{"id":"https://openalex.org/W4226168299","doi":"https://doi.org/10.1109/ccis53392.2021.9754531","title":"Manufacturing Multi-value Chain Product Demand Forecasting Based on KPCA-PSO-SVM : -Taking the Demand of the Ring Network Cabinet as an Example","display_name":"Manufacturing Multi-value Chain Product Demand Forecasting Based on KPCA-PSO-SVM : -Taking the Demand of the Ring Network Cabinet as an Example","publication_year":2021,"publication_date":"2021-11-07","ids":{"openalex":"https://openalex.org/W4226168299","doi":"https://doi.org/10.1109/ccis53392.2021.9754531"},"language":"en","primary_location":{"id":"doi:10.1109/ccis53392.2021.9754531","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccis53392.2021.9754531","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 7th International Conference on Cloud Computing and Intelligent Systems (CCIS)","raw_type":"proceedings-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/A5103241552","display_name":"Dongxiao Niu","orcid":"https://orcid.org/0000-0003-4612-8432"},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Dongxiao Niu","raw_affiliation_strings":["North China Electric Power University,Beijing,China,102206"],"affiliations":[{"raw_affiliation_string":"North China Electric Power University,Beijing,China,102206","institution_ids":["https://openalex.org/I153473198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053594534","display_name":"Min Yu","orcid":"https://orcid.org/0009-0002-7955-055X"},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Yu","raw_affiliation_strings":["North China Electric Power University,Beijing,China,102206"],"affiliations":[{"raw_affiliation_string":"North China Electric Power University,Beijing,China,102206","institution_ids":["https://openalex.org/I153473198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072439944","display_name":"Ruoyun Du","orcid":null},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruoyun Du","raw_affiliation_strings":["North China Electric Power University,Beijing,China,102206"],"affiliations":[{"raw_affiliation_string":"North China Electric Power University,Beijing,China,102206","institution_ids":["https://openalex.org/I153473198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071099068","display_name":"Lijie Sun","orcid":"https://orcid.org/0000-0003-2022-9374"},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lijie Sun","raw_affiliation_strings":["North China Electric Power University,Beijing,China,102206"],"affiliations":[{"raw_affiliation_string":"North China Electric Power University,Beijing,China,102206","institution_ids":["https://openalex.org/I153473198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059859222","display_name":"Xiaomin Xu","orcid":"https://orcid.org/0000-0002-8484-9583"},"institutions":[{"id":"https://openalex.org/I153473198","display_name":"North China Electric Power University","ror":"https://ror.org/04qr5t414","country_code":"CN","type":"education","lineage":["https://openalex.org/I153473198"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaomin Xu","raw_affiliation_strings":["North China Electric Power University,Beijing,China,102206"],"affiliations":[{"raw_affiliation_string":"North China Electric Power University,Beijing,China,102206","institution_ids":["https://openalex.org/I153473198"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010834573","display_name":"Huanfen Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huanfen Zhang","raw_affiliation_strings":["Qingchang Electric POWER Equipment Co, Ltd"],"affiliations":[{"raw_affiliation_string":"Qingchang Electric POWER Equipment Co, Ltd","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5103241552"],"corresponding_institution_ids":["https://openalex.org/I153473198"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23604306,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"44","issue":null,"first_page":"324","last_page":"329"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14474","display_name":"Industrial Technology and Control Systems","score":0.917900025844574,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14474","display_name":"Industrial Technology and Control Systems","score":0.917900025844574,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.6608726978302002},{"id":"https://openalex.org/keywords/demand-forecasting","display_name":"Demand forecasting","score":0.6401410102844238},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6382405161857605},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5675099492073059},{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.4417344033718109},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.44117215275764465},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.32547199726104736},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3039188086986542},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.25054478645324707},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.24424871802330017},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.13679495453834534},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.08655911684036255}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.6608726978302002},{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.6401410102844238},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6382405161857605},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5675099492073059},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.4417344033718109},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.44117215275764465},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.32547199726104736},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3039188086986542},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.25054478645324707},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.24424871802330017},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.13679495453834534},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.08655911684036255}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccis53392.2021.9754531","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccis53392.2021.9754531","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 7th International Conference on Cloud Computing and Intelligent Systems (CCIS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1982857411","https://openalex.org/W1988277750","https://openalex.org/W1991619403","https://openalex.org/W2053008160","https://openalex.org/W2060113410","https://openalex.org/W2062988009","https://openalex.org/W2083238424","https://openalex.org/W2116450703","https://openalex.org/W2146497935","https://openalex.org/W2906699804","https://openalex.org/W3167108542"],"related_works":["https://openalex.org/W2090763504","https://openalex.org/W148178222","https://openalex.org/W2104657898","https://openalex.org/W2767550285","https://openalex.org/W1948992892","https://openalex.org/W1886884218","https://openalex.org/W1910826599","https://openalex.org/W2012353789","https://openalex.org/W2530420969","https://openalex.org/W1974798363"],"abstract_inverted_index":{"With":[0],"the":[1,8,15,19,25,30,38,48,56,68,85,90,102,114,117,127,133,147],"growth":[2],"of":[3,18,22,27,32,44,59,71,104,116],"social":[4],"demand":[5,26,72,103],"and":[6,41,64,88,121,143],"economy,":[7],"ring":[9],"network":[10],"cabinet":[11],"(RNC)":[12],"has":[13,139],"become":[14],"key":[16],"link":[17],"last":[20],"kilometer":[21],"distribution.":[23],"Forecasting":[24],"RNC":[28],"from":[29,47],"perspective":[31],"enterprises":[33],"can":[34],"provide":[35],"suggestions":[36],"for":[37],"production":[39,62],"plan":[40],"business":[42],"decisions":[43],"enterprises.":[45,109],"Starting":[46],"manufacturing":[49,108],"multi-value":[50],"chain,":[51,61],"this":[52,79,137,150],"paper":[53,80,138,151],"fully":[54],"taps":[55],"effective":[57],"information":[58],"supply":[60],"chain":[63,66],"marketing":[65],"as":[67],"input":[69],"variables":[70],"forecasting.":[73],"Considering":[74],"too":[75],"many":[76],"factors":[77],"involved,":[78],"uses":[81,89],"KPCA":[82],"to":[83,100,112,125,146],"reduce":[84],"data":[86],"dimension,":[87],"support":[91],"vector":[92],"machine":[93],"optimized":[94],"by":[95],"particle":[96],"swarm":[97],"optimization":[98],"(PSO)":[99],"predict":[101],"A":[105],"ring-main":[106],"unit":[107],"In":[110],"order":[111],"verify":[113],"validity":[115],"model,":[118],"ARMA,":[119],"SVM":[120],"PSO-SVM":[122],"are":[123],"selected":[124],"compare":[126],"models.":[128],"The":[129],"results":[130],"show":[131],"that":[132],"KPCA-PSO-SVM":[134],"adopted":[135],"in":[136],"higher":[140],"prediction":[141,148],"accuracy":[142],"efficiency.":[144],"According":[145],"results,":[149],"gives":[152],"corresponding":[153],"decision-making":[154],"suggestions.":[155]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
