{"created":"2021-03-01T06:17:43.023184+00:00","id":10861,"links":{},"metadata":{"_buckets":{"deposit":"0b4da53d-1e8c-4377-8785-a97bc966e190"},"_deposit":{"id":"10861","owners":[],"pid":{"revision_id":0,"type":"depid","value":"10861"},"status":"published"},"_oai":{"id":"oai:nagoya.repo.nii.ac.jp:00010861","sets":["320:321:322"]},"author_link":["32677","32678","32679"],"item_10_alternative_title_19":{"attribute_name":"その他のタイトル","attribute_value_mlt":[{"subitem_alternative_title":"Realization of Back Propagation Learning for Pulsed Neural Networks Based on Delta-Sigma Modulation and Its Hardware Implementation","subitem_alternative_title_language":"en"}]},"item_10_biblio_info_6":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2005-04-01","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"4","bibliographicPageEnd":"788","bibliographicPageStart":"778","bibliographicVolumeNumber":"J88-D-II","bibliographic_titles":[{"bibliographic_title":"電子情報通信学会論文誌","bibliographic_titleLang":"ja"}]}]},"item_10_description_4":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"ニューラルネットワーク本来の並列処理をいかした高速処理を実現するためには，個々のニューロンをハードウェアに実装し並列動作させることが肝要である．ニューラルネットワークのハードウェア実現手段として，筆者らもこれまでに実装に適した\"ΔΣ 変調に基づくパルスニューラルネットワーク（以下，DSM-PNN）\"を提案してきた．DSM-PNNはニューロン間の信号伝達が1本で済み，かつパルス生成法が ΔΣ 変調に基づくため，小規模で高精度な信号処理が可能である．これまでに，線形ニューロンを用いた学習に対しての有効性が確認されている．本論文では，ニューロンの非線形演算を伴うBP学習を実現するDSM-PNNについて検討を行う．非線形な活性化関数については，ΔΣ 変調に基づき構成する手法を提案する．更に，提案する活性化関数を用いてDSM-PNNをハードウェア上に構成し，BP学習を実現することで有効性を示す．","subitem_description_language":"ja","subitem_description_type":"Abstract"}]},"item_10_identifier_60":{"attribute_name":"URI","attribute_value_mlt":[{"subitem_identifier_type":"HDL","subitem_identifier_uri":"http://hdl.handle.net/2237/12707"},{"subitem_identifier_type":"URI","subitem_identifier_uri":"http://www.ieice.org/jpn/trans_online/index.html"}]},"item_10_publisher_32":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"電子情報通信学会","subitem_publisher_language":"ja"}]},"item_10_relation_43":{"attribute_name":"関連情報","attribute_value_mlt":[{"subitem_relation_type":"isVersionOf","subitem_relation_type_id":{"subitem_relation_type_id_text":"http://www.ieice.org/jpn/trans_online/index.html","subitem_relation_type_select":"URI"}}]},"item_10_rights_12":{"attribute_name":"権利","attribute_value_mlt":[{"subitem_rights":"Copyright 2005 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