{"_buckets": {"deposit": "305713d1-65b8-4863-85bf-eb8265df938d"}, "_deposit": {"created_by": 14, "id": "2000099", "owner": "14", "owners": [14], "pid": {"revision_id": 0, "type": "depid", "value": "2000099"}, "status": "published"}, "_oai": {"id": "oai:kyutech.repo.nii.ac.jp:02000099", "sets": ["20"]}, "author_link": ["1615"], "control_number": "2000099", "item_1694584486188": {"attribute_name": "CRID", "attribute_value_mlt": [{"subitem_relation_type_id": {"subitem_relation_type_id_text": "https://cir.nii.ac.jp/crid/1390576922109569664", "subitem_relation_type_select": "URI"}}]}, "item_23_biblio_info_6": {"attribute_name": "書誌情報", "attribute_value_mlt": [{"bibliographicIssueDates": {"bibliographicIssueDate": "2022-09-15", "bibliographicIssueDateType": "Issued"}, "bibliographicPageStart": "04-1P-09", "bibliographic_titles": [{"bibliographic_title": "2022年度電気・情報関係学会九州支部連合大会(第75回連合大会)講演論文集", "bibliographic_titleLang": "ja"}]}]}, "item_23_description_4": {"attribute_name": "抄録", "attribute_value_mlt": [{"subitem_description": "本研究は、学習アルゴリズムとしてDirect Feedback Alignment (DFA)を用いて、XOR論理演算の学習・推論を行うディジタル回路を設計し、DFA学習機能を有するハードウェアAI実現の指針を得ることを目的とする。ニューラルネットワークを簡易なディジタル回路で実装するために、整数演算のみを用いてDFAをソフトウェア上で実装し、各ノードの必要ビット精度を決定した。これに基づき、Verilog HDLで回路を記述し、論理シミュレーションを行った結果、正しく学習できることが確認できた。また、一般的な学習アルゴリズムであるBack Propagationと比べて、低演算コストで動作可能であることが明らかとなった", "subitem_description_language": "ja", "subitem_description_type": "Abstract"}]}, "item_23_description_5": {"attribute_name": "内容記述", "attribute_value_mlt": [{"subitem_description": "2022年度 電気・情報関係学会九州支部連合大会(第75回連合大会), 2022/09/16 - 17, オンライン(大会本部:長崎大学)", "subitem_description_type": "Other"}]}, "item_23_publisher_7": {"attribute_name": "出版者", "attribute_value_mlt": [{"subitem_publisher": "電気・情報関係学会九州支部連合大会委員会"}]}, "item_23_relation_12": {"attribute_name": "DOI", "attribute_value_mlt": [{"subitem_relation_type": "isIdenticalTo", "subitem_relation_type_id": {"subitem_relation_type_id_text": "https://doi.org/10.11527/jceeek.2022.0_167", "subitem_relation_type_select": "DOI"}}]}, "item_23_rights_13": {"attribute_name": "権利", "attribute_value_mlt": [{"subitem_rights": "Copyright (c) 2022 電気・情報関係学会九州支部連合大会委員会"}]}, "item_23_version_type_58": {"attribute_name": "著者版フラグ", "attribute_value_mlt": [{"subitem_version_resource": "http://purl.org/coar/version/c_970fb48d4fbd8a85", "subitem_version_type": "VoR"}]}, "item_creator": {"attribute_name": "著者", "attribute_type": "creator", "attribute_value_mlt": [{"creatorNames": [{"creatorName": "越名, 咲斗", "creatorNameLang": "en"}]}, {"creatorNames": [{"creatorName": "村上, 秀樹", "creatorNameLang": "ja"}]}, {"creatorNames": [{"creatorName": "川添, 晧平", "creatorNameLang": "ja"}]}, {"creatorAffiliations": [{"affiliationNameIdentifiers": [], "affiliationNames": [{"affiliationName": "", "affiliationNameLang": "ja"}]}], "creatorNames": [{"creatorName": "Morie, Takashi", "creatorNameLang": "en"}, {"creatorName": "森江, 隆", "creatorNameLang": "ja"}, {"creatorName": "モリエ, タカシ", "creatorNameLang": "ja-Kana"}], "familyNames": [{"familyName": "Morie", "familyNameLang": "en"}, {"familyName": "森江", "familyNameLang": "ja"}, {"familyName": "モリエ", "familyNameLang": "ja-Kana"}], "givenNames": [{"givenName": "Takashi", "givenNameLang": "en"}, {"givenName": "隆", "givenNameLang": "ja"}, {"givenName": "タカシ", "givenNameLang": "ja-Kana"}], "nameIdentifiers": [{"nameIdentifier": "1615", "nameIdentifierScheme": "WEKO"}, {"nameIdentifier": "20294530", "nameIdentifierScheme": "e-Rad", "nameIdentifierURI": "https://nrid.nii.ac.jp/ja/nrid/1000020294530"}, {"nameIdentifier": "7005143434", "nameIdentifierScheme": "Scopus著者ID", "nameIdentifierURI": "https://www.scopus.com/authid/detail.uri?authorId=7005143434"}, {"nameIdentifier": "339", "nameIdentifierScheme": "九工大研究者情報", "nameIdentifierURI": "https://hyokadb02.jimu.kyutech.ac.jp/html/339_ja.html"}]}]}, "item_files": {"attribute_name": "ファイル情報", "attribute_type": "file", "attribute_value_mlt": [{"accessrole": "open_access", "date": [{"dateType": "Available", "dateValue": "2023-09-13"}], "download_preview_message": "", "file_order": 0, "filename": "neuro_35.pdf", "filesize": [{"value": "381 KB"}], "format": "application/pdf", "future_date_message": "", "is_thumbnail": false, "mimetype": "application/pdf", "size": 381000.0, "url": {"url": "https://kyutech.repo.nii.ac.jp/record/2000099/files/neuro_35.pdf"}, "version_id": "d5aa6935-1892-44eb-8342-cefe52e8c5ea"}]}, "item_language": {"attribute_name": "言語", "attribute_value_mlt": [{"subitem_language": "jpn"}]}, "item_resource_type": {"attribute_name": "資源タイプ", "attribute_value_mlt": [{"resourcetype": "conference paper", "resourceuri": "http://purl.org/coar/resource_type/c_5794"}]}, "item_title": "Direct Feedback Alignment学習を行うニューラルネットワークのディジタル回路実装", "item_titles": {"attribute_name": "タイトル", "attribute_value_mlt": [{"subitem_title": "Direct Feedback Alignment学習を行うニューラルネットワークのディジタル回路実装", "subitem_title_language": "ja"}]}, "item_type_id": "23", "owner": "14", "path": ["20"], "permalink_uri": "http://hdl.handle.net/10228/0002000099", "pubdate": {"attribute_name": "PubDate", "attribute_value": "2023-09-13"}, "publish_date": "2023-09-13", "publish_status": "0", "recid": "2000099", "relation": {}, "relation_version_is_last": true, "title": ["Direct Feedback Alignment学習を行うニューラルネットワークのディジタル回路実装"], "weko_shared_id": -1}
Direct Feedback Alignment学習を行うニューラルネットワークのディジタル回路実装
http://hdl.handle.net/10228/0002000099
http://hdl.handle.net/10228/0002000099