{"created":"2025-02-15T04:40:30.004450+00:00","updated":"2025-02-15T04:40:34.527796+00:00","metadata":{"_oai":{"id":"oai:ipsj.ixsq.nii.ac.jp:02000232","sets":["1164:4402:1739411957239:1739591727747"]},"path":["1739591727747"],"owner":"80578","recid":"2000232","title":["農業分野における専門的課題解決のためのマルチエージェントシステムの設計と応用"],"pubdate":{"attribute_name":"PubDate","attribute_value":"2025-02-11"},"_buckets":{"deposit":"16f0eb98-254b-4a1d-a42d-83fdd92c718e"},"_deposit":{"id":"2000232","pid":{"type":"depid","value":"2000232","revision_id":0},"owners":[80578],"status":"published","created_by":80578},"item_title":"農業分野における専門的課題解決のためのマルチエージェントシステムの設計と応用","author_link":[],"item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"農業分野における専門的課題解決のためのマルチエージェントシステムの設計と応用","subitem_title_language":"ja"},{"subitem_title":"Design and Application of a Multi-Agent System for Solving Tasks Requiring Specialized Knowledge in Agriculture","subitem_title_language":"en"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject_scheme":"Other"}]},"item_type_id":"4","publish_date":"2025-02-11","item_4_text_3":{"attribute_name":"著者所属","attribute_value_mlt":[{"subitem_text_value":"東京農工大学"},{"subitem_text_value":"東京農工大学"},{"subitem_text_value":"東京都立瑞穂農芸高等学校"},{"subitem_text_value":"東京都立瑞穂農芸高等学校"},{"subitem_text_value":"東京農工大学"}]},"item_4_text_4":{"attribute_name":"著者所属(英)","attribute_value_mlt":[{"subitem_text_value":"Tokyo University of Agriculture and Technology","subitem_text_language":"en"},{"subitem_text_value":"Tokyo University of Agriculture and Technology","subitem_text_language":"en"},{"subitem_text_value":"Tokyo Metropolitan Mizuho Nogei High School","subitem_text_language":"en"},{"subitem_text_value":"Tokyo Metropolitan Mizuho Nogei High School","subitem_text_language":"en"},{"subitem_text_value":"Tokyo University of Agriculture and Technology","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/2000232/files/IPSJ-ICS25216014.pdf","label":"IPSJ-ICS25216014.pdf"},"date":[{"dateType":"Available","dateValue":"2027-02-11"}],"format":"application/pdf","billing":["billing_file"],"filename":"IPSJ-ICS25216014.pdf","filesize":[{"value":"1.7 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":"25"},{"tax":["include_tax"],"price":"0","billingrole":"44"}],"accessrole":"open_date","version_id":"2512f181-3473-4d92-8855-75314e6809a4","displaytype":"detail","licensetype":"license_note","license_note":"Copyright (c) 2025 by the Information Processing Society of Japan"}]},"item_4_creator_5":{"attribute_name":"著者名","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"町田,健太朗"}]},{"creatorNames":[{"creatorName":"吉村,洵"}]},{"creatorNames":[{"creatorName":"渡邉,文一"}]},{"creatorNames":[{"creatorName":"大坂,朋美"}]},{"creatorNames":[{"creatorName":"中條,拓伯"}]}]},"item_4_source_id_9":{"attribute_name":"書誌レコードID","attribute_value_mlt":[{"subitem_source_identifier":"AA11135936","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":"2188-885X","subitem_source_identifier_type":"ISSN"}]},"item_4_description_7":{"attribute_name":"論文抄録","attribute_value_mlt":[{"subitem_description":"大規模言語モデル（LLM）の発展により，知的エージェントを活用した複雑な問題解決が可能となった．農業分野は，専門知識を必要とする複雑な作業が多い分野の一つである．本研究では，専門知識を要する植物分類作業に対し，RAG（Retrieval-Augmented Generation）を活用して情報検索や知識生成を行うエージェントや，画像処理技術を駆使して視覚データを解析するエージェントなどを協調的に動作させるマルチエージェントシステムを構築した．本システムは，専門知識を必要とする植物分類タスクにおいて，その実用性を示した．","subitem_description_type":"Other"}]},"item_4_description_8":{"attribute_name":"論文抄録(英)","attribute_value_mlt":[{"subitem_description":"The development of large language models (LLMs) has enabled the use of intelligent agents to solve complex problems. Agriculture is one of the fields that involves numerous tasks requiring specialized knowledge. In this study, we constructed a multi-agent system that coordinates various agents to address plant classification tasks requiring expertise. The system integrates agents leveraging Retrieval-Augmented Generation (RAG) for information retrieval and knowledge generation, alongside agents utilizing image processing techniques to analyze visual data. The proposed system demonstrated its practical utility and effectiveness in plant classification tasks requiring specialized knowledge.","subitem_description_type":"Other","subitem_description_language":"en"}]},"item_4_biblio_info_10":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicPageEnd":"8","bibliographic_titles":[{"bibliographic_title":"研究報告知能システム（ICS）"}],"bibliographicPageStart":"1","bibliographicIssueDates":{"bibliographicIssueDate":"2025-02-11","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"14","bibliographicVolumeNumber":"2025-ICS-216"}]},"relation_version_is_last":true,"weko_creator_id":"80578"},"id":2000232,"links":{}}