{"created":"2025-01-19T00:50:24.196652+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00182829","sets":["1164:1579:9047:9217"]},"path":["9217"],"owner":"11","recid":"182829","title":["適応的電力制御を行う環境発電駆動センサノードの強化学習戦略の比較評価"],"pubdate":{"attribute_name":"公開日","attribute_value":"2017-07-19"},"_buckets":{"deposit":"4c12c8ac-fb0b-4c8e-bdc9-98a5f373dcec"},"_deposit":{"id":"182829","pid":{"type":"depid","value":"182829","revision_id":0},"owners":[11],"status":"published","created_by":11},"item_title":"適応的電力制御を行う環境発電駆動センサノードの強化学習戦略の比較評価","author_link":["399375","399373","399374"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"適応的電力制御を行う環境発電駆動センサノードの強化学習戦略の比較評価"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"学習方式","subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2017-07-19","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"東京大学大学院情報理工学系研究科"},{"subitem_text_value":"東京大学大学院情報理工学系研究科"},{"subitem_text_value":"東京大学大学院情報理工学系研究科"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Graduate School of Information Science and Technology, The University of Tokyo","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Information Science and Technology, The University of Tokyo","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Information Science and Technology, The University of Tokyo","subitem_text_language":"en"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_publisher":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"情報処理学会","subitem_publisher_language":"ja"}]},"publish_status":"0","weko_shared_id":-1,"item_file_price":{"attribute_name":"Billing file","attribute_type":"file","attribute_value_mlt":[{"url":{"url":"https://ipsj.ixsq.nii.ac.jp/record/182829/files/IPSJ-ARC17227028.pdf","label":"IPSJ-ARC17227028.pdf"},"date":[{"dateType":"Available","dateValue":"2019-07-19"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-ARC17227028.pdf","filesize":[{"value":"755.9 kB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"330","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"16"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"75ca204a-623a-4c37-93a4-03ad12580370","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2017 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"シュレスタマリ, サソット"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"近藤, 正章"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"中村, 宏"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN10096105","subitem_source_identifier_type":"NCID"}]},"item_4_textarea_12":{"attribute_name":"Notice","attribute_value_mlt":[{"subitem_textarea_value":"SIG Technical Reports are nonrefereed and hence may later appear in any journals, conferences, symposia, etc."}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_18gh","resourcetype":"technical report"}]},"item_4_source_id_11":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"2188-8574","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"太陽光発電などの環境発電により駆動するセンサノードでは，バッテリ切れによるノードダウンを防ぎつつ，発電電力に応じてセンシング間隔を調整するなどの電力制御を行う必要がある．本稿では，環境発電駆動センサノードとして，太陽光パネル，バッテリー，汎用のセンサノードデバイスからなる単純なシステムモデルを仮定し，機械学習の一手法である強化学習を用いた適応的な電力管理手法の比較評価を行う．強化学習を用いることで，天候やバッテリの劣化などの環境の変化に対して適応的に電力管理を行うことが可能になると期待される．比較に際しては，SARSA 学習と Q 学習アルゴリズムを用い，また適正度の履歴の有無による強化学習手法を評価する．評価の結果，SARSA (λ) 手法が他の手法に比べて優れた性能を達成できることがわかった．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"8","bibliographic_titles":[{"bibliographic_title":"研究報告システム・アーキテクチャ（ARC）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2017-07-19","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"28","bibliographicVolumeNumber":"2017-ARC-227"}]},"relation_version_is_last":true,"weko_creator_id":"11"},"id":182829,"updated":"2025-01-20T03:55:55.874627+00:00","links":{}}