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Volumn 26, Issue 1, 2011, Pages 20-29

Load forecasting using hybrid models

Author keywords

Fuzzy systems; neural networks; short term load forecasting; wavelet transforms and Choquet integral

Indexed keywords

CHOQUET INTEGRAL; CONVENTIONAL METHODS; FUZZY MODELS; HOURLY LOAD; HYBRID MODEL; HYBRID NETWORK; HYBRID NEURAL NETWORKS; INPUT-OUTPUT; LEADTIME; LOAD FORECASTING; Q-MEASURES; REINFORCED LEARNING; SHORT TERM LOAD FORECASTING; SPEED OF CONVERGENCE; TAKAGI-SUGENO MODELS; WAVELET FEATURES; WAVELET FUZZY NEURAL NETWORK;

EID: 79151485446     PISSN: 08858950     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPWRS.2010.2048585     Document Type: Article
Times cited : (108)

References (36)
  • 1
    • 0032075648 scopus 로고    scopus 로고
    • Neuro fuzzy networks for voltage security monitoring based on synchronized phasor measurement
    • May
    • C. W. Liu, C. S. Chang, and M. C. Su, "Neuro fuzzy networks for voltage security monitoring based on synchronized phasor measurement," IEEE Trans. Power Syst., vol. 13, no. 2, pp. 326-332, May 1998.
    • (1998) IEEE Trans. Power Syst. , vol.13 , Issue.2 , pp. 326-332
    • Liu, C.W.1    Chang, C.S.2    Su, M.C.3
  • 2
    • 0024764917 scopus 로고
    • Analysis and evaluation of five short term load forecasting techniques
    • Nov.
    • I. Moghram and S. Rehman, "Analysis and evaluation of five short term load forecasting techniques," IEEE Trans. Power Syst., vol. 4, no. 4, pp. 1484-1491, Nov. 1989.
    • (1989) IEEE Trans. Power Syst. , vol.4 , Issue.4 , pp. 1484-1491
    • Moghram, I.1    Rehman, S.2
  • 3
    • 0035248045 scopus 로고    scopus 로고
    • Neural networks for short-term load forecasting: A review and evaluation
    • Feb.
    • H. S. Hippert, C. E. Pedreira, and R. C. Souza, "Neural networks for short-term load forecasting: A review and evaluation," IEEE Trans. Power Syst., vol. 16, no. 1, pp. 44-55, Feb. 2001.
    • (2001) IEEE Trans. Power Syst. , vol.16 , Issue.1 , pp. 44-55
    • Hippert, H.S.1    Pedreira, C.E.2    Souza, R.C.3
  • 4
    • 0027543854 scopus 로고
    • Neural networks based short term load forecasting
    • Feb.
    • C. N. Lu, H. Twu, and S. Vemuri, "Neural networks based short term load forecasting," IEEE Trans. Power Syst., vol. 8, no. 1, pp. 336-342, Feb. 1993.
    • (1993) IEEE Trans. Power Syst. , vol.8 , Issue.1 , pp. 336-342
    • Lu, C.N.1    Twu, H.2    Vemuri, S.3
  • 5
    • 0026910776 scopus 로고
    • Weather sensitive short-term load forecasting using non fully connected artificial neural network
    • Aug.
    • S. T. Chen, D. C. Yu, and A. R. Moghaddamjo, "Weather sensitive short-term load forecasting using non fully connected artificial neural network," IEEE Trans. Power Syst., vol. 7, no. 3, pp. 1098-1105, Aug. 1992.
    • (1992) IEEE Trans. Power Syst. , vol.7 , Issue.3 , pp. 1098-1105
    • Chen, S.T.1    Yu, D.C.2    Moghaddamjo, A.R.3
  • 6
    • 0031271640 scopus 로고    scopus 로고
    • Building a quasi optimal neural network to solve short term load forecasting problem
    • Nov.
    • M. H. Choueiki, C. A. M. Campbell, and S. C. Ahalt, "Building a quasi optimal neural network to solve short term load forecasting problem," IEEE Trans. Power Syst., vol. 12, no. 4, pp. 1432-1439, Nov. 1997.
    • (1997) IEEE Trans. Power Syst. , vol.12 , Issue.4 , pp. 1432-1439
    • Choueiki, M.H.1    Campbell, C.A.M.2    Ahalt, S.C.3
  • 7
    • 0031275640 scopus 로고    scopus 로고
    • Implementing weighted least squares procedure in training a neural network to solve short term load forecasting problem
    • Nov.
    • M. H. Choueiki, C. A. M. Campbell, and S. C. Ahalt, "Implementing weighted least squares procedure in training a neural network to solve short term load forecasting problem," IEEE Trans. Power Syst., vol. 12, no. 4, pp. 1689-1695, Nov. 1997.
    • (1997) IEEE Trans. Power Syst. , vol.12 , Issue.4 , pp. 1689-1695
    • Choueiki, M.H.1    Campbell, C.A.M.2    Ahalt, S.C.3
  • 8
    • 0031996844 scopus 로고    scopus 로고
    • Recurrent neural network for short term load forecasting
    • Feb.
    • J. Vermaak and E. C. Botha, "Recurrent neural network for short term load forecasting," IEEE Trans. Power Syst., vol. 13, no. 1, pp. 126-132, Feb. 1998.
    • (1998) IEEE Trans. Power Syst. , vol.13 , Issue.1 , pp. 126-132
    • Vermaak, J.1    Botha, E.C.2
  • 9
    • 0024001840 scopus 로고
    • An expert system based algorithm for short term load forecast
    • May
    • S. Rahman and R. Bhatnagar, "An expert system based algorithm for short term load forecast," IEEE Trans. Power Syst., vol. 3, no. 2, pp. 392-399, May 1988.
    • (1988) IEEE Trans. Power Syst. , vol.3 , Issue.2 , pp. 392-399
    • Rahman, S.1    Bhatnagar, R.2
  • 10
    • 13844311476 scopus 로고    scopus 로고
    • Short-term load forecasting for the holidays using fuzzy linear regression method
    • DOI 10.1109/TPWRS.2004.835632
    • K. B. Song, Y.-S. Baek, D. H. Hong, and G. Jang, "Short term load forecasting for holiday using fuzzy linear regression method," IEEE Trans. Power Syst., vol. 20, no. 1, pp. 96-101, Feb. 2005. (Pubitemid 40259425)
    • (2005) IEEE Transactions on Power Systems , vol.20 , Issue.1 , pp. 96-101
    • Song, K.-B.1    Baek, Y.-S.2    Hong, D.H.3    Jang, G.4
  • 11
    • 13844320123 scopus 로고    scopus 로고
    • Next day load curve forecasting using hybrid correction method
    • Feb.
    • T. Senjyu, P. Mandal, K. Uezato, and T. Funabashi, "Next day load curve forecasting using hybrid correction method," IEEE Trans. Power Syst., vol. 20, no. 1, pp. 102-109, Feb. 2005.
    • (2005) IEEE Trans. Power Syst. , vol.20 , Issue.1 , pp. 102-109
    • Senjyu, T.1    Mandal, P.2    Uezato, K.3    Funabashi, T.4
  • 12
    • 0035337659 scopus 로고    scopus 로고
    • Evolving wavelet-based networks for short-term load forecasting
    • May
    • C. M. Huang and H. T. Yang, "Evolving wavelet-based networks for short-term load forecasting," Proc. Inst. Elect. Eng., Gen., Transm., Distrib., vol. 148, no. 3, pp. 222-228, May 2001.
    • (2001) Proc. Inst. Elect. Eng., Gen., Transm., Distrib. , vol.148 , Issue.3 , pp. 222-228
    • Huang, C.M.1    Yang, H.T.2
  • 13
    • 0032592947 scopus 로고    scopus 로고
    • Parallel neural network-fuzzy expert system strategy for short-term load forecasting: System implementation and performance evaluation
    • Aug.
    • D. Srinivasan, S. S. Tan, C. S. Chang, and E. Chan, "Parallel neural network-fuzzy expert system strategy for short-term load forecasting: System implementation and performance evaluation," IEEE Trans. Power Syst., vol. 14, no. 3, pp. 1100-1106, Aug. 1999.
    • (1999) IEEE Trans. Power Syst. , vol.14 , Issue.3 , pp. 1100-1106
    • Srinivasan, D.1    Tan, S.S.2    Chang, C.S.3    Chan, E.4
  • 14
    • 33744741353 scopus 로고    scopus 로고
    • Application of a fuzzy neural network combined with a chaos genetic algorithm and simulated annealing to short term load forecasting
    • Jun.
    • G.-C. Liao and T.-P. Tsao, "Application of a fuzzy neural network combined with a chaos genetic algorithm and simulated annealing to short term load forecasting," IEEE Trans. Evol. Comput., vol. 10, no. 3, pp. 330-340, Jun. 2006.
    • (2006) IEEE Trans. Evol. Comput. , vol.10 , Issue.3 , pp. 330-340
    • Liao, G.-C.1    Tsao, T.-P.2
  • 15
    • 0031996523 scopus 로고    scopus 로고
    • A new short term load forecasting approach using self organizing fuzzy ARMAX model
    • Feb.
    • H.-T. Yang and C.-M. Huang, "A new short term load forecasting approach using self organizing fuzzy ARMAX model," IEEE Trans. Power Syst., vol. 13, no. 1, pp. 217-225, Feb. 1998.
    • (1998) IEEE Trans. Power Syst. , vol.13 , Issue.1 , pp. 217-225
    • Yang, H.-T.1    Huang, C.-M.2
  • 16
    • 32144462264 scopus 로고    scopus 로고
    • Short-term load forecasting based on an adaptive hybrid method
    • Feb.
    • S. Fan and L. Chen, "Short-term load forecasting based on an adaptive hybrid method," IEEE Trans. Power Syst., vol. 21, no. 1, pp. 392-401, Feb. 2006.
    • (2006) IEEE Trans. Power Syst. , vol.21 , Issue.1 , pp. 392-401
    • Fan, S.1    Chen, L.2
  • 17
    • 0038697630 scopus 로고    scopus 로고
    • Short term load forecasting with a hybrid clustering algorithm
    • May
    • A. Sfetsos, "Short term load forecasting with a hybrid clustering algorithm," Proc. Inst. Elect. Eng., Gen., Transm., Distrib., vol. 150, no. 3, pp. 257-262, May 2003.
    • (2003) Proc. Inst. Elect. Eng., Gen., Transm., Distrib. , vol.150 , Issue.3 , pp. 257-262
    • Sfetsos, A.1
  • 18
    • 0036872787 scopus 로고    scopus 로고
    • A neuro fuzzy approach to short term load forecasting in price sensitive environment
    • Nov.
    • A. Khotanzad, E. Zhou, and H. Elragal, "A neuro fuzzy approach to short term load forecasting in price sensitive environment," IEEE Trans. Power Syst., vol. 17, no. 4, pp. 1273-1282, Nov. 2002.
    • (2002) IEEE Trans. Power Syst. , vol.17 , Issue.4 , pp. 1273-1282
    • Khotanzad, A.1    Zhou, E.2    Elragal, H.3
  • 22
    • 28444496725 scopus 로고    scopus 로고
    • An online self constructing wavelet fuzzy neural network for machine condition monitoring
    • Aug. 18-21
    • Q.-J. Guo, H.-B. Yu, and A.-D. Xu, "An online self constructing wavelet fuzzy neural network for machine condition monitoring," in Proc. 2005 Int. Conf. Machine Learning and Cybernetics, Aug. 18-21, 2005, vol. 5.
    • (2005) Proc. 2005 Int. Conf. Machine Learning and Cybernetics , vol.5
    • Guo, Q.-J.1    Yu, H.-B.2    Xu, A.-D.3
  • 23
    • 67349202297 scopus 로고    scopus 로고
    • Short-term and midterm load forecasting using a bi-level optimization model
    • May
    • H. Mao, X.-J. Zang, G. Ling, Y.-J. Zhai, and J. A. Keane, "Short-term and midterm load forecasting using a bi-level optimization model," IEEE Trans. Power Syst., vol. 24, no. 2, pp. 1080-1090, May 2009.
    • (2009) IEEE Trans. Power Syst. , vol.24 , Issue.2 , pp. 1080-1090
    • Mao, H.1    Zang, X.-J.2    Ling, G.3    Zhai, Y.-J.4    Keane, J.A.5
  • 24
    • 49249109272 scopus 로고    scopus 로고
    • RBF neural network and ANFIS-based short-term load forecasting approach in real time price environment
    • Aug.
    • Z. Yun, Z. Quan, S. Caixin, L. Shaolin, L. Yuang, and S. Yang, "RBF neural network and ANFIS-based short-term load forecasting approach in real time price environment," IEEE Trans. Power Syst., vol. 23, no. 3, pp. 853-858, Aug. 2008.
    • (2008) IEEE Trans. Power Syst. , vol.23 , Issue.3 , pp. 853-858
    • Yun, Z.1    Quan, Z.2    Caixin, S.3    Shaolin, L.4    Yuang, L.5    Yang, S.6
  • 25
    • 13844315896 scopus 로고    scopus 로고
    • Feature extraction via multiresolution analysis for short-term load forecasting
    • Feb.
    • A. J. R. Reis and A. P. A. da Silva, "Feature extraction via multiresolution analysis for short-term load forecasting," IEEE Trans. Power Syst., vol. 20, no. 1, pp. 189-198, Feb. 2005.
    • (2005) IEEE Trans. Power Syst. , vol.20 , Issue.1 , pp. 189-198
    • Reis, A.J.R.1    Da Silva, A.P.A.2
  • 26
    • 60149107687 scopus 로고    scopus 로고
    • Applying wavelets to short term load forecasting using PSO based neural networks
    • Feb.
    • Z. A. Bashir and M. E. El-Hawary, "Applying wavelets to short term load forecasting using PSO based neural networks," IEEE Trans. Power Syst., vol. 24, no. 1, pp. 20-27, Feb. 2009.
    • (2009) IEEE Trans. Power Syst. , vol.24 , Issue.1 , pp. 20-27
    • Bashir, Z.A.1    El-Hawary, M.E.2
  • 27
    • 0037190984 scopus 로고    scopus 로고
    • Kohenen neural network and wavelet transform based to short term load forecasting
    • Oct.
    • C. I. Kim, I. K. Yu, and Y. H. Song, "Kohenen neural network and wavelet transform based to short term load forecasting," Elect. Power Syst. Res., vol. 63, no. 3, pp. 163-176, Oct. 2002.
    • (2002) Elect. Power Syst. Res. , vol.63 , Issue.3 , pp. 163-176
    • Kim, C.I.1    Yu, I.K.2    Song, Y.H.3
  • 28
    • 0033079241 scopus 로고    scopus 로고
    • Choquet fuzzy integral-based hierarchical networks for decision analysis
    • Feb.
    • J.-H. Chiang, "Choquet fuzzy integral-based hierarchical networks for decision analysis," IEEE Trans. Fuzzy Syst., vol. 7, no. 1, pp. 63-71, Feb. 1999.
    • (1999) IEEE Trans. Fuzzy Syst. , vol.7 , Issue.1 , pp. 63-71
    • Chiang, J.-H.1
  • 29
    • 84941531642 scopus 로고
    • A new approach to fuzzy-neural system modeling
    • May
    • Y. H. Lin and G. A. Cunningham, "A new approach to fuzzy-neural system modeling," IEEE Trans. Fuzzy Syst., vol. 3, no. 2, pp. 190-199, May 1995.
    • (1995) IEEE Trans. Fuzzy Syst. , vol.3 , Issue.2 , pp. 190-199
    • Lin, Y.H.1    Cunningham, G.A.2
  • 30
    • 21444459088 scopus 로고    scopus 로고
    • From Gaussian model to additive fuzzy systems
    • Jun.
    • M.-T. Gan, M. Hanmandlu, and A. Tan, "From Gaussian model to additive fuzzy systems," IEEE Trans. Fuzzy Syst., vol. 13, no. 3, pp. 303-315, Jun. 2005.
    • (2005) IEEE Trans. Fuzzy Syst. , vol.13 , Issue.3 , pp. 303-315
    • Gan, M.-T.1    Hanmandlu, M.2    Tan, A.3
  • 31
    • 35348840905 scopus 로고    scopus 로고
    • From a Gaussian mixture model to nonadditive fuzzy systems
    • Oct.
    • N. K. Verma and M. Hanmandlu, "From a Gaussian mixture model to nonadditive fuzzy systems," IEEE Trans. Fuzzy Syst., vol. 15, no. 5, pp. 809-827, Oct. 2007.
    • (2007) IEEE Trans. Fuzzy Syst. , vol.15 , Issue.5 , pp. 809-827
    • Verma, N.K.1    Hanmandlu, M.2
  • 32
    • 0025482241 scopus 로고
    • The wavelet transform, time-frequency localization and signal analysis
    • Sep.
    • I. Daubechies, "The wavelet transform, time-frequency localization and signal analysis," IEEE Trans. Inf. Theory, vol. 36, no. 5, pp. 961-1005, Sep. 1990.
    • (1990) IEEE Trans. Inf. Theory , vol.36 , Issue.5 , pp. 961-1005
    • Daubechies, I.1
  • 33
    • 0032626974 scopus 로고    scopus 로고
    • Unification of neural and wavelet networks and fuzzy systems
    • Jul.
    • L. M. Reyneri, "Unification of neural and wavelet networks and fuzzy systems," IEEE Trans. Neural Netw., vol. 10, no. 4, pp. 801-814, Jul. 1999.
    • (1999) IEEE Trans. Neural Netw. , vol.10 , Issue.4 , pp. 801-814
    • Reyneri, L.M.1
  • 35
    • 37249044279 scopus 로고    scopus 로고
    • Choquet fuzzy integral based modeling for non linear systems
    • Mar.
    • S. Srivatsava, M. Singh, V. K. Madasu, and M. Hanmandlu, "Choquet fuzzy integral based modeling for non linear systems," Appl. Soft Comput., vol. 8, no. 2, pp. 839-848, Mar. 2008.
    • (2008) Appl. Soft Comput. , vol.8 , Issue.2 , pp. 839-848
    • Srivatsava, S.1    Singh, M.2    Madasu, V.K.3    Hanmandlu, M.4
  • 36
    • 0032494994 scopus 로고    scopus 로고
    • Artificial neural networks for short-term energy forecasting: Accuracy and economic value
    • Dec.
    • B. F. Hobbs, U. Helman, S. Jitprapaikulsarn, S. Konda, and D. Maratukulam, "Artificial neural networks for short-term energy forecasting: Accuracy and economic value," Neurocomputing, vol. 23, no. 1-3, pp. 71-84, Dec. 1998.
    • (1998) Neurocomputing , vol.23 , Issue.1-3 , pp. 71-84
    • Hobbs, B.F.1    Helman, U.2    Jitprapaikulsarn, S.3    Konda, S.4    Maratukulam, D.5


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