{"id":"https://openalex.org/W3142007391","doi":"https://doi.org/10.1515/auto-2020-0069","title":"Optimal multispectral sensor configurations through machine learning for cognitive agriculture","display_name":"Optimal multispectral sensor configurations through machine learning for cognitive agriculture","publication_year":2021,"publication_date":"2021-04-01","ids":{"openalex":"https://openalex.org/W3142007391","doi":"https://doi.org/10.1515/auto-2020-0069","mag":"3142007391"},"language":"en","primary_location":{"id":"doi:10.1515/auto-2020-0069","is_oa":false,"landing_page_url":"https://doi.org/10.1515/auto-2020-0069","pdf_url":null,"source":{"id":"https://openalex.org/S4210170077","display_name":"at - Automatisierungstechnik","issn_l":"0178-2312","issn":["0178-2312","2196-677X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319967","host_organization_name":"R. Oldenbourg Verlag","host_organization_lineage":["https://openalex.org/P4310319967"],"host_organization_lineage_names":["R. Oldenbourg Verlag"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"at - Automatisierungstechnik","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5019245843","display_name":"Florian Becker","orcid":"https://orcid.org/0000-0003-2268-8232"},"institutions":[{"id":"https://openalex.org/I4210111500","display_name":"Fraunhofer Institute of Optronics, System Technologies and Image Exploitation","ror":"https://ror.org/01zx97922","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210111500","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Florian Becker","raw_affiliation_strings":["Fraunhofer Institute of Optronics, System Technologies and Image Exploitation IOSB , Karlsruhe , Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute of Optronics, System Technologies and Image Exploitation IOSB , Karlsruhe , Germany","institution_ids":["https://openalex.org/I4210111500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068961447","display_name":"Andreas Backhaus","orcid":"https://orcid.org/0000-0002-8482-4132"},"institutions":[{"id":"https://openalex.org/I4210139350","display_name":"Fraunhofer Institute for Factory Operation and Automation","ror":"https://ror.org/04qfaak15","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210139350","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Andreas Backhaus","raw_affiliation_strings":["Fraunhofer Institute for Factory Operation and Automation IFF , Magdeburg , Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Factory Operation and Automation IFF , Magdeburg , Germany","institution_ids":["https://openalex.org/I4210139350"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079855364","display_name":"Felix Johrden","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139350","display_name":"Fraunhofer Institute for Factory Operation and Automation","ror":"https://ror.org/04qfaak15","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210139350","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Felix Johrden","raw_affiliation_strings":["Fraunhofer Institute for Factory Operation and Automation IFF , Magdeburg , Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Factory Operation and Automation IFF , Magdeburg , Germany","institution_ids":["https://openalex.org/I4210139350"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050581391","display_name":"Merle Flitter","orcid":"https://orcid.org/0000-0001-7206-1898"},"institutions":[{"id":"https://openalex.org/I4210111500","display_name":"Fraunhofer Institute of Optronics, System Technologies and Image Exploitation","ror":"https://ror.org/01zx97922","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210111500","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Merle Flitter","raw_affiliation_strings":["Fraunhofer Institute of Optronics, System Technologies and Image Exploitation IOSB , Karlsruhe , Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fraunhofer Institute of Optronics, System Technologies and Image Exploitation IOSB , Karlsruhe , Germany","institution_ids":["https://openalex.org/I4210111500"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5019245843"],"corresponding_institution_ids":["https://openalex.org/I4210111500"],"apc_list":null,"apc_paid":null,"fwci":0.2359,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.45489362,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"69","issue":"4","first_page":"336","last_page":"344"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.9916999936103821,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9847000241279602,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/multispectral-image","display_name":"Multispectral image","score":0.9224017858505249},{"id":"https://openalex.org/keywords/hyperspectral-imaging","display_name":"Hyperspectral imaging","score":0.8468554615974426},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.7078397274017334},{"id":"https://openalex.org/keywords/precision-agriculture","display_name":"Precision agriculture","score":0.6431782841682434},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6062220931053162},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.552153468132019},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4615509510040283},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.37538039684295654},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3753334581851959},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.22046270966529846},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.12762945890426636}],"concepts":[{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.9224017858505249},{"id":"https://openalex.org/C159078339","wikidata":"https://www.wikidata.org/wiki/Q959005","display_name":"Hyperspectral imaging","level":2,"score":0.8468554615974426},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.7078397274017334},{"id":"https://openalex.org/C120217122","wikidata":"https://www.wikidata.org/wiki/Q740083","display_name":"Precision agriculture","level":3,"score":0.6431782841682434},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6062220931053162},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.552153468132019},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4615509510040283},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.37538039684295654},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3753334581851959},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.22046270966529846},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.12762945890426636},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1515/auto-2020-0069","is_oa":false,"landing_page_url":"https://doi.org/10.1515/auto-2020-0069","pdf_url":null,"source":{"id":"https://openalex.org/S4210170077","display_name":"at - Automatisierungstechnik","issn_l":"0178-2312","issn":["0178-2312","2196-677X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319967","host_organization_name":"R. Oldenbourg Verlag","host_organization_lineage":["https://openalex.org/P4310319967"],"host_organization_lineage_names":["R. Oldenbourg Verlag"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"at - Automatisierungstechnik","raw_type":"journal-article"},{"id":"pmh:oai:fraunhofer.de:N-633738","is_oa":false,"landing_page_url":"http://publica.fraunhofer.de/documents/N-633738.html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400801","display_name":"Publikationsdatenbank der Fraunhofer-Gesellschaft (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Fraunhofer IOSB","raw_type":"Journal Article"},{"id":"pmh:oai:null:publica/266764","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/266764","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"journal article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.800000011920929,"display_name":"Zero hunger"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1968114170","https://openalex.org/W2000651380","https://openalex.org/W2001619934","https://openalex.org/W2026398748","https://openalex.org/W2051812123","https://openalex.org/W2055266016","https://openalex.org/W2065729439","https://openalex.org/W2071521932","https://openalex.org/W2073503722","https://openalex.org/W2084956990","https://openalex.org/W2103496339","https://openalex.org/W2156932943","https://openalex.org/W2171277043","https://openalex.org/W2407273056","https://openalex.org/W2736153161","https://openalex.org/W2895570191","https://openalex.org/W2946420833","https://openalex.org/W3020885532"],"related_works":["https://openalex.org/W2022304901","https://openalex.org/W2018850895","https://openalex.org/W2988577871","https://openalex.org/W1987483041","https://openalex.org/W3201212491","https://openalex.org/W4380767732","https://openalex.org/W3211006270","https://openalex.org/W4245858792","https://openalex.org/W2059191372","https://openalex.org/W4247744717"],"abstract_inverted_index":{"Abstract":[0],"Hyperspectral":[1],"sensor":[2],"systems":[3,70,111],"play":[4],"a":[5,44,73,82,113],"key":[6],"role":[7],"in":[8,14,103],"the":[9,15,27,76,99,104],"automation":[10,101],"of":[11,20,26,43,50,75,81,106],"work":[12],"processes":[13],"farming":[16],"industry.":[17],"Non-invasive":[18],"measurements":[19],"plants":[21],"allow":[22],"for":[23,66,90,98],"an":[24],"assessment":[25],"vitality":[28],"and":[29,32,79,92],"health":[30],"state":[31],"can":[33,85],"also":[34],"be":[35],"used":[36],"to":[37,87],"classify":[38],"weeds":[39],"or":[40],"infected":[41],"parts":[42],"plant.":[45],"However,":[46],"one":[47],"major":[48],"downside":[49],"hyperspectral":[51,83],"cameras":[52],"is":[53],"that":[54,65,97],"they":[55],"are":[56,112],"not":[57],"very":[58],"cost-effective.":[59],"In":[60],"this":[61],"paper,":[62],"we":[63],"show,":[64],"specific":[67],"tasks,":[68],"multispectral":[69,110],"with":[71],"only":[72],"fraction":[74],"wavelength":[77],"bands":[78],"costs":[80],"system":[84],"lead":[86],"promising":[88],"results":[89],"regression":[91],"classification":[93],"tasks.":[94],"We":[95],"conclude":[96],"ongoing":[100],"efforts":[102],"context":[105],"cognitive":[107],"agriculture":[108],"reduced":[109],"viable":[114],"alternative.":[115]},"counts_by_year":[{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2021-04-13T00:00:00"}
