{"id":"https://openalex.org/W3139370140","doi":"https://doi.org/10.3233/aise200033","title":"Application of Ensemble Learning to Detect Alternaria Solani Infection on Tomatoes Cultivated Under Foil Tunnels","display_name":"Application of Ensemble Learning to Detect Alternaria Solani Infection on Tomatoes Cultivated Under Foil Tunnels","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3139370140","doi":"https://doi.org/10.3233/aise200033","mag":"3139370140"},"language":"en","primary_location":{"id":"doi:10.3233/aise200033","is_oa":true,"landing_page_url":"https://doi.org/10.3233/aise200033","pdf_url":null,"source":{"id":"https://openalex.org/S4210168452","display_name":"Ambient intelligence and smart environments","issn_l":"1875-4163","issn":["1875-4163","1875-4171"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ambient Intelligence and Smart Environments","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/aise200033","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032264597","display_name":"Krzysztof Smyka\u0142a","orcid":"https://orcid.org/0000-0003-1970-5388"},"institutions":[{"id":"https://openalex.org/I119217307","display_name":"Opole University of Technology","ror":"https://ror.org/05sj5k538","country_code":"PL","type":"education","lineage":["https://openalex.org/I119217307"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Smyka\u0142a Krzysztof","raw_affiliation_strings":["Opole University of Technology, Opole, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Opole University of Technology, Opole, Poland","institution_ids":["https://openalex.org/I119217307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015089536","display_name":"Bogdan Ruszczak","orcid":"https://orcid.org/0000-0003-1089-1778"},"institutions":[{"id":"https://openalex.org/I119217307","display_name":"Opole University of Technology","ror":"https://ror.org/05sj5k538","country_code":"PL","type":"education","lineage":["https://openalex.org/I119217307"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Ruszczak Bogdan","raw_affiliation_strings":["Opole University of Technology, Opole, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Opole University of Technology, Opole, Poland","institution_ids":["https://openalex.org/I119217307"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076930355","display_name":"Karol Dziuba\u0144ski","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dziuba\u0144ski Karol","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.3716,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.83747927,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"28","issue":null,"first_page":"127","last_page":"132"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10825","display_name":"Plant Pathogens and Fungal Diseases","score":0.9815999865531921,"subfield":{"id":"https://openalex.org/subfields/1307","display_name":"Cell Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10825","display_name":"Plant Pathogens and Fungal Diseases","score":0.9815999865531921,"subfield":{"id":"https://openalex.org/subfields/1307","display_name":"Cell Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10520","display_name":"Mycotoxins in Agriculture and Food","score":0.9742000102996826,"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"}},{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9739999771118164,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/foil-method","display_name":"FOIL method","score":0.6004732251167297},{"id":"https://openalex.org/keywords/alternaria-solani","display_name":"Alternaria solani","score":0.5913482904434204},{"id":"https://openalex.org/keywords/horticulture","display_name":"Horticulture","score":0.5747493505477905},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.44211918115615845},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.145245760679245},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.06127786636352539}],"concepts":[{"id":"https://openalex.org/C7363328","wikidata":"https://www.wikidata.org/wiki/Q5426847","display_name":"FOIL method","level":2,"score":0.6004732251167297},{"id":"https://openalex.org/C2778786769","wikidata":"https://www.wikidata.org/wiki/Q2715597","display_name":"Alternaria solani","level":3,"score":0.5913482904434204},{"id":"https://openalex.org/C144027150","wikidata":"https://www.wikidata.org/wiki/Q48803","display_name":"Horticulture","level":1,"score":0.5747493505477905},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.44211918115615845},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.145245760679245},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.06127786636352539},{"id":"https://openalex.org/C74600772","wikidata":"https://www.wikidata.org/wiki/Q193237","display_name":"Fungicide","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3233/aise200033","is_oa":true,"landing_page_url":"https://doi.org/10.3233/aise200033","pdf_url":null,"source":{"id":"https://openalex.org/S4210168452","display_name":"Ambient intelligence and smart environments","issn_l":"1875-4163","issn":["1875-4163","1875-4171"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ambient Intelligence and Smart Environments","raw_type":"book-chapter"},{"id":"mag:3139370140","is_oa":false,"landing_page_url":"https://dialnet.unirioja.es/servlet/articulo?codigo=7770777","pdf_url":null,"source":{"id":"https://openalex.org/S4306417660","display_name":"Ambient Intelligence","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":"Ambient Intelligence","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/aise200033","is_oa":true,"landing_page_url":"https://doi.org/10.3233/aise200033","pdf_url":null,"source":{"id":"https://openalex.org/S4210168452","display_name":"Ambient intelligence and smart environments","issn_l":"1875-4163","issn":["1875-4163","1875-4171"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ambient Intelligence and Smart Environments","raw_type":"book-chapter"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.8199999928474426,"display_name":"Zero hunger"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2082860237","https://openalex.org/W2119695867","https://openalex.org/W2130076355","https://openalex.org/W1990804418","https://openalex.org/W1993764875","https://openalex.org/W2046158694","https://openalex.org/W2788277189","https://openalex.org/W2388344664","https://openalex.org/W2079657505"],"abstract_inverted_index":{"Tomato":[0],"is":[1,18,43],"one":[2,67],"of":[3,29,37,57,68,75,93,111,134],"the":[4,8,14,21,27,33,55,69,73,91,123,135],"most":[5,10,22],"grown":[6],"and":[7,49,62,78,100,137,142],"second":[9],"consumed":[11],"vegetable":[12],"in":[13],"world.":[15],"Alternaria":[16,105],"solani":[17,106],"recognized":[19],"as":[20],"dangerous":[23],"tomato":[24],"pathogen.":[25],"Currently,":[26],"diagnostics":[28],"this":[30],"disease":[31],"requires":[32],"proper":[34],"symptoms":[35],"assessment":[36],"plant":[38,83],"tissue":[39],"damages.":[40],"Therefore,":[41],"it":[42],"necessary":[44],"to":[45,53,71],"propose":[46],"a":[47,131],"fast":[48,77],"reliable":[50],"method":[51],"able":[52],"assess":[54],"degree":[56],"plants'":[58],"damage.":[59],"Hyperspectral":[60],"measurements":[61,125],"machine":[63],"learning":[64,96],"algorithms":[65],"are":[66],"possibilities":[70],"address":[72],"problem":[74],"finding":[76],"even":[79],"more":[80],"important":[81],"nondestructive":[82],"diseases":[84],"detection":[85,107],"method.":[86],"The":[87,117],"presented":[88],"work":[89],"describes":[90],"application":[92],"two":[94,109],"ensemble":[95],"algorithms:":[97],"Decision":[98],"tree":[99,141],"Random":[101],"Forest":[102],"adapted":[103],"for":[104,108,139],"varieties":[110],"tomatoes":[112],"cultivated":[113],"under":[114],"foil":[115],"tunnels.":[116],"final":[118],"model":[119],"was":[120],"trained":[121],"on":[122],"hyperspectral":[124],"from":[126],"350-2500nm":[127],"spectral":[128],"range.":[129],"With":[130],"resulting":[132],"accuracy":[133],"method:0.78":[136],"0.98":[138],"decision":[140],"random":[143],"forest":[144],"algorithms,":[145],"respectively.":[146]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}