{"created":"2023-05-15T13:39:28.635957+00:00","id":3747,"links":{},"metadata":{"_buckets":{"deposit":"d6cc33b1-9c04-4662-a7e9-5c6f949aeb1f"},"_deposit":{"created_by":11,"id":"3747","owners":[11],"pid":{"revision_id":0,"type":"depid","value":"3747"},"status":"published"},"_oai":{"id":"oai:repository.naro.go.jp:00003747","sets":["2:581:101","87:653:40"]},"author_link":["1718","841"],"item_10001_biblio_info_7":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2018-06-12","bibliographicIssueDateType":"Issued"},"bibliographicIssueNumber":"2","bibliographicPageEnd":"112","bibliographicPageStart":"104","bibliographicVolumeNumber":"44","bibliographic_titles":[{"bibliographic_title":"Canadian journal of remote sensing"},{"bibliographic_title":"Canadian journal of remote sensing","bibliographic_titleLang":"en"}]}]},"item_10001_description_5":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"The highest quality green tea is cultivated using shading treatments in Japan; however, shading can lead to early mortalities of tea due to excessive environmental stress. The allocation of photosynthetic pigments, chlorophyll a, b and carotenoids, could be a good indicator for evaluating production or environmental stress in plants; thus, developing an in-situ method to monitor photosynthetic pigments is useful for agricultural management. To assess the accuracy of the estimation of photosynthetic pigment contents with existing supervised learning models, four different approaches were compared including random forests, kernel-based extreme learning machine (KELM), deep belief nets and support vector machine. Overall, KELM had the highest performance with a root mean square error of 1.95 ± 0.36 μg cm-2, 1.08 ± 0.11 μg cm-2 and 0.68 ± 0.10 μg cm-2 for estimating chlorophyll a, b and carotenoid contents, respectively.","subitem_description_type":"Abstract"}]},"item_10001_publisher_8":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"Canadian Remote Sensing Society"}]},"item_10001_relation_14":{"attribute_name":"DOI","attribute_value_mlt":[{"subitem_relation_type":"isVersionOf","subitem_relation_type_id":{"subitem_relation_type_id_text":"10.1080/07038992.2018.1461555","subitem_relation_type_select":"DOI"}}]},"item_10001_relation_16":{"attribute_name":"情報源","attribute_value_mlt":[{"subitem_relation_name":[{"subitem_relation_name_text":"SC30201903070001"}]},{"subitem_relation_name":[{"subitem_relation_name_text":"NARO成果DBa"}]},{"subitem_relation_name":[{"subitem_relation_name_text":"author manuscript  /This journal has an embargo period of 12 months."}]},{"subitem_relation_name":[{"subitem_relation_name_text":"This is an [Accepted Manuscript] of an article published by Taylor & Francis in [Canadian journal of remote sensing] on [Jun, 2018], available at http://wwww.tandfonline.com/10.1080/07038992.2018.1461555."}]},{"subitem_relation_name":[{"subitem_relation_name_text":"このアーカイブは著者版です。出版社版ではありません。引用の際には出版社版をご利用ください。"}]},{"subitem_relation_name":[{"subitem_relation_name_text":"This is not the published version. Please cite only the published version."}]}]},"item_10001_relation_17":{"attribute_name":"関連サイト","attribute_value_mlt":[{"subitem_relation_name":[{"subitem_relation_name_text":"Canadian journal of remote sensing"}],"subitem_relation_type_id":{"subitem_relation_type_id_text":"https://doi.org/10.1080/07038992.2018.1461555","subitem_relation_type_select":"DOI"}}]},"item_10001_rights_15":{"attribute_name":"権利","attribute_value_mlt":[{"subitem_rights":"The Author(s) "}]},"item_10001_source_id_9":{"attribute_name":"ISSN","attribute_value_mlt":[{"subitem_source_identifier":"1712-7971","subitem_source_identifier_type":"ISSN"}]},"item_10001_version_type_20":{"attribute_name":"著者版フラグ","attribute_value_mlt":[{"subitem_version_resource":"http://purl.org/coar/version/c_ab4af688f83e57aa","subitem_version_type":"AM"}]},"item_creator":{"attribute_name":"著者","attribute_type":"creator","attribute_value_mlt":[{"creatorNames":[{"creatorName":"佐野, 智人"},{"creatorName":"サノ, トモヒト","creatorNameLang":"ja-Kana"},{"creatorName":"SANO, Tomohito","creatorNameLang":"en"}],"nameIdentifiers":[{},{},{}]},{"creatorNames":[{"creatorName":"堀江, 秀樹"},{"creatorName":"ホリエ, ヒデキ","creatorNameLang":"ja-Kana"},{"creatorName":"HORIE, Hideki","creatorNameLang":"en"}],"nameIdentifiers":[{},{},{}]}]},"item_files":{"attribute_name":"ファイル情報","attribute_type":"file","attribute_value_mlt":[{"accessrole":"open_date","date":[{"dateType":"Available","dateValue":"2021-11-02"}],"displaytype":"detail","filename":"SC30201903070001_Postprint-a.pdf","filesize":[{"value":"374.9 kB"}],"format":"application/pdf","licensetype":"license_11","mimetype":"application/pdf","url":{"label":"SC30201903070001_Postprint","url":"https://repository.naro.go.jp/record/3747/files/SC30201903070001_Postprint-a.pdf"},"version_id":"124a5616-0b91-4757-b9ef-40b0a1b1876f"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"hyperspectral","subitem_subject_scheme":"Other"},{"subitem_subject":"machine learning","subitem_subject_scheme":"Other"},{"subitem_subject":"photosynthetic pigments","subitem_subject_scheme":"Other"},{"subitem_subject":"shade grown tea","subitem_subject_scheme":"Other"},{"subitem_subject":"hyperspectral","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"machine learning","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"photosynthetic pigments","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"shade grown tea","subitem_subject_language":"en","subitem_subject_scheme":"Other"}]},"item_language":{"attribute_name":"言語","attribute_value_mlt":[{"subitem_language":"eng"}]},"item_resource_type":{"attribute_name":"資源タイプ","attribute_value_mlt":[{"resourcetype":"journal article","resourceuri":"http://purl.org/coar/resource_type/c_6501"}]},"item_title":"Monitoring Photosynthetic Pigments of Shade-Grown Tea from Hyperspectral Reflectance","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Monitoring Photosynthetic Pigments of Shade-Grown Tea from Hyperspectral Reflectance"},{"subitem_title":"Monitoring Photosynthetic Pigments of Shade-Grown Tea from Hyperspectral Reflectance","subitem_title_language":"en"}]},"item_type_id":"10001","owner":"11","path":["40","101"],"pubdate":{"attribute_name":"公開日","attribute_value":"2020-06-02"},"publish_date":"2020-06-02","publish_status":"0","recid":"3747","relation_version_is_last":true,"title":["Monitoring Photosynthetic Pigments of Shade-Grown Tea from Hyperspectral Reflectance"],"weko_creator_id":"11","weko_shared_id":-1},"updated":"2023-05-15T15:59:37.388825+00:00"}