{"id":"https://openalex.org/W4408280914","doi":"https://doi.org/10.1109/access.2025.3549453","title":"The Implementation of a Prediction System for Sugarcane\u2019s Destruction Rate From Sugarcane Stem Borer via Hybrid Machine Learning","display_name":"The Implementation of a Prediction System for Sugarcane\u2019s Destruction Rate From Sugarcane Stem Borer via Hybrid Machine Learning","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408280914","doi":"https://doi.org/10.1109/access.2025.3549453"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3549453","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3549453","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3549453","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116569963","display_name":"Wachirawit Pituckwanich","orcid":null},"institutions":[{"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":"Wachirawit Pituckwanich","raw_affiliation_strings":["Department of Computer Engineering, Faculty of Engineering, Khon Kaen University, Khon Kaen, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Engineering, Khon Kaen University, Khon Kaen, Thailand","institution_ids":["https://openalex.org/I179193067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103160326","display_name":"Daranee Hormdee","orcid":"https://orcid.org/0009-0008-2192-5703"},"institutions":[{"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":"Daranee Hormdee","raw_affiliation_strings":["Department of Computer Engineering, Faculty of Engineering, Khon Kaen University, Khon Kaen, Thailand"],"raw_orcid":"https://orcid.org/0009-0008-2192-5703","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Engineering, Khon Kaen University, Khon Kaen, Thailand","institution_ids":["https://openalex.org/I179193067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005737574","display_name":"Apiwat Boonkong","orcid":"https://orcid.org/0009-0008-6196-8265"},"institutions":[{"id":"https://openalex.org/I117277806","display_name":"Nakhon Phanom University","ror":"https://ror.org/03j999y97","country_code":"TH","type":"education","lineage":["https://openalex.org/I117277806"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Apiwat Boonkong","raw_affiliation_strings":["Department of Computer Engineering, Faculty of Engineering, Nakhon Phanom University, Nakhon Phanom, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Engineering, Nakhon Phanom University, Nakhon Phanom, Thailand","institution_ids":["https://openalex.org/I117277806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022560759","display_name":"Piroon Kaewfoongrungsi","orcid":null},"institutions":[{"id":"https://openalex.org/I9340882","display_name":"Chiang Mai Rajabhat University","ror":"https://ror.org/02r6k7132","country_code":"TH","type":"education","lineage":["https://openalex.org/I9340882"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Piroon Kaewfoongrungsi","raw_affiliation_strings":["Department of Computer, Faculty of Science and Technology, Chiang Mai Rajabhat University, Chiang Mai, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer, Faculty of Science and Technology, Chiang Mai Rajabhat University, Chiang Mai, Thailand","institution_ids":["https://openalex.org/I9340882"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116569964","display_name":"Manuwat Tintarasara Na Ratchaseema","orcid":null},"institutions":[{"id":"https://openalex.org/I4210105964","display_name":"Chaiyaphum Rajabhat University","ror":"https://ror.org/01tqhyj40","country_code":"TH","type":"education","lineage":["https://openalex.org/I4210105964"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Manuwat Tintarasara Na Ratchaseema","raw_affiliation_strings":["Mitr Phol Sugarcane and Research Center, Chaiyaphum, Thailand","Mitr Phol Sugarcane and Research Center, 399 M1, Koksa-ad, Phukhieo, Chaiyaphum, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mitr Phol Sugarcane and Research Center, Chaiyaphum, Thailand","institution_ids":["https://openalex.org/I4210105964"]},{"raw_affiliation_string":"Mitr Phol Sugarcane and Research Center, 399 M1, Koksa-ad, Phukhieo, Chaiyaphum, Thailand","institution_ids":[]}]},{"author_position":"last","author":{"id":null,"display_name":"Vorraveerukorn Veerachit","orcid":null},"institutions":[{"id":"https://openalex.org/I4210105964","display_name":"Chaiyaphum Rajabhat University","ror":"https://ror.org/01tqhyj40","country_code":"TH","type":"education","lineage":["https://openalex.org/I4210105964"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Vorraveerukorn Veerachit","raw_affiliation_strings":["Mitr Phol Sugarcane and Research Center, Chaiyaphum, Thailand","Mitr Phol Sugarcane and Research Center, 399 M1, Koksa-ad, Phukhieo, Chaiyaphum, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mitr Phol Sugarcane and Research Center, Chaiyaphum, Thailand","institution_ids":["https://openalex.org/I4210105964"]},{"raw_affiliation_string":"Mitr Phol Sugarcane and Research Center, 399 M1, Koksa-ad, Phukhieo, Chaiyaphum, Thailand","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.02669094,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"45594","last_page":"45608"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12431","display_name":"Sugarcane Cultivation and Processing","score":0.9839000105857849,"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/T12431","display_name":"Sugarcane Cultivation and Processing","score":0.9839000105857849,"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":0.9394000172615051,"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/T10616","display_name":"Smart Agriculture and AI","score":0.9063000082969666,"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/computer-science","display_name":"Computer science","score":0.4755648970603943},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34635668992996216}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4755648970603943},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34635668992996216}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3549453","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3549453","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:33f92368b64f4f43b83708938b51453a","is_oa":true,"landing_page_url":"https://doaj.org/article/33f92368b64f4f43b83708938b51453a","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 45594-45608 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3549453","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3549453","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Zero hunger","score":0.75,"id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1585854823","https://openalex.org/W1682403713","https://openalex.org/W2099419573","https://openalex.org/W2103753221","https://openalex.org/W2143991132","https://openalex.org/W2295598076","https://openalex.org/W2760894977","https://openalex.org/W2894821558","https://openalex.org/W2898017895","https://openalex.org/W2911964244","https://openalex.org/W2972321306","https://openalex.org/W3004545085","https://openalex.org/W3015791395","https://openalex.org/W3033695319","https://openalex.org/W3089725231","https://openalex.org/W3090650942","https://openalex.org/W3112254815","https://openalex.org/W3130702920","https://openalex.org/W3155933005","https://openalex.org/W3156434410","https://openalex.org/W3158669617","https://openalex.org/W3180424200","https://openalex.org/W3192593361","https://openalex.org/W3207209429","https://openalex.org/W4282831657","https://openalex.org/W4285018052","https://openalex.org/W4312058292","https://openalex.org/W4312363635","https://openalex.org/W4315782661","https://openalex.org/W4318473849","https://openalex.org/W4318570637","https://openalex.org/W4319793943","https://openalex.org/W4385245566","https://openalex.org/W4385516996","https://openalex.org/W4386533076","https://openalex.org/W4393123820","https://openalex.org/W4395095938","https://openalex.org/W4396870950","https://openalex.org/W4400383749","https://openalex.org/W4400617847","https://openalex.org/W4403211162","https://openalex.org/W6734745546","https://openalex.org/W6745609711","https://openalex.org/W6756306807","https://openalex.org/W6784247901","https://openalex.org/W6787340603","https://openalex.org/W6846825190"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Sugarcane":[0],"stem":[1,66,189],"borer":[2,67,190],"poses":[3],"a":[4,46,173],"significant":[5],"threat":[6],"to":[7,52,87,119,123,184,198,216],"sugarcane":[8,59,177],"production,":[9],"causing":[10],"extensive":[11],"damage":[12],"and":[13,34,43,75,85,112,136,154,160,179],"economic":[14],"losses":[15],"in":[16,60,162,205,220],"the":[17,22,41,54,61,110,121,145,150,164,186,199,210],"agricultural":[18,206],"sector.":[19],"Accurately":[20],"predicting":[21,163],"destruction":[23,56,165],"rate":[24,57],"caused":[25,64],"by":[26,65],"this":[27,195],"pest":[28,104,137,207],"is":[29],"crucial":[30],"for":[31,81,176,212],"implementing":[32],"timely":[33],"effective":[35],"management":[36],"strategies.":[37],"This":[38,167],"paper":[39],"presents":[40],"development":[42],"implementation":[44],"of":[45,58,144,188,194,202],"time":[47],"series":[48],"prediction":[49,170,218],"system":[50,72,171],"designed":[51],"estimate":[53],"short-time":[55],"near":[62],"future":[63],"infestations.":[68,191],"The":[69,142,192],"proposed":[70,168],"Hybrid":[71,169,213],"combines":[73],"Adaptive":[74],"Batch":[76],"machine":[77,203],"learning":[78,204,214],"techniques,":[79],"allowing":[80],"continuous":[82],"model":[83,122,146],"updates":[84],"adaptation":[86],"new":[88],"data":[89],"while":[90],"maintaining":[91],"initial":[92],"accuracy,":[93],"thereby":[94],"improving":[95],"predictive":[96],"accuracy":[97,219],"over":[98],"time.":[99],"A":[100],"dataset":[101],"comprising":[102],"historical":[103],"infestation":[105],"data,":[106],"manually":[107],"recorded":[108],"from":[109],"fields,":[111],"environmental":[113],"factors,":[114],"retrieved":[115],"online,":[116],"was":[117,147],"used":[118],"train":[120],"capture":[124],"complex":[125],"temporal":[126],"dependencies,":[127],"with":[128],"features":[129],"such":[130],"as":[131],"temperature,":[132],"humidity,":[133],"seasonal":[134],"patterns,":[135],"density":[138],"being":[139],"key":[140],"predictors.":[141],"performance":[143],"evaluated":[148],"using":[149],"MAE,":[151],"AIC,":[152],"BIC,":[153],"HQIC,":[155],"which":[156],"demonstrated":[157],"its":[158],"robustness":[159],"reliability":[161],"rate.":[166],"offers":[172],"valuable":[174],"tool":[175],"farmers":[178],"agronomists,":[180],"enabling":[181],"proactive":[182],"decision-making":[183],"mitigate":[185],"impact":[187],"findings":[193],"study":[196],"contribute":[197],"broader":[200],"application":[201],"management,":[208],"highlighting":[209],"potential":[211],"approaches":[215],"enhance":[217],"dynamic":[221],"environments.":[222]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-03-11T00:00:00"}