Computational Intelligence on Short-Term Load Forecasting: A Methodological Overview
被引:81
作者:
Fallah, Seyedeh Narjes
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机构:Sharif Univ Technol, Dept Elect Engn, POB 11365-11155, Tehran, Iran
Fallah, Seyedeh Narjes
Ganjkhani, Mehdi
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Sharif Univ Technol, Dept Elect Engn, POB 11365-11155, Tehran, IranSharif Univ Technol, Dept Elect Engn, POB 11365-11155, Tehran, Iran
Ganjkhani, Mehdi
[1
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Shamshirband, Shahaboddin
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机构:
Ton Duc Thang Univ, Dept Management Sci & Technol Dev, Ho Chi Minh City, Vietnam
Ton Duc Thang Univ, Fac Informat Technol, Ho Chi Minh City, VietnamSharif Univ Technol, Dept Elect Engn, POB 11365-11155, Tehran, Iran
Shamshirband, Shahaboddin
[2
,3
]
Chau, Kwok-wing
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Hong Kong Polytech Univ, Dept Civil & Environm Engn, Hong Kong, Peoples R ChinaSharif Univ Technol, Dept Elect Engn, POB 11365-11155, Tehran, Iran
Electricity demand forecasting has been a real challenge for power system scheduling in different levels of energy sectors. Various computational intelligence techniques and methodologies have been employed in the electricity market for short-term load forecasting, although scant evidence is available about the feasibility of these methods considering the type of data and other potential factors. This work introduces several scientific, technical rationales behind short-term load forecasting methodologies based on works of previous researchers in the energy field. Fundamental benefits and drawbacks of these methods are discussed to represent the efficiency of each approach in various circumstances. Finally, a hybrid strategy is proposed.
机构:
Changchun Univ Technol, Sch Elect & Elect Engn, Changchun 130000, Peoples R ChinaChangchun Univ Technol, Sch Elect & Elect Engn, Changchun 130000, Peoples R China
Dong, Jizhe
Luo, Long
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机构:
Changchun Univ Technol, Sch Elect & Elect Engn, Changchun 130000, Peoples R ChinaChangchun Univ Technol, Sch Elect & Elect Engn, Changchun 130000, Peoples R China
Luo, Long
Lu, Yu
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机构:
State Grid Jilin Elect Power Co Ltd, Changchun 130021, Peoples R ChinaChangchun Univ Technol, Sch Elect & Elect Engn, Changchun 130000, Peoples R China
Lu, Yu
Zhang, Qi
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机构:
Changchun Univ Technol, Sch Elect & Elect Engn, Changchun 130000, Peoples R ChinaChangchun Univ Technol, Sch Elect & Elect Engn, Changchun 130000, Peoples R China