{"id":"https://openalex.org/W4406246293","doi":"https://doi.org/10.1142/s0218126625501889","title":"Large Language Model-Aided Production-Level Intelligent Economic Forecasting Method","display_name":"Large Language Model-Aided Production-Level Intelligent Economic Forecasting Method","publication_year":2025,"publication_date":"2025-01-10","ids":{"openalex":"https://openalex.org/W4406246293","doi":"https://doi.org/10.1142/s0218126625501889"},"language":"en","primary_location":{"id":"doi:10.1142/s0218126625501889","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126625501889","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","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/A5101988079","display_name":"Min Qiu","orcid":"https://orcid.org/0000-0002-8650-0510"},"institutions":[{"id":"https://openalex.org/I4210166499","display_name":"Henan Polytechnic University","ror":"https://ror.org/05vr1c885","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210166499"]},{"id":"https://openalex.org/I37417134","display_name":"Palestine Polytechnic University","ror":"https://ror.org/03wwspn40","country_code":"PS","type":"education","lineage":["https://openalex.org/I37417134"]}],"countries":["CN","PS"],"is_corresponding":true,"raw_author_name":"Min Qiu","raw_affiliation_strings":["Hebi Institute of Engineering and Technology, Henan Polytechnic University, Hebi 458000, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"Hebi Institute of Engineering and Technology, Henan Polytechnic University, Hebi 458000, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I4210166499","https://openalex.org/I37417134"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101494368","display_name":"Tao Wang","orcid":"https://orcid.org/0009-0006-8091-6853"},"institutions":[{"id":"https://openalex.org/I4210091712","display_name":"Zhengzhou University of Science and Technology","ror":"https://ror.org/00b3j7936","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210091712"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Wang","raw_affiliation_strings":["Zhengzhou University of Science and Technology, Zhengzhou 450064, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"Zhengzhou University of Science and Technology, Zhengzhou 450064, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I4210091712"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101988079"],"corresponding_institution_ids":["https://openalex.org/I37417134","https://openalex.org/I4210166499"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.00630117,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"34","issue":"07","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12368","display_name":"Grey System Theory Applications","score":0.35899999737739563,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12368","display_name":"Grey System Theory Applications","score":0.35899999737739563,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.6711784601211548},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5592413544654846},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36146315932273865},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.2199568748474121},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.12045276165008545}],"concepts":[{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.6711784601211548},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5592413544654846},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36146315932273865},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.2199568748474121},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.12045276165008545}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218126625501889","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126625501889","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2039856804","https://openalex.org/W2767346351","https://openalex.org/W2806082141","https://openalex.org/W3178087067","https://openalex.org/W3201965332","https://openalex.org/W3203198572","https://openalex.org/W3213448987","https://openalex.org/W3215010342","https://openalex.org/W3217076337","https://openalex.org/W4200439002","https://openalex.org/W4205778227","https://openalex.org/W4296783789","https://openalex.org/W4306823340","https://openalex.org/W4313333069","https://openalex.org/W4380877164","https://openalex.org/W4387339066","https://openalex.org/W4387624004","https://openalex.org/W4389306432","https://openalex.org/W4393281776","https://openalex.org/W4393431430","https://openalex.org/W4394773629"],"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":{"In":[0,119],"a":[1,23,135],"rapidly":[2],"changing":[3],"industrial":[4,50,116],"environment,":[5],"the":[6,15,18,34,45,55,61,76,93,103,108,121,144,158,164],"accuracy":[7,46],"of":[8,17,36,49,57,138,163],"economic":[9,27,51,73,86,117,139],"forecasting":[10,28,59],"is":[11,39,69,78,90,128,148],"increasingly":[12],"critical.":[13],"With":[14],"rise":[16],"Large":[19],"language":[20,99,146],"Model":[21],"(LLM),":[22],"new":[24,136],"path":[25],"for":[26,115],"has":[29],"been":[30],"opened":[31],"up.":[32],"Therefore,":[33],"purpose":[35],"this":[37,154],"study":[38],"to":[40,43,71,83,101,130,172],"use":[41],"LLM":[42],"improve":[44],"and":[47,75,106,134,161,174],"flexibility":[48],"forecasting.":[52,177],"By":[53],"analyzing":[54],"shortcomings":[56],"existing":[58],"methods,":[60],"Bidirectional":[62,109],"Encoder":[63],"Representations":[64],"from":[65],"Transformers":[66],"(BERT)":[67],"model":[68,100,114,147],"used":[70],"process":[72],"data,":[74],"text":[77],"transformed":[79],"into":[80],"high-dimensional":[81],"vectors":[82],"accurately":[84],"capture":[85],"characteristics.":[87],"Subsequently,":[88],"it":[89,167],"combined":[91],"with":[92],"Generative":[94],"Pre-trained":[95],"Transformer":[96],"(GPT)":[97],"large":[98,145],"deepen":[102],"data":[104],"analysis,":[105],"assists":[107],"Long":[110],"Short-Term":[111],"Memory":[112],"(BiLSTM)":[113],"prediction.":[118],"addition,":[120],"optimized":[122],"Dung":[123],"Beetle":[124],"Optimization":[125],"(DBO)":[126],"algorithm":[127],"introduced":[129],"fine-tune":[131],"BiLSTM":[132],"parameters,":[133],"framework":[137],"intelligent":[140],"prediction":[141],"assisted":[142],"by":[143],"constructed.":[149],"The":[150],"results":[151],"show":[152],"that":[153],"method":[155],"significantly":[156],"improves":[157],"accuracy,":[159],"timeliness":[160],"comprehensiveness":[162],"forecast.":[165],"And":[166],"can":[168],"be":[169],"flexibly":[170],"applied":[171],"multi-industry":[173],"multi-time":[175],"scale":[176]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}