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電力使用量予測のための深層学習手法
http://hdl.handle.net/10098/00028843
http://hdl.handle.net/10098/000288432e74a2b9-c7c4-4554-a746-6721bcfea609
名前 / ファイル | ライセンス | アクション |
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BD10126023.pdf (965.6 kB)
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Item type | 紀要論文 / Departmental Bulletin Paper(1) | |||||
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公開日 | 2021-11-04 | |||||
タイトル | ||||||
タイトル | 電力使用量予測のための深層学習手法 | |||||
タイトル | ||||||
言語 | en | |||||
タイトル | A Deep Learning Method for Predicting Electricity Usage | |||||
言語 | ||||||
言語 | jpn | |||||
キーワード | ||||||
主題Scheme | Other | |||||
主題 | 深層学習 | |||||
キーワード | ||||||
主題Scheme | Other | |||||
主題 | 電力使用量 | |||||
キーワード | ||||||
主題Scheme | Other | |||||
主題 | LSTM | |||||
キーワード | ||||||
言語 | en | |||||
主題Scheme | Other | |||||
主題 | Deep Learning | |||||
キーワード | ||||||
言語 | en | |||||
主題Scheme | Other | |||||
主題 | Machine Learning | |||||
キーワード | ||||||
言語 | en | |||||
主題Scheme | Other | |||||
主題 | Electricity Usage | |||||
キーワード | ||||||
言語 | en | |||||
主題Scheme | Other | |||||
主題 | LSTM | |||||
資源タイプ | ||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||
資源タイプ | departmental bulletin paper | |||||
著者 |
小松, 大起
× 小松, 大起× 黒岩, 丈介× 小高 , 知宏× 諏訪, いずみ× 白井, 治彦 |
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抄録 | ||||||
内容記述タイプ | Abstract | |||||
内容記述 | In this paper, we investigate how to apply deep learnings for multimodal inputs. The target problem is the prediction of power consumption, which enable us to control the operating time of each power plant in the short term and adapt the necessary amount of fossil fuels and other resources in the long term. In this paper, therefore, we perform the prediction of power consumption by using LSTM, which is a model that can handle time-series data. We employ the combination of temperature, precipitation and/or weather as multimodal inputs, which should be meteorological factors for the power consumption. The prediction is depend on the model structure and the combination of data. |
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書誌情報 |
福井大学学術研究院工学系部門研究報告 en : Memoir of Faculty of Engineering, University of Fukui 巻 70, p. 29-36, 発行日 2021-10 |
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出版者 | ||||||
出版者 | 福井大学大学院工学研究科 | |||||
ISBN | ||||||
識別子タイプ | ISBN | |||||
関連識別子 | 2435-3531 | |||||
権利 | ||||||
権利情報 | copyright 2021 School of Engineering UNIVERSITY OF FUKUI. ALL right reserved. | |||||
関連サイト | ||||||
識別子タイプ | URI | |||||
関連識別子 | http://www2.eng.u-fukui.ac.jp/research/memoirs-2/ | |||||
関連名称 | 福井大学大学院工学研究科研究報告(紀要) | |||||
著者版フラグ | ||||||
出版タイプ | VoR | |||||
出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||
その他のID | ||||||
TD10126023 |