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Volumn 30, Issue 10, 2002, Pages 1075-1089

Self organization and learning methods in short term electric load forecasting: A review

Author keywords

Evolutionary programming; Load forecast; Self organization; Supervised

Indexed keywords

COMPUTER SIMULATION; EVOLUTIONARY ALGORITHMS; EXPERT SYSTEMS; FUZZY SETS; LEARNING SYSTEMS; MATHEMATICAL PROGRAMMING; SELF ORGANIZING MAPS; SIMULATED ANNEALING;

EID: 0036795356     PISSN: 15325008     EISSN: None     Source Type: Journal    
DOI: 10.1080/15325000290085370     Document Type: Review
Times cited : (19)

References (47)
  • 2
    • 0018924010 scopus 로고
    • Load forecasting bibliography, phase I
    • IEEE committee report
    • IEEE committee report, 1980, "Load Forecasting Bibliography, Phase I," IEEE Trans. on Power App. & Systems, Vol. PAS-99, No. 1, pp. 53-58.
    • (1980) IEEE Trans. on Power App. & Systems , vol.PAS-99 , Issue.1 , pp. 53-58
  • 3
    • 0019587605 scopus 로고
    • Load forecasting bibliography, phase II
    • IEEE committee report
    • IEEE committee report, 1981, "Load Forecasting Bibliography, Phase II," IEEE Trans. on Power App. & Systems, Vol. PAS-100, No. 7, pp. 3217-3220.
    • (1981) IEEE Trans. on Power App. & Systems , vol.PAS-100 , Issue.7 , pp. 3217-3220
  • 4
    • 0024764917 scopus 로고
    • Analysis and evaluation of five short-term load forecast techniques
    • Moghram and S. Rahman, 1989, "Analysis and Evaluation of Five Short-term Load Forecast Techniques," IEEE Trans. on Power Systems, Vol. 4, No. 4, pp. 1484-1491.
    • (1989) IEEE Trans. on Power Systems , vol.4 , Issue.4 , pp. 1484-1491
    • Moghram, I.1    Rahman, S.2
  • 5
    • 0023563676 scopus 로고
    • Short term load forecasting
    • G. Gross and F.D. Galiana, 1987, "Short Term Load Forecasting," Proc. IEEE, Vol. 75, No. 12, pp. 1558-1578.
    • (1987) Proc. IEEE , vol.75 , Issue.12 , pp. 1558-1578
    • Gross, G.1    Galiana, F.D.2
  • 6
    • 0025519319 scopus 로고
    • A regression based approach to short-term system load forecasting
    • A.D. Papalexopoulos and T.C. Hesterberg, 1990, "A Regression Based Approach to Short-term System Load Forecasting," IEEE Trans. on Power Systems, Vol. 5, No. 4, pp. 1535 1544.
    • (1990) IEEE Trans. on Power Systems , vol.5 , Issue.4 , pp. 1535-1544
    • Papalexopoulos, A.D.1    Hesterberg, T.C.2
  • 7
    • 0023399522 scopus 로고
    • The time series approach to short term load forecasting
    • M.T. Hagen and S.M. Behr, 1987, "The Time Series Approach to Short Term Load Forecasting," IEEE Trans. on Power Systems, Vol. 2, No. 3, pp. 785 791.
    • (1987) IEEE Trans. on Power Systems , vol.2 , Issue.3 , pp. 785-791
    • Hagen, M.T.1    Behr, S.M.2
  • 8
    • 0010835575 scopus 로고
    • An application of state estimation to short term load forecasting I and II
    • J. Toyoda, M. Chen, and Y. Inoue, 1987, "An Application of State Estimation to Short Term Load Forecasting I and II," IEEE Trans. on Power Systems, Vol. 2, No. 3, pp. 785 791.
    • (1987) IEEE Trans. on Power Systems , vol.2 , Issue.3 , pp. 785-791
    • Toyoda, J.1    Chen, M.2    Inoue, Y.3
  • 9
    • 0031222649 scopus 로고    scopus 로고
    • Short-term load forecasting using threshold autoregressive models
    • S.R Haung, 1997, "Short-term Load Forecasting Using Threshold Autoregressive Models," IEEE Proc. C, Vol. 144, No. 5, pp. 477-481.
    • (1997) IEEE Proc. C , vol.144 , Issue.5 , pp. 477-481
    • Haung, S.R.1
  • 10
    • 0022757104 scopus 로고
    • Spectral decomposition and extrapolation of variations in electric loading
    • S.P. Moutter, P.S. Bodger, and P.T. Gouch, 1986, "Spectral Decomposition and Extrapolation of Variations in Electric Loading," IEEE Proc. C, Vol. 133, No. 5, pp. 247-255.
    • (1986) IEEE Proc. C , vol.133 , Issue.5 , pp. 247-255
    • Moutter, S.P.1    Bodger, P.S.2    Gouch, P.T.3
  • 13
    • 0026822198 scopus 로고
    • Advancement in the application of neural networks for short-term load forecasting
    • T.M. Peng, N.F. Hubele, and G.G. Karady, 1992, "Advancement in the Application of Neural Networks for Short-term Load Forecasting" IEEE Trans. on Power Systems, Vol. 7, No. 1, pp. 250-257.
    • (1992) IEEE Trans. on Power Systems , vol.7 , Issue.1 , pp. 250-257
    • Peng, T.M.1    Hubele, N.F.2    Karady, G.G.3
  • 14
    • 0030087190 scopus 로고    scopus 로고
    • Heterogeneous artificial neural networks for short term load forecasting
    • A. Piras, A. Germond, B. Buchenel, K. Emhof, and Y. Jaccard, 1996, "Heterogeneous Artificial Neural Networks for Short Term Load Forecasting," IEEE Trans. on Power Systems, Vol. 11, No. 1, pp. 397-402.
    • (1996) IEEE Trans. on Power Systems , vol.11 , Issue.1 , pp. 397-402
    • Piras, A.1    Germond, A.2    Buchenel, B.3    Emhof, K.4    Jaccard, Y.5
  • 16
    • 0030235269 scopus 로고    scopus 로고
    • Nonlinear autoregressive integrated neural network model for short term load forecasting
    • T.W.S. Chow and C.T. Leung, 1996, "Nonlinear Autoregressive Integrated Neural Network Model for Short Term Load Forecasting," IEE Proc. Pt. C, Vol. 33, No. 5, pp. 500-506.
    • (1996) IEEE Proc. Pt. C , vol.33 , Issue.5 , pp. 500-506
    • Chow, T.W.S.1    Leung, C.T.2
  • 17
    • 0010838210 scopus 로고    scopus 로고
    • Short term load forecasting using Generalized Neural Network (GNN) Approach
    • D.K. Chaturvedi, P.S. Satsangi, and P.K. Kalra, 1997, "Short Term Load Forecasting Using Generalized Neural Network (GNN) Approach," IE(I) Journal-EL, Vol. 78, pp. 105-112.
    • (1997) IE(I) Journal-EL , vol.78 , pp. 105-112
    • Chaturvedi, D.K.1    Satsangi, P.S.2    Kalra, P.K.3
  • 18
    • 0010904016 scopus 로고    scopus 로고
    • Sensitivity study of ANN based load forecasting
    • A.K. Azad and R.B. Mishra, 1997, "Sensitivity Study of ANN Based Load Forecasting," IE(I) Journal-EL, Vol. 78. pp. 105-112.
    • (1997) IE(I) Journal-EL , vol.78 , pp. 105-112
    • Azad, A.K.1    Mishra, R.B.2
  • 19
    • 0027543854 scopus 로고
    • Neural network based short term load forecasting
    • C.N. Lu, H.T. Yu, and H. Vemuri, 1993, "Neural Network Based Short Term Load Forecasting," IEEE Trans. on Power Systems, Vol. 8, No. 1, pp. 336-342.
    • (1993) IEEE Trans. on Power Systems , vol.8 , Issue.1 , pp. 336-342
    • Lu, C.N.1    Yu, H.T.2    Vemuri, H.3
  • 20
    • 0029352651 scopus 로고
    • An adaptive modular artificial neural network hourly load forecaster and its application at electric utilities
    • A. Khotanzad, R.C. Hwang, A. Abaye, and D. Maratukulam, 1995, "An Adaptive Modular Artificial Neural Network Hourly Load Forecaster and Its Application at Electric Utilities," IEEE Trans. on Power Systems, Vol. 10, No. 3, pp. 1716-1722.
    • (1995) IEEE Trans. on Power Systems , vol.10 , Issue.3 , pp. 1716-1722
    • Khotanzad, A.1    Hwang, R.C.2    Abaye, A.3    Maratukulam, D.4
  • 21
    • 0026910776 scopus 로고
    • Weather sensitive short term load forecasting using non-fully connected artificial neural networks
    • S.T. Chen, D.C. Yu, and A.M. Moghaddamjo, 1992, "Weather Sensitive Short Term Load Forecasting Using Non-fully Connected Artificial Neural Networks," IEEE Trans. on Power Systems, Vol. 7, No. 3, pp. 1098-1105.
    • (1992) IEEE Trans. on Power Systems , vol.7 , Issue.3 , pp. 1098-1105
    • Chen, S.T.1    Yu, D.C.2    Moghaddamjo, A.M.3
  • 22
    • 0029545890 scopus 로고
    • Single ANN architecture for short-term load forecasting for all seasons
    • S.P. Singh and O.P. Malik, 1995, "Single ANN Architecture for Short-term Load Forecasting for All Seasons," Int. Journal of Engineering Intelligent Systems, Vol. 3, No. 4, pp. 249 254.
    • (1995) Int. Journal of Engineering Intelligent Systems , vol.3 , Issue.4 , pp. 249-254
    • Singh, S.P.1    Malik, O.P.2
  • 24
    • 4243140880 scopus 로고    scopus 로고
    • Decomposition approach to forecasting electric power system load using an artificial neural network
    • G. Mbamalu, F. El-Hawary, and M.E. El Hawary, 1997, "Decomposition Approach to Forecasting Electric Power System Load Using an Artificial Neural Network," Electric Machine and Power Systems, Vol. 25, pp. 875-883.
    • (1997) Electric Machine and Power Systems , vol.25 , pp. 875-883
    • Mbamalu, G.1    El-Hawary, F.2    El Hawary, M.E.3
  • 26
    • 0026221458 scopus 로고
    • Design of artificial neural network for short term load forecasting. Part II: Multilayer feed forward networks for peak load and valley load forecasting
    • Y.-Y. Hsu and C.-C. Yang, 1991, "Design of Artificial Neural Network for Short Term Load Forecasting. Part II: Multilayer Feed Forward Networks for Peak Load and Valley Load Forecasting," IEE Proc. C, Vol. 138, No. 5, pp. 414-418.
    • (1991) IEE Proc. C , vol.138 , Issue.5 , pp. 414-418
    • Hsu, Y.-Y.1    Yang, C.-C.2
  • 27
    • 0032204310 scopus 로고    scopus 로고
    • Input variable selection for ANN based short term load forecasting
    • I. Dregza and S. Rahman, 1998, "Input Variable Selection for ANN Based Short Term Load Forecasting," IEEE Trans. on Power Systems, Vol. 13, No. 4, pp. 1238-1244.
    • (1998) IEEE Trans. on Power Systems , vol.13 , Issue.4 , pp. 1238-1244
    • Dregza, I.1    Rahman, S.2
  • 29
    • 0028548319 scopus 로고
    • An implementation of a neural network based load forecasting model for EMS
    • A.D. Papalexopoulos, S. Hao, and T.-M. Peng, 1994, "An Implementation of a Neural Network Based Load Forecasting Model for EMS," IEEE Trans. on Power Systems, Vol. 9, No. 4, pp. 1956-1962.
    • (1994) IEEE Trans. on Power Systems , vol.9 , Issue.4 , pp. 1956-1962
    • Papalexopoulos, A.D.1    Hao, S.2    Peng, T.-M.3
  • 32
    • 0028743398 scopus 로고
    • An adaptive recurrent neural network system for multi-step-ahead hourly prediction of power system loads
    • Florida
    • A. Khotanzad, A. Abaye, and D. Maratukulam, 1994, "An Adaptive Recurrent Neural Network System for Multi-step-ahead Hourly Prediction of Power System Loads," Proc. IEEE Int. Conference on Neural Networks, Florida, pp. 3393-3397.
    • (1994) Proc. IEEE Int. Conference on Neural Networks , pp. 3393-3397
    • Khotanzad, A.1    Abaye, A.2    Maratukulam, D.3
  • 33
    • 0031996844 scopus 로고    scopus 로고
    • Recurrent neural networks for short term load forecasting
    • J. Vermaak and E.C. Botha, 1998, "Recurrent Neural Networks for Short Term Load Forecasting," IEEE Trans. on Power Systems, Vol. 13, No. 1, pp. 126-132.
    • (1998) IEEE Trans. on Power Systems , vol.13 , Issue.1 , pp. 126-132
    • Vermaak, J.1    Botha, E.C.2
  • 34
    • 0028542256 scopus 로고
    • Forecasting daily load curves using a hybrid fuzzy-neural approach
    • D. Srinivasan, A.C. Liow, and C.S. Chang, 1994, "Forecasting Daily Load Curves Using a Hybrid Fuzzy-Neural Approach," Proc. IEE C, Vol. 141, No. 6, pp. 561 567.
    • (1994) Proc. IEE C , vol.141 , Issue.6 , pp. 561-567
    • Srinivasan, D.1    Liow, A.C.2    Chang, C.S.3
  • 35
    • 0026220591 scopus 로고
    • Design of artificial neural network for short term load forecasting, Part 1: Self-organizing feature maps for day type identification
    • Y.-Y. Hsu and C.-C. Yang, 1991, "Design of Artificial Neural Network for Short Term Load Forecasting, Part 1: Self-Organizing Feature Maps for Day Type Identification," IEE Proc.-C, Vol. 138, No. 5, pp. 407-413.
    • (1991) IEE Proc.-C , vol.138 , Issue.5 , pp. 407-413
    • Hsu, Y.-Y.1    Yang, C.-C.2
  • 36
    • 0002446261 scopus 로고
    • Short term load forecasting using adaptive pattern recognition and self organizing techniques
    • PSCC Proceedings, Cambridge, UK
    • T.S. Dhillon, K. Morszytn, and K. Phua, 1975, "Short Term Load Forecasting Using Adaptive Pattern Recognition and Self Organizing Techniques," Fifth Power Systems Computational Conference, PSCC Proceedings, Cambridge, UK, pp. 2.4.3.12.4.3.16.
    • (1975) Fifth Power Systems Computational Conference , pp. 2431-24316
    • Dhillon, T.S.1    Morszytn, K.2    Phua, K.3
  • 37
    • 0027628187 scopus 로고
    • Unsupervised/Supervised learning concept for 24-hour load forecasting
    • M. Djukonovic, B. Babic, D.J. Sobajic, and Y.H. Pao, 1993, "Unsupervised/Supervised Learning Concept for 24-Hour Load Forecasting," IEE Proc. C, Vol. 140, No. 4, pp. 311 318.
    • (1993) IEE Proc. C , vol.140 , Issue.4 , pp. 311-318
    • Djukonovic, M.1    Babic, B.2    Sobajic, D.J.3    Pao, Y.H.4
  • 38
    • 0031145371 scopus 로고    scopus 로고
    • A real time short term load forecasting system using functional link network
    • P.K. Dash, H.P. Satpathy, A.C. Liew, and S. Rahman, 1997, "A Real Time Short Term Load Forecasting System Using Functional Link Network," IEEE Trans. on Power Systems, Vol. 12, No. 2, pp. 675-680.
    • (1997) IEEE Trans. on Power Systems , vol.12 , Issue.2 , pp. 675-680
    • Dash, P.K.1    Satpathy, H.P.2    Liew, A.C.3    Rahman, S.4
  • 39
    • 0029183696 scopus 로고
    • Application of radial basis function neural network model for short term load forecasting
    • D.K. Ranaweera, N.F. Hubele, and A.D. Papalexopoulos, 1995, "Application of Radial Basis Function Neural Network Model for Short Term Load Forecasting," IEE Proc. C, Vol. 142, No. 1.
    • (1995) IEE Proc. C , vol.142 , Issue.1
    • Ranaweera, D.K.1    Hubele, N.F.2    Papalexopoulos, A.D.3
  • 40
    • 0030087191 scopus 로고    scopus 로고
    • Identification of ARMAX model for short term load forecasting: An evolutionary programming approach
    • H.-Tzer, C.-M. Huang, and C.-Lin, 1996, "Identification of ARMAX Model for Short Term Load Forecasting: An Evolutionary Programming Approach," IEEE Trans. on Power Systems, Vol. 11, No. 1, pp. 403-408.
    • (1996) IEEE Trans. on Power Systems , vol.11 , Issue.1 , pp. 403-408
    • Tzer, H.1    Huang, C.-M.2    Lin, C.3
  • 42
    • 0031996523 scopus 로고    scopus 로고
    • A new short-term load forecasting approach self organizing fuzzy ARMAX models
    • H.-T. Yang and C.-M. Huang, 1998, "A New Short-Term Load Forecasting Approach Self Organizing Fuzzy ARMAX Models," IEEE Trans. on Power Systems, Vol. 13, No. 1, pp. 217-223.
    • (1998) IEEE Trans. on Power Systems , vol.13 , Issue.1 , pp. 217-223
    • Yang, H.-T.1    Huang, C.-M.2
  • 43
    • 0030084673 scopus 로고    scopus 로고
    • Optimal fuzzy inference for short term load forecasting
    • H. Mort and H. Kobayashi, 1996, "Optimal Fuzzy Inference for Short Term Load Forecasting," IEEE Trans. on Power Systems, Vol. 11, No. 2, pp. 390 396.
    • (1996) IEEE Trans. on Power Systems , vol.11 , Issue.2 , pp. 390-396
    • Mort, H.1    Kobayashi, H.2
  • 44
    • 0024001840 scopus 로고
    • An expert system based algorithm for short term Load forecast
    • S. Rahman and R. Bhatnagar, 1988, "An Expert System Based Algorithm for ShortTerm Load Forecast," IEEE Trans. on Power Systems, Vol. 3, No. 2, pp. 392-399.
    • (1988) IEEE Trans. on Power Systems , vol.3 , Issue.2 , pp. 392-399
    • Rahman, S.1    Bhatnagar, R.2
  • 45
    • 0027590291 scopus 로고
    • A generalized knowledge-based short term load forecasting
    • S. Rahman and O. Hazim, 1993, "A Generalized Knowledge-Based Short Term Load Forecasting," IEEE Trans. on Power Systems, Vol. PWRS-8, No. 2, pp. 508-514.
    • (1993) IEEE Trans. on Power Systems , vol.PWRS-8 , Issue.2 , pp. 508-514
    • Rahman, S.1    Hazim, O.2
  • 46
    • 0025519350 scopus 로고
    • Short term load forecasting of Taiwan power system using a knowledge based expert system
    • K.L. Ho, Y.Y. Hsu, C.F. Chen, T.E. Lee, C.C. Liang, T.S. Lai, and K.K. Chen, 1990, "Short Term Load Forecasting of Taiwan Power System Using a KnowledgeBased Expert System," IEEE Trans. on Power Systems, Vol. 5, No. 4, pp. 1214 1221.
    • (1990) IEEE Trans. on Power Systems , vol.5 , Issue.4 , pp. 1214-1221
    • Ho, K.L.1    Hsu, Y.Y.2    Chen, C.F.3    Lee, T.E.4    Liang, C.C.5    Lai, T.S.6    Chen, K.K.7
  • 47
    • 0026945926 scopus 로고
    • Fuzzy expert systems - An application to short term load forecasting
    • Y.Y. Hsu and K.L. Ho, 1992, "Fuzzy Expert Systems-An Application to Short Term Load Forecasting," IEE Proc. C, Vol. 139, No. 6, pp. 471-477.
    • (1992) IEE Proc. C , vol.139 , Issue.6 , pp. 471-477
    • Hsu, Y.Y.1    Ho, K.L.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.