{"metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:00240523","sets":["1164:2036:11466:11785"]},"path":["11785"],"owner":"44499","recid":"240523","title":["光ニューラルネットワークに対する熱故障注入攻撃の実行時検知"],"pubdate":{"attribute_name":"公開日","attribute_value":"2024-11-05"},"_buckets":{"deposit":"d01e49ad-89c6-419d-a2d1-e5ffd666414b"},"_deposit":{"id":"240523","pid":{"type":"depid","value":"240523","revision_id":0},"owners":[44499],"status":"published","created_by":44499},"item_title":"光ニューラルネットワークに対する熱故障注入攻撃の実行時検知","author_link":["659985","659989","659988","659987","659986"],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"光ニューラルネットワークに対する熱故障注入攻撃の実行時検知"}]},"item_type_id":"4","publish_date":"2024-11-05","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"大阪大学大学院情報科学研究科"},{"subitem_text_value":"大阪大学大学院情報科学研究科"},{"subitem_text_value":"大阪大学大学院情報科学研究科"},{"subitem_text_value":"九州大学大学院システム情報科学研究院情報エレクトロニクス部門"},{"subitem_text_value":"大阪大学大学院情報科学研究科"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Graduate School of Information Science and Technology, Osaka University","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Information Science and Technology, Osaka University","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Information Science and Technology, Osaka University","subitem_text_language":"en"},{"subitem_text_value":"Department of Electrical and Electronic Engineering, Graduate School and Faculty of Information Science and Electrical Engineering, Kyushu University","subitem_text_language":"en"},{"subitem_text_value":"Graduate School of Information Science and Technology, Osaka University","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/240523/files/IPSJ-SLDM24207041.pdf","label":"IPSJ-SLDM24207041.pdf"},"date":[{"dateType":"Available","dateValue":"2026-11-05"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-SLDM24207041.pdf","filesize":[{"value":"2.2 MB"}],"mimetype":"application/pdf","priceinfo":[{"tax":["include_tax"],"price":"660","billingrole":"5"},{"tax":["include_tax"],"price":"330","billingrole":"6"},{"tax":["include_tax"],"price":"0","billingrole":"10"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"e5f66ef8-982c-45d5-bab6-35730f46881f","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2024 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"西田, 孔太"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"御堂, 義博"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"三浦, 典之"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"川上, 哲志"}],"nameIdentifiers":[{}]},{"creatorNames":[{"creatorName":"塩見, 準"}],"nameIdentifiers":[{}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA11451459","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":"2188-8639","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"シリコンフォトニクス AI アクセラレータ (Silicon photonics-based AI Accelerator: SPAA) は高速かつ低消費電力なニューラルネットワーク処理デバイスとして注目を集めている．SPAA をエッジ環境で利活用する場合，ハードウェアセキュリティリスクへの対策が必要不可欠である．本研究では，マッハツェンダー干渉計 (Mach-Zhender Interferometer: MZI) をベースとした SPAA に対する熱故障注入攻撃の手法を提案する．加えて，推論実行と同時に攻撃を検知する MZI ベースの SPAA に適した光ニューラルネットワークを提案する．提案する攻撃手法が可能であることを実測で示した後に，MZI への熱故障注入攻撃を模擬したシミュレーションにて，提案ネットワークが 85.2% から 95.8% の精度で攻撃を検知できることを示す．","subitem_description_type":"Other"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"6","bibliographic_titles":[{"bibliographic_title":"研究報告システムとLSIの設計技術（SLDM）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2024-11-05","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"41","bibliographicVolumeNumber":"2024-SLDM-207"}]},"relation_version_is_last":true,"weko_creator_id":"44499"},"id":240523,"updated":"2025-01-19T07:57:11.475849+00:00","links":{},"created":"2025-01-19T01:44:45.674803+00:00"}