{"id":"https://openalex.org/W4400682022","doi":"https://doi.org/10.3233/his-240025","title":"Using Optuna and Genetic Algorithm together facilitate the classification of plant leaf diseases","display_name":"Using Optuna and Genetic Algorithm together facilitate the classification of plant leaf diseases","publication_year":2024,"publication_date":"2024-06-25","ids":{"openalex":"https://openalex.org/W4400682022","doi":"https://doi.org/10.3233/his-240025"},"language":"en","primary_location":{"id":"doi:10.3233/his-240025","is_oa":false,"landing_page_url":"https://doi.org/10.3233/his-240025","pdf_url":null,"source":{"id":"https://openalex.org/S50927259","display_name":"International Journal of Hybrid Intelligent Systems","issn_l":"1448-5869","issn":["1448-5869","1875-8819"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Hybrid Intelligent Systems","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/A5039154929","display_name":"Priyanga Subbiah","orcid":"https://orcid.org/0000-0002-2395-7492"},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Priyanga Subbiah","raw_affiliation_strings":["Department of Networking and Communications, SRM Institute of Science and Technology, Faculty of Engineering and Technology, Kattankulathur, Chengalpattu, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Networking and Communications, SRM Institute of Science and Technology, Faculty of Engineering and Technology, Kattankulathur, Chengalpattu, India","institution_ids":["https://openalex.org/I145286018"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039774878","display_name":"Amit Kumar Tyagi","orcid":"https://orcid.org/0000-0003-2657-8700"},"institutions":[{"id":"https://openalex.org/I25621075","display_name":"National Institute of Fashion Technology","ror":"https://ror.org/02qn6fq95","country_code":"IN","type":"education","lineage":["https://openalex.org/I25621075"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amit Kumar Tyagi","raw_affiliation_strings":["Department of Fashion Technology, National Institute of Fashion Technology, New Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Fashion Technology, National Institute of Fashion Technology, New Delhi, India","institution_ids":["https://openalex.org/I25621075"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028092758","display_name":"N. Krishnaraj","orcid":"https://orcid.org/0000-0002-6961-8883"},"institutions":[{"id":"https://openalex.org/I145286018","display_name":"SRM Institute of Science and Technology","ror":"https://ror.org/050113w36","country_code":"IN","type":"education","lineage":["https://openalex.org/I145286018"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Krishnaraj N","raw_affiliation_strings":["Department of Networking and Communications, SRM Institute of Science and Technology, Faculty of Engineering and Technology, Kattankulathur, Chengalpattu, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Networking and Communications, SRM Institute of Science and Technology, Faculty of Engineering and Technology, Kattankulathur, Chengalpattu, India","institution_ids":["https://openalex.org/I145286018"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5039154929"],"corresponding_institution_ids":["https://openalex.org/I145286018"],"apc_list":null,"apc_paid":null,"fwci":0.539,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.76336136,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"21","issue":"2","first_page":"115","last_page":"126"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9977999925613403,"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"}},"topics":[{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9977999925613403,"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/T14365","display_name":"Leaf Properties and Growth Measurement","score":0.9833999872207642,"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/T11468","display_name":"Genetic Mapping and Diversity in Plants and Animals","score":0.9225999712944031,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6717336773872375},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.47617000341415405},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44670307636260986},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3991401791572571}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6717336773872375},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.47617000341415405},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44670307636260986},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3991401791572571}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/his-240025","is_oa":false,"landing_page_url":"https://doi.org/10.3233/his-240025","pdf_url":null,"source":{"id":"https://openalex.org/S50927259","display_name":"International Journal of Hybrid Intelligent Systems","issn_l":"1448-5869","issn":["1448-5869","1875-8819"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Hybrid Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.8600000143051147}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2124075590","https://openalex.org/W2625346716","https://openalex.org/W2980697606","https://openalex.org/W3042616902","https://openalex.org/W3091222654","https://openalex.org/W3128972777","https://openalex.org/W3139017334","https://openalex.org/W3140009044","https://openalex.org/W3162530581","https://openalex.org/W3166250804","https://openalex.org/W3174087049","https://openalex.org/W3175611767","https://openalex.org/W3176680856","https://openalex.org/W3180998648","https://openalex.org/W3182063123","https://openalex.org/W3193470762","https://openalex.org/W3195022460","https://openalex.org/W3205850319","https://openalex.org/W3208082224","https://openalex.org/W4322492960","https://openalex.org/W4322727156","https://openalex.org/W4386293524"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"The":[0,29,143,158,174],"identification":[1],"and":[2,14,37,62,117,126,135,151,167,183],"severity":[3],"assessment":[4],"of":[5,120,160],"plant":[6,25,46],"leaf":[7,26,47],"diseases":[8],"is":[9,63,72,87],"crucial":[10],"to":[11,23,44,53,79,123],"food":[12],"security":[13],"sustainable":[15],"agriculture.":[16],"This":[17,57,74],"study":[18],"shows":[19],"an":[20],"innovative":[21],"way":[22],"improve":[24,45,54,164],"disease":[27,48,141],"detection.":[28],"recommended":[30],"method":[31,58,86],"uses":[32],"Optuna":[33,71,134],"for":[34,41],"parameter":[35,68,124,181],"optimization":[36,69],"the":[38,88,93,98,103,106,110,136],"Genetic":[39,89,137],"Algorithm":[40,138],"feature":[42,84,127,184],"selection":[43,85,185],"identification.":[49,142],"We":[50],"do":[51],"this":[52,161],"diagnosis":[55],"accuracy.":[56],"improves":[59,140],"classification":[60,76],"accuracy":[61],"called":[64],"ECPLDD-OGA.":[65],"Modern":[66],"hyper":[67,180],"framework":[70],"employed.":[73],"allows":[75],"model":[77,145],"parameters":[78],"be":[80],"fine-tuned.":[81],"A":[82],"systematic":[83],"Algorithm.":[90],"It":[91],"finds":[92],"most":[94],"useful":[95],"characteristics":[96],"in":[97],"input":[99],"dataset.":[100],"By":[101,108],"applying":[102],"algorithm":[104],"on":[105],"data.":[107],"facilitation,":[109],"iterative":[111],"process":[112],"helps":[113,178],"create":[114],"a":[115],"simplified":[116],"meaningful":[118],"subset":[119],"features.":[121],"Contrary":[122],"tinkering":[125],"selection,":[128],"empirical":[129],"data":[130],"suggests":[131],"that":[132],"utilizing":[133],"simultaneously":[139],"updated":[144],"recognizes":[146],"sick":[147],"plants":[148],"more":[149],"accurately":[150],"generalizes":[152],"better.":[153],"Optimization":[154],"enabled":[155],"both":[156],"gains.":[157],"usage":[159],"technology":[162],"can":[163],"agricultural":[165,189],"operations":[166],"reduce":[168],"crop":[169],"losses":[170],"by":[171],"increasing":[172],"productivity.":[173],"present":[175],"ECPLDD-OGA":[176],"technique":[177],"integrate":[179],"tweaking":[182],"into":[186],"machine":[187],"learning-based":[188],"applications.":[190]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}