{"id":"https://openalex.org/W4398773053","doi":"https://doi.org/10.1177/09596518241247861","title":"Energy consumption forecast model of CNC machine tools based on support vector regression optimized by improved artificial hummingbird algorithm","display_name":"Energy consumption forecast model of CNC machine tools based on support vector regression optimized by improved artificial hummingbird algorithm","publication_year":2024,"publication_date":"2024-05-23","ids":{"openalex":"https://openalex.org/W4398773053","doi":"https://doi.org/10.1177/09596518241247861"},"language":"en","primary_location":{"id":"doi:10.1177/09596518241247861","is_oa":false,"landing_page_url":"https://doi.org/10.1177/09596518241247861","pdf_url":null,"source":{"id":"https://openalex.org/S4210196624","display_name":"Proceedings of the Institution of Mechanical Engineers Part I Journal of Systems and Control Engineering","issn_l":"0959-6518","issn":["0959-6518","2041-3041"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering","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/A5100959883","display_name":"Jidong Du","orcid":null},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jidong Du","raw_affiliation_strings":["Engineering Research Center of Internet of Things Technology Applications Ministry of Education, Jiangnan University, Wuxi, China"],"affiliations":[{"raw_affiliation_string":"Engineering Research Center of Internet of Things Technology Applications Ministry of Education, Jiangnan University, Wuxi, China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100775456","display_name":"Yan Wang","orcid":"https://orcid.org/0000-0002-7700-8719"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yan Wang","raw_affiliation_strings":["Engineering Research Center of Internet of Things Technology Applications Ministry of Education, Jiangnan University, Wuxi, China"],"affiliations":[{"raw_affiliation_string":"Engineering Research Center of Internet of Things Technology Applications Ministry of Education, Jiangnan University, Wuxi, China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091802290","display_name":"Zhicheng Ji","orcid":"https://orcid.org/0000-0002-4837-7240"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhicheng Ji","raw_affiliation_strings":["Engineering Research Center of Internet of Things Technology Applications Ministry of Education, Jiangnan University, Wuxi, China"],"affiliations":[{"raw_affiliation_string":"Engineering Research Center of Internet of Things Technology Applications Ministry of Education, Jiangnan University, Wuxi, China","institution_ids":["https://openalex.org/I111599522"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100775456"],"corresponding_institution_ids":["https://openalex.org/I111599522"],"apc_list":null,"apc_paid":null,"fwci":0.4341,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.52261544,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"238","issue":"10","first_page":"1857","last_page":"1871"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11954","display_name":"Energy Efficiency and Management","score":0.9886999726295471,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11954","display_name":"Energy Efficiency and Management","score":0.9886999726295471,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.974399983882904,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11159","display_name":"Manufacturing Process and Optimization","score":0.9729999899864197,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/hummingbird","display_name":"Hummingbird","score":0.8344097137451172},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6913720369338989},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5631837248802185},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5588621497154236},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5144734382629395},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48016849160194397},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.46506503224372864},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2537959814071655},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18620240688323975},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09290000796318054}],"concepts":[{"id":"https://openalex.org/C2780610420","wikidata":"https://www.wikidata.org/wiki/Q43624","display_name":"Hummingbird","level":2,"score":0.8344097137451172},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6913720369338989},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5631837248802185},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5588621497154236},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5144734382629395},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48016849160194397},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.46506503224372864},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2537959814071655},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18620240688323975},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09290000796318054},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/09596518241247861","is_oa":false,"landing_page_url":"https://doi.org/10.1177/09596518241247861","pdf_url":null,"source":{"id":"https://openalex.org/S4210196624","display_name":"Proceedings of the Institution of Mechanical Engineers Part I Journal of Systems and Control Engineering","issn_l":"0959-6518","issn":["0959-6518","2041-3041"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8399999737739563,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G1437864860","display_name":null,"funder_award_id":"61973138","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1970523032","https://openalex.org/W2127864442","https://openalex.org/W2778874840","https://openalex.org/W2806243377","https://openalex.org/W2887710528","https://openalex.org/W2896572251","https://openalex.org/W2909034877","https://openalex.org/W2921018487","https://openalex.org/W2990646695","https://openalex.org/W3024578648","https://openalex.org/W3044033626","https://openalex.org/W3121628031","https://openalex.org/W3136156539","https://openalex.org/W3159887281","https://openalex.org/W3198159438","https://openalex.org/W3211434935","https://openalex.org/W4200273451","https://openalex.org/W4206918024","https://openalex.org/W4213376387","https://openalex.org/W4280512645","https://openalex.org/W4308113771","https://openalex.org/W4308259022","https://openalex.org/W4309567999","https://openalex.org/W4321169671"],"related_works":["https://openalex.org/W85491885","https://openalex.org/W4297745244","https://openalex.org/W4214628662","https://openalex.org/W2156822401","https://openalex.org/W2037518538","https://openalex.org/W3092380670","https://openalex.org/W3125847301","https://openalex.org/W4313390786","https://openalex.org/W2089393798","https://openalex.org/W2356819012"],"abstract_inverted_index":{"With":[0],"the":[1,4,14,34,40,87,139,148,159,166,169,172,181,186],"development":[2],"of":[3,46,147,168,185],"manufacturing":[5,41],"industry,":[6],"energy":[7,15,36,49,55,60,67,174],"consumption":[8,37,50,68,175],"is":[9,112,117,124,135,162,178],"growing":[10],"rapidly,":[11],"which":[12,123],"makes":[13],"crisis":[16],"and":[17,22,32,58,107,145,171,183],"environmental":[18],"problems":[19],"become":[20],"more":[21,23],"serious.":[24],"CNC":[25],"machine":[26,47],"tools":[27],"play":[28],"an":[29,79,100],"essential":[30],"role":[31],"are":[33,189],"primary":[35],"devices":[38],"in":[39,96],"industry.":[42],"The":[43,114,130,143],"accurate":[44],"prediction":[45,69,176],"tool":[48],"can":[51],"provide":[52],"support":[53,73],"for":[54,126],"production":[56],"plans":[57],"reduce":[59],"waste.":[61],"This":[62],"paper":[63],"proposes":[64],"a":[65,97,192],"novel":[66],"model":[70,177,188],"based":[71,103],"on":[72,104],"vector":[74],"regression":[75],"(SVR)":[76],"optimized":[77],"by":[78],"improved":[80,101],"artificial":[81,88],"hummingbird":[82,89],"algorithm":[83,90,150,161],"(IAHA).":[84],"Firstly,":[85],"as":[86],"(AHA)":[91],"may":[92],"easily":[93],"get":[94],"trapped":[95],"local":[98,108,131,140],"optimum,":[99],"AHA":[102],"chaotic":[105,115],"mapping":[106,116],"backtracking":[109,132],"exploitation":[110,133],"strategy":[111,134],"proposed.":[113],"used":[118],"to":[119,137,164],"initialize":[120],"individual":[121],"positions,":[122],"good":[125],"maintaining":[127],"population":[128],"diversity.":[129],"employed":[136,163],"improve":[138],"optimization":[141],"ability.":[142],"effectiveness":[144,182],"feasibility":[146,184],"IAHA":[149,160],"have":[151],"been":[152],"verified":[153,190],"through":[154,191],"12":[155],"benchmark":[156],"functions.":[157],"Then,":[158],"optimize":[165],"parameters":[167],"SVR,":[170],"IAHA-SVR":[173,187],"established.":[179],"Finally,":[180],"case":[193],"study.":[194]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}