{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00235993","sets":["6504:11678:11689"]},"path":["11689"],"owner":"44499","recid":"235993","title":["深層学習によるリニアモータにおける異常検知に関する研究"],"pubdate":{"attribute_name":"公開日","attribute_value":"2024-03-01"},"_buckets":{"deposit":"7996b88c-2324-4d95-aae2-bf04ba42e4f9"},"_deposit":{"id":"235993","pid":{"type":"depid","value":"235993","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"深層学習によるリニアモータにおける異常検知に関する研究","author_link":["644941","644939","644940","644938"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"深層学習によるリニアモータにおける異常検知に関する研究"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"人工知能と認知科学","subitem_subject_scheme":"Other"}]},"item_type_id":"22","publish_date":"2024-03-01","item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"jpn"}]},"item_22_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"小松大"},{"subitem_text_value":"小松大"},{"subitem_text_value":"小松大"},{"subitem_text_value":"石川県工業試験場"}]},"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/235993/files/IPSJ-Z86-4Q-07.pdf","label":"IPSJ-Z86-4Q-07.pdf"},"date":[{"dateType":"Available","dateValue":"2024-07-03"}],"format":"application/pdf","filename":"IPSJ-Z86-4Q-07.pdf","filesize":[{"value":"388.8 kB"}],"mimetype":"application/pdf","accessrole":"open_date","version_id":"b867d2db-06d1-4fde-8db6-d702ee44915c","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2024 by the Information Processing Society of Japan"}]},"item_22_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"紙田, 和喜"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"上田, 芳弘"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"坂本, 一磨"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"笠原, 竹博"}],"nameIdentifiers":[{}]}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourceuri":"http://purl.org/coar/resource_type/c_5794","resourcetype":"conference paper"}]},"item_22_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AN00349328","subitem_source_identifier_type":"NCID"}]},"item_22_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"近年、工場での省人化・ヒューマンエラー防止のためにIoTやAIの活用が注目されている。特に、産業機械の異常検知は重要性が高く、様々な試みが実施されている。本研究では、産業装置の振動データに着目し、深層学習モデルを用いてリニアモータの異常振動を検知する手法の実現を目指す。ここで、リニアモータの摺動方向に対して摩擦異常を与えることによって得た抵抗値を、異常振動データとして扱う。この時、学習モデルとしてオートエンコーダを使用する。また、各異常振動データと抵抗値データをそれぞれ教師データとして学習することによる、抵抗値の回帰推定を行う。これにより、異常の有無のみならず、その大きさの自動判別の実現を目指す。","subitem_description_type":"Other"}]},"item_22_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"300","bibliographic_titles":[{"bibliographic_title":"第86回全国大会講演論文集"}],"bibliographicPageStart":"299","bibliographicIssueDates":{"bibliographicIssueDate":"2024-03-01","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"1","bibliographicVolumeNumber":"2024"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":235993,"updated":"2025-01-19T09:26:14.767786+00:00","links":{},"created":"2025-01-19T01:37:48.267231+00:00"}