{"created":"2023-05-15T13:39:13.187040+00:00","id":3378,"links":{},"metadata":{"_buckets":{"deposit":"654a431b-1c64-4c07-813f-4a217fe912e9"},"_deposit":{"created_by":11,"id":"3378","owners":[11],"pid":{"revision_id":0,"type":"depid","value":"3378"},"status":"published"},"_oai":{"id":"oai:repository.naro.go.jp:00003378","sets":["2:581:69","87:614:38"]},"author_link":["1031"],"item_10001_biblio_info_7":{"attribute_name":"書誌情報","attribute_value_mlt":[{"bibliographicIssueDates":{"bibliographicIssueDate":"2019-01-07","bibliographicIssueDateType":"Issued"},"bibliographicPageEnd":"79","bibliographicPageStart":"71","bibliographicVolumeNumber":"50","bibliographic_titles":[{"bibliographic_title":"Apidologie"},{"bibliographic_title":"Apidologie","bibliographic_titleLang":"en"}]}]},"item_10001_description_5":{"attribute_name":"抄録","attribute_value_mlt":[{"subitem_description":"To investigate how to accurately identify bee species using their sounds, we conducted acoustic analysis to identify three pollinating bee species (Apis mellifera, Bombus ardens, Tetralonia nipponensis) and a hornet (Vespa simillima xanthoptera) by their flight sounds. Sounds of the insects and their environment (background noises and birdsong) were recorded in the field. The use of fundamental frequency and mel-frequency cepstral coefficients to describe feature values of the sounds, and supported vector machines to classify the sounds, correctly distinguished sound samples from environmental sounds with high recalls and precision (0.96–1.00). At the species level, our approach could classify the insect species with relatively high recalls and precisions (0.7–1.0). The flight sounds of V.s. xanthoptera, in particular, were perfectly identified (precision and recall 1.0). Our results suggest that insect flight sounds are potentially useful for detecting bees and quantifying their activity.","subitem_description_type":"Abstract"}]},"item_10001_publisher_8":{"attribute_name":"出版者","attribute_value_mlt":[{"subitem_publisher":"Springer Nature"}]},"item_10001_relation_14":{"attribute_name":"DOI","attribute_value_mlt":[{"subitem_relation_type":"isVersionOf","subitem_relation_type_id":{"subitem_relation_type_id_text":"10.1007/s13592-018-0619-6","subitem_relation_type_select":"DOI"}}]},"item_10001_relation_16":{"attribute_name":"情報源","attribute_value_mlt":[{"subitem_relation_name":[{"subitem_relation_name_text":"SC10201903130002"}]},{"subitem_relation_name":[{"subitem_relation_name_text":"NARO成果DBa"}]},{"subitem_relation_name":[{"subitem_relation_name_text":"author manuscript"}]},{"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. "}]},{"subitem_relation_name":[{"subitem_relation_name_text":"This is a post-peer-review, pre-copyedit version of an article published in [Apidologie]. "}]},{"subitem_relation_name":[{"subitem_relation_name_text":"The final authenticated version is available online at: https://doi.org/10.1007/s13592-018-0619-6"}]}]},"item_10001_relation_17":{"attribute_name":"関連サイト","attribute_value_mlt":[{"subitem_relation_name":[{"subitem_relation_name_text":"Apidologie"}],"subitem_relation_type_id":{"subitem_relation_type_id_text":"https://doi.org/10.1007/s13592-018-0619-6","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":"1297-9678","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":"川北, 哲史"},{"creatorName":"カワキタ, サトシ","creatorNameLang":"ja-Kana"},{"creatorName":"KAWAKITA, Satoshi","creatorNameLang":"en"}],"nameIdentifiers":[{"nameIdentifier":"1031","nameIdentifierScheme":"WEKO"},{"nameIdentifier":"80782606","nameIdentifierScheme":"e-Rad","nameIdentifierURI":"https://kaken.nii.ac.jp/ja/search/?qm=80782606"},{"nameIdentifier":"skawakita","nameIdentifierScheme":"researchmap","nameIdentifierURI":"http://researchmap.jp/skawakita"}]}]},"item_files":{"attribute_name":"ファイル情報","attribute_type":"file","attribute_value_mlt":[{"accessrole":"open_date","date":[{"dateType":"Available","dateValue":"2020-02-08"}],"displaytype":"detail","filename":"SC10201903130002_PostPrint-a.pdf","filesize":[{"value":"391.3 kB"}],"format":"application/pdf","licensetype":"license_11","mimetype":"application/pdf","url":{"label":"SC10201903130002_PostPrint","url":"https://repository.naro.go.jp/record/3378/files/SC10201903130002_PostPrint-a.pdf"},"version_id":"5499364f-3718-411a-a039-c830cd171a38"}]},"item_keyword":{"attribute_name":"キーワード","attribute_value_mlt":[{"subitem_subject":"species classification","subitem_subject_scheme":"Other"},{"subitem_subject":"Hymenoptera","subitem_subject_scheme":"Other"},{"subitem_subject":"machine learning","subitem_subject_scheme":"Other"},{"subitem_subject":"acoustic analysis","subitem_subject_scheme":"Other"},{"subitem_subject":"species classification","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"Hymenoptera","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"machine learning","subitem_subject_language":"en","subitem_subject_scheme":"Other"},{"subitem_subject":"acoustic analysis","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":"Automated classification of bees and hornet using acoustic analysis of their flight sounds","item_titles":{"attribute_name":"タイトル","attribute_value_mlt":[{"subitem_title":"Automated classification of bees and hornet using acoustic analysis of their flight sounds"},{"subitem_title":"Automated classification of bees and hornet using acoustic analysis of their flight sounds","subitem_title_language":"en"}]},"item_type_id":"10001","owner":"11","path":["38","69"],"pubdate":{"attribute_name":"公開日","attribute_value":"2020-06-02"},"publish_date":"2020-06-02","publish_status":"0","recid":"3378","relation_version_is_last":true,"title":["Automated classification of bees and hornet using acoustic analysis of their flight sounds"],"weko_creator_id":"11","weko_shared_id":-1},"updated":"2023-05-15T15:56:43.743286+00:00"}