{"id":"https://openalex.org/W7220626697","doi":null,"title":"\u0e01\u0e32\u0e23\u0e1e\u0e31\u0e12\u0e19\u0e32\u0e15\u0e31\u0e27\u0e41\u0e1a\u0e1a\u0e01\u0e32\u0e23\u0e40\u0e23\u0e35\u0e22\u0e19\u0e23\u0e39\u0e49\u0e40\u0e0a\u0e34\u0e07\u0e25\u0e36\u0e01\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e15\u0e23\u0e27\u0e08\u0e08\u0e31\u0e1a\u0e42\u0e23\u0e04\u0e2d\u0e49\u0e2d\u0e22\u0e08\u0e32\u0e01\u0e20\u0e32\u0e1e\u0e16\u0e48\u0e32\u0e22\u0e43\u0e1a\u0e2d\u0e49\u0e2d\u0e22","display_name":"\u0e01\u0e32\u0e23\u0e1e\u0e31\u0e12\u0e19\u0e32\u0e15\u0e31\u0e27\u0e41\u0e1a\u0e1a\u0e01\u0e32\u0e23\u0e40\u0e23\u0e35\u0e22\u0e19\u0e23\u0e39\u0e49\u0e40\u0e0a\u0e34\u0e07\u0e25\u0e36\u0e01\u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e01\u0e32\u0e23\u0e15\u0e23\u0e27\u0e08\u0e08\u0e31\u0e1a\u0e42\u0e23\u0e04\u0e2d\u0e49\u0e2d\u0e22\u0e08\u0e32\u0e01\u0e20\u0e32\u0e1e\u0e16\u0e48\u0e32\u0e22\u0e43\u0e1a\u0e2d\u0e49\u0e2d\u0e22","publication_year":2024,"publication_date":"2024-09-22","ids":{"openalex":"https://openalex.org/W7220626697"},"language":"th","primary_location":{"id":"pmh:oai:ph03.tci-thaijo.org:article/4048","doi":null,"is_oa":true,"landing_page_url":"https://ph03.tci-thaijo.org/index.php/ajsas/article/view/4048","pdf_url":"https://ph03.tci-thaijo.org/index.php/ajsas/article/download/4048/3045","source":{"id":"https://openalex.org/S7407068293","display_name":"Academic Journal of Science and Applied Science","issn_l":"2586-8551","issn":["2586-8551","2697-4568"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2586-8551","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ph03.tci-thaijo.org/index.php/ajsas/article/download/4048/3045","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059301462","display_name":"Thanaphon Tangchoopong","orcid":"https://orcid.org/0009-0008-9197-4703","observed_orcids":["https://orcid.org/0009-0008-9197-4703"]},"institutions":[{"id":"https://openalex.org/I176205391","display_name":"Uttaradit Rajabhat University","ror":"https://ror.org/01rs03g07","country_code":"TH","type":"education","lineage":["https://openalex.org/I176205391"]},{"id":"https://openalex.org/I179193067","display_name":"Khon Kaen University","ror":"https://ror.org/03cq4gr50","country_code":"TH","type":"education","lineage":["https://openalex.org/I179193067"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Tangchoopong, Thanaphon","raw_affiliation_strings":["Department of Computer Science , College of Computing , Khon Kaen University","Faculty of Science and Technology , Uttaradit Rajabhat University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science , College of Computing , Khon Kaen University","institution_ids":["https://openalex.org/I179193067"]},{"raw_affiliation_string":"Faculty of Science and Technology , Uttaradit Rajabhat University","institution_ids":["https://openalex.org/I176205391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5157627358","display_name":"Siraphat Phuangthapthim","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I176205391","display_name":"Uttaradit Rajabhat University","ror":"https://ror.org/01rs03g07","country_code":"TH","type":"education","lineage":["https://openalex.org/I176205391"]},{"id":"https://openalex.org/I179193067","display_name":"Khon Kaen University","ror":"https://ror.org/03cq4gr50","country_code":"TH","type":"education","lineage":["https://openalex.org/I179193067"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Phuangthapthim, Siraphat","raw_affiliation_strings":["Department of Computer Science , College of Computing , Khon Kaen University","Faculty of Science and Technology , Uttaradit Rajabhat University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science , College of Computing , Khon Kaen University","institution_ids":["https://openalex.org/I179193067"]},{"raw_affiliation_string":"Faculty of Science and Technology , Uttaradit Rajabhat University","institution_ids":["https://openalex.org/I176205391"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5157608247","display_name":"Phatcharamai Thongdee","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I176205391","display_name":"Uttaradit Rajabhat University","ror":"https://ror.org/01rs03g07","country_code":"TH","type":"education","lineage":["https://openalex.org/I176205391"]},{"id":"https://openalex.org/I179193067","display_name":"Khon Kaen University","ror":"https://ror.org/03cq4gr50","country_code":"TH","type":"education","lineage":["https://openalex.org/I179193067"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Thongdee, Phatcharamai","raw_affiliation_strings":["Department of Computer Science , College of Computing , Khon Kaen University","Faculty of Science and Technology , Uttaradit Rajabhat University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science , College of Computing , Khon Kaen University","institution_ids":["https://openalex.org/I179193067"]},{"raw_affiliation_string":"Faculty of Science and Technology , Uttaradit Rajabhat University","institution_ids":["https://openalex.org/I176205391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9990000128746033,"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":0.9990000128746033,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10494","display_name":"Plant Virus Research Studies","score":9.999999747378752e-05,"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/sugarcane-mosaic-disease","display_name":"sugarcane mosaic disease","score":0.9259999990463257},{"id":"https://openalex.org/keywords/red-rot","display_name":"red rot","score":0.9589999914169312},{"id":"https://openalex.org/keywords/rust-programming-language","display_name":"Rust","score":0.8970000147819519},{"id":"https://openalex.org/keywords/leaf-scorch","display_name":"leaf scorch","score":0.9990000128746033},{"id":"https://openalex.org/keywords/leaf-image-classification","display_name":"leaf image classification","score":0.8539999723434448},{"id":"https://openalex.org/keywords/efficientnet-b0","display_name":"EfficientNetB0","score":0.8939999938011169},{"id":"https://openalex.org/keywords/mobilenetv2","display_name":"MobileNetV2","score":1.0},{"id":"https://openalex.org/keywords/data-augmentation","display_name":"data augmentation","score":0.9700000286102295},{"id":"https://openalex.org/keywords/plant-disease-control","display_name":"plant disease control","score":0.6620000004768372}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5920000076293945},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5651999711990356},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4034000039100647},{"id":"https://openalex.org/C125245961","wikidata":"https://www.wikidata.org/wiki/Q221656","display_name":"Brightness","level":2,"score":0.3702000081539154},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.34540000557899475},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.34389999508857727},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34049999713897705},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3292999863624573},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.328900009393692},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3285999894142151},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.31369999051094055},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3107999861240387},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.2806999981403351},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.26440000534057617},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2619999945163727}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:ph03.tci-thaijo.org:article/4048","doi":null,"is_oa":true,"landing_page_url":"https://ph03.tci-thaijo.org/index.php/ajsas/article/view/4048","pdf_url":"https://ph03.tci-thaijo.org/index.php/ajsas/article/download/4048/3045","source":{"id":"https://openalex.org/S7407068293","display_name":"Academic Journal of Science and Applied Science","issn_l":"2586-8551","issn":["2586-8551","2697-4568"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2586-8551","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:ph03.tci-thaijo.org:article/4048","doi":null,"is_oa":true,"landing_page_url":"https://ph03.tci-thaijo.org/index.php/ajsas/article/view/4048","pdf_url":"https://ph03.tci-thaijo.org/index.php/ajsas/article/download/4048/3045","source":{"id":"https://openalex.org/S7407068293","display_name":"Academic Journal of Science and Applied Science","issn_l":"2586-8551","issn":["2586-8551","2697-4568"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2586-8551","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.958299994468689,"display_name":"Zero hunger"},{"id":"https://metadata.un.org/sdg/3","score":0.4043000042438507,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7220626697.pdf","grobid_xml":"https://content.openalex.org/works/W7220626697.grobid-xml"},"referenced_works_count":2,"referenced_works":["https://openalex.org/W2896556344","https://openalex.org/W4392152849"],"related_works":["https://openalex.org/W7078150927","https://openalex.org/W4401864066","https://openalex.org/W7128817101","https://openalex.org/W4398250041","https://openalex.org/W4386427101","https://openalex.org/W4415003601","https://openalex.org/W4411143797","https://openalex.org/W7152087741","https://openalex.org/W7124855368","https://openalex.org/W4412379401"],"abstract_inverted_index":{"This":[0,105],"research":[1,106],"aims":[2],"to":[3,56],"develop":[4],"a":[5],"deep":[6],"learning":[7],"model":[8,86,114],"for":[9,115],"detecting":[10],"and":[11,26,49,54,83,120],"classifying":[12],"four":[13],"major":[14],"sugarcane":[15,20,32,117],"diseases":[16],"found":[17],"in":[18,125],"Thailand:":[19],"mosaic":[21],"disease,":[22],"red":[23],"rot,":[24],"rust,":[25],"leaf":[27,33],"scorch.":[28],"The":[29,38,59],"study":[30],"utilizes":[31],"images":[34],"as":[35],"input":[36],"data.":[37],"development":[39],"process":[40],"includes":[41],"data":[42,47],"preparation,":[43],"dataset":[44],"diversification":[45],"through":[46],"augmentation,":[48],"training":[50],"models":[51],"using":[52],"EfficientNetB0":[53,64],"MobileNetV2":[55],"compare":[57],"performance.":[58],"experimental":[60],"results":[61],"show":[62],"that":[63,89],"achieved":[65],"the":[66,78,98,108,112,126],"highest":[67],"accuracy":[68],"with":[69],"an":[70,75],"F1-Score":[71],"of":[72,77,80,110],"0.95.":[73],"Furthermore,":[74],"analysis":[76],"effects":[79],"image":[81],"brightness":[82],"blur":[84],"on":[85],"performance":[87],"reveals":[88],"these":[90],"factors":[91],"do":[92],"not":[93],"impact":[94],"prediction":[95],"accuracy,":[96],"demonstrating":[97],"model's":[99],"robustness":[100],"under":[101],"varying":[102],"environmental":[103],"conditions.":[104],"highlights":[107],"potential":[109],"applying":[111],"developed":[113],"effective":[116],"disease":[118,123],"detection":[119],"classification,":[121],"supporting":[122],"management":[124],"agricultural":[127],"sector.":[128]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-10-06T00:00:00"}