
風力発電予測手法
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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Kotaro Watanabe and Hiroyuki Mori, “A New Forecasting Method for Wind Power Generation Output with Wavelet ELM-Type Radial Basis Function Network,” Proc. of IEEE PES ISGT2023-Asia, 5 pages, Auckland, New Zealand, Nov. 2023.
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渡辺航太郎,森啓之:「ウェーブレット変換を用いたRBFN型ELMネットワークによる風力発電出力予測」,電気学会論文誌B、Vol. 143, No.8, pp.474-484(2023-8).
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渡辺航太郎, 森啓之:「レベル4のウェーブレット変換を用いた RBFN 型 ELM による風力発電出力予測」, 令和5年電気学会全国大会, 論文番号6-241,名古屋大学(2023-3)
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渡辺航太郎,森啓之:「ウェーブレット変換を用いたRBFN型ELMネットワークによる風力発電出力予測」,令和4年電気学会B部門大会, 論文I 論文番号27,福井(2022-9)
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Kotaro Watanabe and Hiroyuki Mori, "Application of Wavelet-transform-based RBFN to Wind Power Forecasting," The Fifth International Workshop on Smart Power and Energy (SPE2022), Taipei, Oct. 2022.
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渡辺航太郎,森啓之:「ウェーブレット変換を用いたRBFNによる風力発電予測法」,令和4年電気学会全国大会, 論文番号6-212,オンライン開催(2022-3)
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Kotaro Watanabe and Hiroyuki Mori, "Integration of Wavelet Transform and NRBFN for Wind Power Generation Prediction," The Fourth International Workshop on Smart Power and Energy (SPE2021) (Virtual Meeting), Tokyo, Nov. 2021.
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渡邉航太郎,森啓之:「前処理付きニューラルネットワークによる風力発電予測」,令和三年電気学会電力技術/電力系統技術合同研究会,PE-2021-070/PSE-21-083,オンライン開催(2021-9)
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渡邉航太郎、森 啓之:「ウェブレット変換とNRBFNを用いた風力発電予測」、令和三年電気学会B部門大会,論文Ⅱ 論文番号165,オンライン開催(2021-8)
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Soichiro Ookurawa and Hiroyuki Mori, “An Efficient Method for Wind Power Generation Forecasting by LSTM in Consideration of Overfitting Prevention,” IFAC-Papers-OnLine(Elsevier), Vol 53, Issue 2, pp. 12169-12174, Nov. 2020.
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H. Mori and S. Okura, "Application of S-Transform based Artificial Neural Network to Wind Speed Forecasting,” Proc. of IEEE PES PowerTech2017, 6 pages, Manchester, UK, June 2017.
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H. Mori and S. Okura, "An ANN-based Method for Wind Speed Forecasting with S-Transform,” Proc. of IEEE TENCON2016, pp. 642 - 645, Singapore, Nov. 2016.
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H. Mori and Y. Umezawa, " Application of NBTree to Selection of Meteorological Variables in Wind Speed Prediction," Proc. of 2009 IEEE T&D Asia(CD-ROM), 4 pages, Seoul, Korea, Oct. 2009.
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H. Mori and K. Seki, "Non-linear-Predictor-Based Continuation Power Flow for Unbalanced Distribution Systems," Proc. of 2009 IEEE T&D Asia(CD-ROM), 4 pages, Seoul, Korea, Oct. 2009.
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H. Mori and Y. Komatsu, "A Parallel Meta-heuristic Method for Distribution Network Loss Reduction with Network Reconfiguration and Capacitor Control" Proc. of 2009 IEEE T&D Asia(CD-ROM), 4 pages, Seoul, Korea, Oct. 2009.
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Hiroyuki Mori and Eitaro Kurata, “Application of Gaussian Process to Wind Speed Forecasting for Wind Power Generation,” Proc. of IEEE ICSET 2008(International Conference on Sustainable Energy Technologies)pp.956 - 959, Singapore, November 2008.
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Hiroyuki Mori and Akira Awata, “Feature Extraction of Meteorological Data Using Regression Tree for Wind Power Generation,” Proc. of IEEE ICSET 2008(International Conference on Sustainable Energy Technologies)pp.1104 - 1107, Singapore, November 2008.