan S, Liao J, Yokoyama R, Chen L, Lee W-J. Forecasting the wind generation using a two-stage network based on meteorological information. IEEE Transactions on Energy Conversion 2009; 24(2):474-482.
    • (2009) IEEE Transactions on Energy Conversion , vol.24 , Issue.2 , pp. 474-482
    • Fan, S.1    Liao, J.2    Yokoyama, R.3    Chen, L.4    Lee, W.-J.5
  • 22
    • 24944575302 scopus 로고    scopus 로고
    • Assessment of the cost associated with wind generation prediction errors in a liberalized electricity market
    • Fabbri A, Roman T, Abbad J, Quezada V. Assessment of the cost associated with wind generation prediction errors in a liberalized electricity market. IEEE Transactions on Power Systems 2005; 20(3):1440-1446.
    • (2005) IEEE Transactions on Power Systems , vol.20 , Issue.3 , pp. 1440-1446
    • Fabbri, A.1    Roman, T.2    Abbad, J.3    Quezada, V.4
  • 23
    • 34548047478 scopus 로고    scopus 로고
    • Trading wind generation from short-term probabilistic forecasts of wind power
    • Pinson P, Chevallier C, Kariniotakis G. Trading wind generation from short-term probabilistic forecasts of wind power. IEEE Transactions on Power Systems 2007; 22(3):1148-1156.
    • (2007) IEEE Transactions on Power Systems , vol.22 , Issue.3 , pp. 1148-1156
    • Pinson, P.1    Chevallier, C.2    Kariniotakis, G.3
  • 24
    • 79959557168 scopus 로고    scopus 로고
    • Wind power prediction by a new forecast engine composed of modified hybrid neural network and enhanced particle swarm optimization
    • Amjady N, Keynia F, Zareipour H. Wind power prediction by a new forecast engine composed of modified hybrid neural network and enhanced particle swarm optimization. IEEE Transactions on Sustainable Energy 2011; 2(3):265-276.
    • (2011) IEEE Transactions on Sustainable Energy , vol.2 , Issue.3 , pp. 265-276
    • Amjady, N.1    Keynia, F.2    Zareipour, H.3
  • 25
    • 70049109817 scopus 로고    scopus 로고
    • Wind farms as reactive power ancillary service providers-technical and economic issues
    • Ullah N, Bhattacharya K, Thiringer T. Wind farms as reactive power ancillary service providers-technical and economic issues. IEEE Transactions on Energy Conversion 2009; 24(3):661-672.
    • (2009) IEEE Transactions on Energy Conversion , vol.24 , Issue.3 , pp. 661-672
    • Ullah, N.1    Bhattacharya, K.2    Thiringer, T.3
  • 27
    • 0032599708 scopus 로고    scopus 로고
    • A statistical analysis of wind energy potential at the eastern region of Saudi Arabia
    • Sahin AZ, Aksakal A. A statistical analysis of wind energy potential at the eastern region of Saudi Arabia. International Journal of Energy Research 1999; 23(10):909-917.
    • (1999) International Journal of Energy Research , vol.23 , Issue.10 , pp. 909-917
    • Sahin, A.Z.1    Aksakal, A.2
  • 28
    • 0005035161 scopus 로고    scopus 로고
    • Modelling of weather characteristics and wind power in the eastern part of Saudi Arabia
    • Al-Garni AZ, Sahin AZ, Al-Farayedhi A. Modelling of weather characteristics and wind power in the eastern part of Saudi Arabia. International Journal of Energy Research 1999; 23(9):805-812.
    • (1999) International Journal of Energy Research , vol.23 , Issue.9 , pp. 805-812
    • Al-Garni, A.Z.1    Sahin, A.Z.2    Al-Farayedhi, A.3
  • 29
    • 79951538326 scopus 로고    scopus 로고
    • Probabilistic analysis of weather data for a hybrid solar/wind energy system
    • Tina G, Gagliano S. Probabilistic analysis of weather data for a hybrid solar/wind energy system. International Journal of Energy Research 2011; 35(3):221-232.
    • (2011) International Journal of Energy Research , vol.35 , Issue.3 , pp. 221-232
    • Tina, G.1    Gagliano, S.2
  • 33
    • 84885427971 scopus 로고    scopus 로고
    • Evaluation of new and renewable energy technologies in Korea using real options
    • Jang Y-S, Lee D-J, Oh H-S. Evaluation of new and renewable energy technologies in Korea using real options. International Journal of Energy Research 2013; 37(13):1645-1656.
    • (2013) International Journal of Energy Research , vol.37 , Issue.13 , pp. 1645-1656
    • Jang, Y.-S.1    Lee, D.-J.2    Oh, H.-S.3
  • 35
    • 34548047478 scopus 로고    scopus 로고
    • Trading wind generation from short-term probabilistic forecasts of wind power
    • Pinson P, Chevallier C, Kariniotakis G. Trading wind generation from short-term probabilistic forecasts of wind power. IEEE Transactions on Power Systems 2007; 22(3):1148-1156.
    • (2007) IEEE Transactions on Power Systems , vol.22 , Issue.3 , pp. 1148-1156
    • Pinson, P.1    Chevallier, C.2    Kariniotakis, G.3
  • 36
    • 84872848164 scopus 로고    scopus 로고
    • A consideration of the wind power benefits in day-ahead scheduling of wind-coal intensive power systems
    • Wang C, Lu Z, Qiao Y. A consideration of the wind power benefits in day-ahead scheduling of wind-coal intensive power systems. IEEE Transactions on Power Systems 2013; 28(1):236-245.
    • (2013) IEEE Transactions on Power Systems , vol.28 , Issue.1 , pp. 236-245
    • Wang, C.1    Lu, Z.2    Qiao, Y.3
  • 38
    • 84908333573 scopus 로고    scopus 로고
    • Wind power production forecasting for CA ISO PIRP
    • (Mar.)
    • Rogers J, Porter K. Wind power production forecasting for CA ISO PIRP (2005, Mar.). URL http://www.caiso.com/docs/2005/03/22/2005032215434015268.pdf
    • (2005)
    • Rogers, J.1    Porter, K.2
  • 40
    • 84908316207 scopus 로고    scopus 로고
    • AWSTs implementation of wind power production forecasting for ERCOT (, Mar.)
    • Zack J. AWSTs implementation of wind power production forecasting for ERCOT (2008, Mar.). URL http://www.ercot.com
    • (2008)
    • Zack, J.1
  • 41
    • 84908339045 scopus 로고    scopus 로고
    • New York Independent System Operator (NYISO) (2010). URL http://www.ferc.gov/industries/electric/indus-act/rto/metrics/nyiso-rto-metrics.pdf
    • (2010)
  • 42
    • 67349193311 scopus 로고    scopus 로고
    • Estimation of energy yield from wind farms using artificial neural networks
    • Mabel M, Fernandez E. Estimation of energy yield from wind farms using artificial neural networks. IEEE Transactions on Energy Conversion 2009; 24(2):459-464.
    • (2009) IEEE Transactions on Energy Conversion , vol.24 , Issue.2 , pp. 459-464
    • Mabel, M.1    Fernandez, E.2
  • 43
    • 80053082143 scopus 로고    scopus 로고
    • Hybrid intelligent approach for short-term wind power forecasting in Portugal
    • Catalao J, Pousinho H, Mendes V. Hybrid intelligent approach for short-term wind power forecasting in Portugal. Renewable Power Generation, IET 2011; 5(3):251-257.
    • (2011) Renewable Power Generation, IET , vol.5 , Issue.3 , pp. 251-257
    • Catalao, J.1    Pousinho, H.2    Mendes, V.3
  • 44
    • 70449412872 scopus 로고    scopus 로고
    • Comparison of feedforward and feedback neural network architectures for short term wind speed prediction
    • Neural Networks, 2009. IJCNN 2009. International Joint Conference
    • Welch R, Ruffing S, Venayagamoorthy G. Comparison of feedforward and feedback neural network architectures for short term wind speed prediction, in: Neural Networks, 2009. IJCNN 2009. International Joint Conference on, 2009, 3335-3340. doi:10.1109/IJCNN.2009.5179034.
    • (2009) , pp. 3335-3340
    • Welch, R.1    Ruffing, S.2    Venayagamoorthy, G.3
  • 45
    • 79151479782 scopus 로고    scopus 로고
    • Hybrid wavelet-PSO-ANFIS approach for short-term electricity prices forecasting
    • Catalao J, Pousinho H, Mendes V. Hybrid wavelet-PSO-ANFIS approach for short-term electricity prices forecasting. IEEE Transactions on Power Systems 2011; 26(1):137-144.
    • (2011) IEEE Transactions on Power Systems , vol.26 , Issue.1 , pp. 137-144
    • Catalao, J.1    Pousinho, H.2    Mendes, V.3
  • 46
    • 70349320580 scopus 로고    scopus 로고
    • Wavelets pre-filtering in wind speed prediction
    • Power Engineering, Energy and Electrical Drives, POWERENG '09. International Conference
    • Faria D, Castro R, Philippart C, Gusmao A. Wavelets pre-filtering in wind speed prediction, in: Power Engineering, Energy and Electrical Drives, POWERENG '09. International Conference on, 2009, 168-173.
    • (2009) , pp. 168-173
    • Faria, D.1    Castro, R.2    Philippart, C.3    Gusmao, A.4
  • 47
    • 70349168489 scopus 로고    scopus 로고
    • One day ahead wind speed forecasting using wavelets
    • Power Systems Conference and Exposition, PSCE '09. IEEE/PES
    • Khan A, Shahidehpour M. One day ahead wind speed forecasting using wavelets, in: Power Systems Conference and Exposition, PSCE '09. IEEE/PES, 2009, 1-5.
    • (2009) , pp. 1-5
    • Khan, A.1    Shahidehpour, M.2
  • 48
    • 49649109835 scopus 로고    scopus 로고
    • Short-term wind speed forecasting model for wind farm based on wavelet decomposition
    • DRPT. Third International Conference on
    • Lei C, Ran L. Short-term wind speed forecasting model for wind farm based on wavelet decomposition, in: Electric Utility Deregulation and Restructuring and Power Technologies, DRPT. Third International Conference on, 2008, 2525-2529.
    • (2008) Electric Utility Deregulation and Restructuring and Power Technologies , pp. 2525-2529
    • Lei, C.1    Ran, L.2
  • 49
    • 18944389569 scopus 로고    scopus 로고
    • Day-ahead electricity price forecasting using the wavelet transform and ARIMA models
    • Conejo A, Plazas M, Espinola R, Molina A. Day-ahead electricity price forecasting using the wavelet transform and ARIMA models. IEEE Transactions on Power Systems 2005; 20(2):1035-1042.
    • (2005) IEEE Transactions on Power Systems , vol.20 , Issue.2 , pp. 1035-1042
    • Conejo, A.1    Plazas, M.2    Espinola, R.3    Molina, A.4
  • 50
    • 84861064867 scopus 로고    scopus 로고
    • Adaptive modelling and forecasting of offshore wind power fluctuations with Markov-switching autoregressive models
    • Pinson P, Madsen H. Adaptive modelling and forecasting of offshore wind power fluctuations with Markov-switching autoregressive models. Journal of Forecasting 2012; 31(4):281-313.
    • (2012) Journal of Forecasting , vol.31 , Issue.4 , pp. 281-313
    • Pinson, P.1    Madsen, H.2
  • 51
    • 53149088171 scopus 로고    scopus 로고
    • Day ahead price forecasting of electricity markets by a mixed data model and hybrid forecast method
    • Amjady N, Keynia F. Day ahead price forecasting of electricity markets by a mixed data model and hybrid forecast method. International Journal of Electrical Power & Energy Systems 2008; 30(9):533-546.
    • (2008) International Journal of Electrical Power & Energy Systems , vol.30 , Issue.9 , pp. 533-546
    • Amjady, N.1    Keynia, F.2
  • 52
    • 0024700097 scopus 로고
    • A theory for multiresolution signal decomposition: the wavelet representation
    • Mallat S. A theory for multiresolution signal decomposition: the wavelet representation. IEEE Transactions on Pattern Analysis and Machine Intelligence 1989; 11(7):674-693.
    • (1989) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.11 , Issue.7 , pp. 674-693
    • Mallat, S.1
  • 53
    • 77954834269 scopus 로고    scopus 로고
    • Intelligent hybrid wavelet models for short-term load forecasting
    • Pandey A, Singh D, Sinha S. Intelligent hybrid wavelet models for short-term load forecasting. IEEE Transactions on Power Systems 2010; 25(3):1266-1273.
    • (2010) IEEE Transactions on Power Systems , vol.25 , Issue.3 , pp. 1266-1273
    • Pandey, A.1    Singh, D.2    Sinha, S.3
  • 54
    • 80052910292 scopus 로고    scopus 로고
    • A hybrid model to forecast wind speed based on wavelet and neural network
    • 2011 International Conference
    • Chuanan Y, Yongchang Y. A hybrid model to forecast wind speed based on wavelet and neural network, in: Control, Automation and Systems Engineering (CASE), 2011 International Conference on, 2011, 1 - 4.
    • (2011) Control, Automation and Systems Engineering (CASE) , pp. 1-4
    • Chuanan, Y.1    Yongchang, Y.2
  • 55
    • 13844315896 scopus 로고    scopus 로고
    • Feature extraction via multiresolution analysis for short-term load forecasting
    • Reis A, da Silva A. Feature extraction via multiresolution analysis for short-term load forecasting. IEEE Transactions on Power Systems 2005; 20(1):189-198.
    • (2005) IEEE Transactions on Power Systems , vol.20 , Issue.1 , pp. 189-198
    • Reis, A.1    da Silva, A.2
  • 56
    • 0029517385 scopus 로고
    • A new optimizer using particle swarm theory
    • Micro Machine and Human Science, MHS '95., Proceedings of the Sixth International Symposium
    • Eberhart R, Kennedy J. A new optimizer using particle swarm theory, in: Micro Machine and Human Science, MHS '95., Proceedings of the Sixth International Symposium on, 1995, 39-43.
    • (1995) , pp. 39-43
    • Eberhart, R.1    Kennedy, J.2
  • 57
    • 0029535737 scopus 로고
    • Neural Networks, 1995. IEEE International Conference on Proceedings
    • Kennedy J, Eberhart R. Particle swarm optimization, in: Neural Networks, 1995. IEEE International Conference on Proceedings, Vol. 4, 1995, 1942-1948.
    • (1995) Particle swarm optimization , vol.4 , pp. 1942-1948
    • Kennedy, J.1    Eberhart, R.2
  • 58
    • 84896721435 scopus 로고    scopus 로고
    • Evolutionary Computation, 1999. CEC 99. Proceedings of the 1999 Congress on, (xxxvii+2348).
    • Shi Y, Eberhart R. Empirical study of particle swarm optimization, in: Evolutionary Computation, 1999. CEC 99. Proceedings of the 1999 Congress on, Vol. 3, 1999, 3 vol. (xxxvii+2348).
    • (1999) Empirical study of particle swarm optimization , vol.3 , pp. 3
    • Shi, Y.1    Eberhart, R.2
  • 59
    • 2442471989 scopus 로고    scopus 로고
    • Particle swarm optimization versus genetic algorithms for phased array synthesis
    • Boeringer D, Werner D. Particle swarm optimization versus genetic algorithms for phased array synthesis. IEEE Transactions on Antennas and Propagation 2004; 52(3):771-779.
    • (2004) IEEE Transactions on Antennas and Propagation , vol.52 , Issue.3 , pp. 771-779
    • Boeringer, D.1    Werner, D.2
  • 60
    • 60149107687 scopus 로고    scopus 로고
    • Applying wavelets to short-term load forecasting using PSO-based neural networks
    • Bashir Z, El-Hawary M. Applying wavelets to short-term load forecasting using PSO-based neural networks. IEEE Transactions on Power Systems 2009; 24(1):20-27.
    • (2009) IEEE Transactions on Power Systems , vol.24 , Issue.1 , pp. 20-27
    • Bashir, Z.1    El-Hawary, M.2


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