
電力価格予測手法
の開発
キーワード: 深層ニューラルネットワーク, オートエンコーダ、制限付きボルツマンマシン、深層ボルツマンマシン、一般化ラジアル基底関数ニューラル(GRBFN)、進化的計算、データマイニング
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Kohtaro Watanabe, Hiroyuki Mori, and Hsiao-Dong Chiang, "ELM-RBFN-based Deep Neural Network with Wavelet Transform of Level 4 and Ensemble Learning for Electricity Price Forecasting," Proc. of IEEE PES PowerTech2025, 6 pages, Kiel, Germany(2025-6)
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Rikuto Miwa, and Hiroyuki Mori,"A Sparse Model for Electricity Price Forecasting with LASSO-GRBFN and Brain Storm Optimization,” Proc. of IFAC CPES2024, 6 pages, Rabat, Morocco, Jul. 2024.
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三輪陸人,森啓之:「BSOを用いたLasso-GRBFNによる電力価格予測」,電気学会論文誌C、Vol. 143, No.2, pp.125-132(2023-2)
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三輪陸人、森啓之:「スパースオートエンコーダーを用いた深層ニューラルネットワークによる電力価格予測」、令和4年電気学会電力・エネルギー部門大会、論文Ⅱ 論文番号128、福井(2022-9)
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Kodai Yamada and Hiroyuki Mori, “A Deep Learning Technique for Electricity Price Forecasting in Consideration of Spikes,” Proc. of IEEE TENCON2021(Virtual Meeting), 6 pages, Dec. 2021.
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Kodai Yamada and Hiroyuki Mori, “Development of Preconditioned Deep Neural Network for Electricity Price Forecasting,” Proc. of IEEE ISAP2019, 6 pages, New Delhi, India, Dec. 2019.
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Satoshi Itaba and Hiroyuki Mori, "An Electricity Price Forecasting Model with Fuzzy Clustering Preconditioned ANN," Electrical Engineering in Japan (Wiley), Vol. 204, No. 3, pp.10-20, Aug. 2018.
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板羽 智史, 森啓之:「ファジィクラスタリング前処理ANNを用いた電力価格予測モデル」, 電気学会論文誌B, Vol. 138 No.2,pp.90-98(2018-2)
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S. Itaba and H. Mori, "An Efficient Hybrid Intelligent Method for Electricity Price Forecasting,” presented at Complex Adaptive Systems 2017, Chicago, IL, USA, Nov. 2017.
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S. Itaba and H. Mori, “A Fuzzy-Preconditioned GRBFN Model for Electricity Price Forecasting,” Procedia Computer Science (Elsevier), Vol . 114, pp.441-448, Oct. 2017.
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H. Mori and S. Itaba, "Integration of Improved GRBFN with Fuzzy Clustering for Electricity Price Forecasting,” Proc. of IFSA-SCSI 2017, 6 pages, Otsu, Japan, June 2017.
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H. Mori and K. Nakano, “An Efficient Hybrid Intelligent Method for Electricity Price Forecasting,” Procedia Computer Science (Elsevier), Vol. 95, pp.287-296, Nov. 2016.
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H. Mori and S. Itaba, "A Hybrid Intelligent System for Electricity Price Forecasting,” Proc. of IEEE TENCON2016, pp. 703 - 706, Singapore, Nov. 2016.
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H. Mori and K. Nakano, "Development of Advanced Gaussian Process for LMP Forecasting,” Proc. of IEEE ISAP2015,(CD-ROM), 6 pages, Porto, Portugal, Sep. 2015.
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H. Mori and K. Nakano, "EPSO-based Gaussian Process for Electricity Price Forecasting,” Proc. of IEEE CIS CEC2015(2015 Congress on Evolutionary Computation ), 6 pages, Sendai, Japan, May 2015.
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H. Mori and Y. Umezawa, " A SAX-Based Method for Extracting Features of Electricity Price in Power Markets," Proc. of 2009 IEEE T&D Asia(CD-ROM), 4 pages, Seoul, Korea, Oct. 2009.
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Atsuhiro Furuta, and Hiroyuki Mori, "Application of parallel tabu search-based hierarchical optimization to distribution system service restoration,“ Electrical Engineering in Japan(Wiley InterScience), Vol. 166, Issue 2, pp. 15-23, Sept. 2008.
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H. Mori and T. Muroi, "Distribution System Service Restoration Using TS with Probabilistic Neighborhood" in C.H. Dagli, et al. (Eds.), "Intelligent Engineering Systems through Artificial Neural Networks," Vol. 18, pp.727-734, ASME Press, New York, U.S.A., Nov. 2008.
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H. Mori, K. Shimomugi and Y. Umezawa, "A Data Mining Technique for Distribution Network Loss Minimization", Proc. of IEEE PES T&D2008(CD-ROM), pp.1 - 6, Chicago, IL, USA, Apr. 2008.
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H. Mori and A. Awata, "Data Mining of Electricity Price Forecasting with Regression Tree and Normalized Radial Basis Function Network," Proc. of 2007 IEEE International Conference on Systems, Man and Cybernetics (SMC2007) (CD-ROM), Montreal, Canada, Oct. 2007.
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H. Mori and A. Awata, "A Hybrid Method of Clipping and Artificial Neural Network for Electricity Price Zone Forecasting," Proc. of PMAPS 2006 (CD-ROM), Stockholm, Sweden, Jun. 2006.
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大吉 亘,森啓之:「放射状配電系統における新しい電力潮流計算」,電気学会論文誌B, Vol. 126-B, No. 3, pp. 290-296 (2006-3).
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古田篤広,森啓之:「配電系統復旧制御への並列タブサーチを用いた階層的最適化手法の適用」,電気学会論文誌B, Vol.126-B, No.1, pp. 21-28 (2006-1).
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H. Mori and A. Furuta, "Hierarchical Optimization Based Service Restoration Algorithm for Distribution System" in C.H. Dagli, et al. (Eds.), "Intelligent Engineering Systems through Artificial Neural Networks," Vol. 15, pp.259-264, ASME Press, New York, U.S.A., Nov. 2005.