{"id":"https://openalex.org/W7159770004","doi":"https://doi.org/10.1155/int/3011074","title":"A Neural Network\u2010Based Decision Framework Utilizing Large Language Models and Neutrosophic Sets for Sustainable Supplier Selection","display_name":"A Neural Network\u2010Based Decision Framework Utilizing Large Language Models and Neutrosophic Sets for Sustainable Supplier Selection","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7159770004","doi":"https://doi.org/10.1155/int/3011074"},"language":"en","primary_location":{"id":"doi:10.1155/int/3011074","is_oa":true,"landing_page_url":"https://doi.org/10.1155/int/3011074","pdf_url":null,"source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1155/int/3011074","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5006240976","display_name":"Amirhossein Nafei","orcid":"https://orcid.org/0000-0002-1795-1123"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Amirhossein Nafei","raw_affiliation_strings":["School of Electromechanical Engineering ,  Guangdong University of Technology ,  Guangzhou , Guangdong,  China , gdut.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electromechanical Engineering ,  Guangdong University of Technology ,  Guangzhou , Guangdong,  China , gdut.edu.cn","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135005885","display_name":"Zhi Li","orcid":"https://orcid.org/0000-0001-9997-4574"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]},{"id":"https://openalex.org/I4210137766","display_name":"Institute for Advanced Study","ror":"https://ror.org/03xg85719","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210137766"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN","DE"],"is_corresponding":true,"raw_author_name":"Zhi Li","raw_affiliation_strings":["Research Center for Technological Innovation ,  Tsinghua University ,  Beijing ,  China , tsinghua.edu.cn","School of Electromechanical Engineering ,  Guangdong University of Technology ,  Guangzhou , Guangdong,  China , gdut.edu.cn","Shanghai Institute for Advanced Study ,  Zhejiang University ,  Hangzhou ,  China , zju.edu.cn"],"raw_orcid":"https://orcid.org/0000-0001-9997-4574","affiliations":[{"raw_affiliation_string":"Research Center for Technological Innovation ,  Tsinghua University ,  Beijing ,  China , tsinghua.edu.cn","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"School of Electromechanical Engineering ,  Guangdong University of Technology ,  Guangzhou , Guangdong,  China , gdut.edu.cn","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"Shanghai Institute for Advanced Study ,  Zhejiang University ,  Hangzhou ,  China , zju.edu.cn","institution_ids":["https://openalex.org/I4210137766"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5124540051","display_name":"S. Pourmohammad Azizi","orcid":null},"institutions":[{"id":"https://openalex.org/I153512688","display_name":"National Taiwan Ocean University","ror":"https://ror.org/03bvvnt49","country_code":"TW","type":"education","lineage":["https://openalex.org/I153512688"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"S. Pourmohammad Azizi","raw_affiliation_strings":["Department of Electrical Engineering ,  National Taiwan Ocean University ,  Keelung ,  202301 ,  Taiwan , ntou.edu.tw"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering ,  National Taiwan Ocean University ,  Keelung ,  202301 ,  Taiwan , ntou.edu.tw","institution_ids":["https://openalex.org/I153512688"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5135005885"],"corresponding_institution_ids":["https://openalex.org/I139024713","https://openalex.org/I4210137766","https://openalex.org/I99065089"],"apc_list":{"value":2500,"currency":"USD","value_usd":2500},"apc_paid":{"value":2500,"currency":"USD","value_usd":2500},"fwci":15.9939,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.98700554,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"2026","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10050","display_name":"Multi-Criteria Decision Making","score":0.8363999724388123,"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/T10050","display_name":"Multi-Criteria Decision Making","score":0.8363999724388123,"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"}},{"id":"https://openalex.org/T10539","display_name":"Sustainable Supply Chain Management","score":0.05220000073313713,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11988","display_name":"Sustainable Building Design and Assessment","score":0.0038999998942017555,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5972999930381775},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.5669000148773193},{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.5626000165939331},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4772999882698059},{"id":"https://openalex.org/keywords/stakeholder","display_name":"Stakeholder","score":0.4117000102996826},{"id":"https://openalex.org/keywords/indeterminacy","display_name":"Indeterminacy (philosophy)","score":0.40709999203681946},{"id":"https://openalex.org/keywords/group-decision-making","display_name":"Group decision-making","score":0.3962000012397766},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3928000032901764},{"id":"https://openalex.org/keywords/aggregate","display_name":"Aggregate (composite)","score":0.38370001316070557}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7578999996185303},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6237000226974487},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5972999930381775},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.5669000148773193},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.5626000165939331},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49219998717308044},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4772999882698059},{"id":"https://openalex.org/C201305675","wikidata":"https://www.wikidata.org/wiki/Q852998","display_name":"Stakeholder","level":2,"score":0.4117000102996826},{"id":"https://openalex.org/C2777366796","wikidata":"https://www.wikidata.org/wiki/Q6017758","display_name":"Indeterminacy (philosophy)","level":2,"score":0.40709999203681946},{"id":"https://openalex.org/C20701700","wikidata":"https://www.wikidata.org/wiki/Q388791","display_name":"Group decision-making","level":2,"score":0.3962000012397766},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3928000032901764},{"id":"https://openalex.org/C4679612","wikidata":"https://www.wikidata.org/wiki/Q866298","display_name":"Aggregate (composite)","level":2,"score":0.38370001316070557},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.36739999055862427},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.34040001034736633},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3264000117778778},{"id":"https://openalex.org/C59594135","wikidata":"https://www.wikidata.org/wiki/Q5249242","display_name":"Decision model","level":2,"score":0.29510000348091125},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.29440000653266907},{"id":"https://openalex.org/C194051981","wikidata":"https://www.wikidata.org/wiki/Q1337691","display_name":"Economic shortage","level":3,"score":0.2937999963760376},{"id":"https://openalex.org/C115988155","wikidata":"https://www.wikidata.org/wiki/Q3262192","display_name":"Decision problem","level":2,"score":0.2809999883174896},{"id":"https://openalex.org/C144559511","wikidata":"https://www.wikidata.org/wiki/Q2986279","display_name":"Principal (computer security)","level":2,"score":0.27619999647140503},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.2703999876976013},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.26499998569488525},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.2612999975681305},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.25859999656677246},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.2578999996185303},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.25519999861717224},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.25029999017715454}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1155/int/3011074","is_oa":true,"landing_page_url":"https://doi.org/10.1155/int/3011074","pdf_url":null,"source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1155/int/3011074","is_oa":true,"landing_page_url":"https://doi.org/10.1155/int/3011074","pdf_url":null,"source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.5731750130653381}],"awards":[{"id":"https://openalex.org/G161011469","display_name":null,"funder_award_id":"72071048","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8363531684","display_name":null,"funder_award_id":"2023A1515012851","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W2531780431","https://openalex.org/W2585768367","https://openalex.org/W2890247150","https://openalex.org/W3003761608","https://openalex.org/W3014664391","https://openalex.org/W3040738083","https://openalex.org/W3175835060","https://openalex.org/W3183119561","https://openalex.org/W3190803005","https://openalex.org/W3191254817","https://openalex.org/W4206252883","https://openalex.org/W4245152641","https://openalex.org/W4287563289","https://openalex.org/W4308067623","https://openalex.org/W4315880927","https://openalex.org/W4323357280","https://openalex.org/W4362636001","https://openalex.org/W4386541762","https://openalex.org/W4386737492","https://openalex.org/W4388312181","https://openalex.org/W4388962043","https://openalex.org/W4389043118","https://openalex.org/W4389487375","https://openalex.org/W4391291457","https://openalex.org/W4391460553","https://openalex.org/W4391573023","https://openalex.org/W4392476040","https://openalex.org/W4393970695","https://openalex.org/W4394990017","https://openalex.org/W4400401667","https://openalex.org/W4403083044","https://openalex.org/W4404782828","https://openalex.org/W4411337983","https://openalex.org/W7081986663"],"related_works":[],"abstract_inverted_index":{"Sustainable":[0],"supplier":[1,99,182],"selection":[2],"is":[3,62,174],"a":[4,78,95,110,130,177],"high\u2010impact":[5],"decision":[6,26,80,132],"problem":[7],"in":[8,58],"which":[9,119],"organizations":[10],"must":[11],"jointly":[12],"evaluate":[13],"economic":[14],"performance,":[15],"environmental":[16],"impact,":[17],"and":[18,28,45,64,94,117,138,144,168,199],"social":[19],"responsibility":[20],"under":[21],"heterogeneous":[22],"stakeholder":[23],"preferences,":[24],"asymmetric":[25],"authority,":[27],"predominantly":[29],"linguistic":[30],"assessments.":[31],"Conventional":[32],"multiattribute":[33],"group":[34],"decision\u2010making":[35],"(MAGDM)":[36],"methods,":[37],"based":[38],"on":[39,180],"crisp":[40],"scores,":[41],"fixed":[42],"aggregation":[43,92,139,154],"rules,":[44],"implicit":[46],"consensus":[47,143],"are":[48,56,107,120],"poorly":[49],"suited":[50],"to":[51,113,123,134,159],"contexts":[52],"where":[53],"expert":[54],"opinions":[55],"expressed":[57],"natural":[59],"language,":[60],"indeterminacy":[61],"substantial,":[63],"strategic":[65,203],"priorities":[66],"may":[67],"override":[68],"majority":[69],"preferences.":[70],"To":[71],"address":[72],"these":[73],"limitations,":[74],"this":[75],"study":[76,179],"proposes":[77],"neural\u2010based":[79],"framework":[81,173],"that":[82,187],"integrates":[83],"large":[84],"language":[85],"models":[86],"(LLMs),":[87],"neutrosophic":[88,124,162],"sets,":[89],"an":[90],"autocratic":[91,127],"strategy,":[93],"neural":[96,153],"network":[97],"for":[98,148],"selection.":[100,183],"Criterion\u2010specific":[101],"textual":[102],"judgments":[103],"provided":[104],"by":[105,109],"experts":[106],"processed":[108],"pretrained":[111],"model":[112],"extract":[114],"sentiment":[115],"polarity":[116],"confidence,":[118],"then":[121],"mapped":[122],"triplets.":[125],"An":[126],"mechanism":[128],"empowers":[129],"designated":[131],"leader":[133],"choose":[135],"context\u2010appropriate":[136],"scoring":[137],"functions,":[140,164],"avoiding":[141],"forced":[142],"reducing":[145],"the":[146,188],"need":[147],"extensive":[149],"pairwise":[150],"comparisons.":[151],"A":[152],"layer":[155],"further":[156],"learns":[157],"how":[158],"combine":[160],"multiple":[161],"score":[163],"refining":[165],"ranking":[166],"behavior":[167],"lowering":[169],"computational":[170,197],"complexity.":[171],"The":[172,184],"validated":[175],"through":[176],"case":[178],"sustainable":[181],"results":[185],"demonstrate":[186],"proposed":[189],"approach":[190],"produces":[191],"stable,":[192],"interpretable":[193],"rankings":[194],"with":[195,202],"reduced":[196],"burden":[198],"closer":[200],"alignment":[201],"sustainability":[204],"goals":[205],"than":[206],"benchmark":[207],"MAGDM":[208],"methods.":[209]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2026-05-03T00:00:00"}
