{"id":"https://openalex.org/W4401536973","doi":"https://doi.org/10.1109/access.2024.3443139","title":"Active Closed-Loop Transfer Learning-Based Surrogate Models for Telescopic Boom Forklift Optimization","display_name":"Active Closed-Loop Transfer Learning-Based Surrogate Models for Telescopic Boom Forklift Optimization","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4401536973","doi":"https://doi.org/10.1109/access.2024.3443139"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3443139","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3443139","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":null,"license_id":null,"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.2024.3443139","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002336345","display_name":"Jingliang Lin","orcid":"https://orcid.org/0000-0002-5172-0951"},"institutions":[{"id":"https://openalex.org/I79223203","display_name":"Guangdong Ocean University","ror":"https://ror.org/0462wa640","country_code":"CN","type":"education","lineage":["https://openalex.org/I79223203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingliang Lin","raw_affiliation_strings":["School of Mechanical Engineering, Guangdong Ocean University, Zhanjiang, China"],"raw_orcid":"https://orcid.org/0000-0002-5172-0951","affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Guangdong Ocean University, Zhanjiang, China","institution_ids":["https://openalex.org/I79223203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100360531","display_name":"Haiyan Li","orcid":"https://orcid.org/0000-0003-2367-676X"},"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":"Haiyan Li","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-2367-676X","affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012659254","display_name":"Yunbao Huang","orcid":"https://orcid.org/0000-0002-7423-6580"},"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":"Yunbao Huang","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-7423-6580","affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087987852","display_name":"Guiming Liang","orcid":"https://orcid.org/0009-0001-2218-2146"},"institutions":[{"id":"https://openalex.org/I14894300","display_name":"Foshan University","ror":"https://ror.org/02xvvvp28","country_code":"CN","type":"education","lineage":["https://openalex.org/I14894300"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guiming Liang","raw_affiliation_strings":["School of Mechatronic Engineering and Automation, Foshan University, Foshan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mechatronic Engineering and Automation, Foshan University, Foshan, China","institution_ids":["https://openalex.org/I14894300"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042869602","display_name":"Sheng Zhou","orcid":"https://orcid.org/0000-0001-8604-890X"},"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":"Sheng Zhou","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079032203","display_name":"Zeying Huang","orcid":"https://orcid.org/0000-0002-4870-2592"},"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":"Zeying Huang","raw_affiliation_strings":["College of Mechanical and Electrical Engineering, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-4870-2592","affiliations":[{"raw_affiliation_string":"College of Mechanical and Electrical Engineering, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]}],"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":0.1864,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.45035362,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"12","issue":null,"first_page":"112517","last_page":"112534"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11372","display_name":"Hydraulic and Pneumatic Systems","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T11372","display_name":"Hydraulic and Pneumatic Systems","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T12810","display_name":"Real-time simulation and control systems","score":0.9703999757766724,"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"}},{"id":"https://openalex.org/T10805","display_name":"Vehicle Dynamics and Control Systems","score":0.9589999914169312,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/computer-science","display_name":"Computer science","score":0.5964879989624023},{"id":"https://openalex.org/keywords/boom","display_name":"Boom","score":0.5903509855270386},{"id":"https://openalex.org/keywords/loop","display_name":"Loop (graph theory)","score":0.5062931776046753},{"id":"https://openalex.org/keywords/closed-loop","display_name":"Closed loop","score":0.4642207622528076},{"id":"https://openalex.org/keywords/human-in-the-loop","display_name":"Human-in-the-loop","score":0.43231967091560364},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.3747469186782837},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.2732737064361572},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.27326804399490356},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.17861634492874146},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.14127621054649353},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1096523106098175}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5964879989624023},{"id":"https://openalex.org/C141441539","wikidata":"https://www.wikidata.org/wiki/Q1970908","display_name":"Boom","level":2,"score":0.5903509855270386},{"id":"https://openalex.org/C184670325","wikidata":"https://www.wikidata.org/wiki/Q512604","display_name":"Loop (graph theory)","level":2,"score":0.5062931776046753},{"id":"https://openalex.org/C3019251811","wikidata":"https://www.wikidata.org/wiki/Q5135346","display_name":"Closed loop","level":2,"score":0.4642207622528076},{"id":"https://openalex.org/C2780626000","wikidata":"https://www.wikidata.org/wiki/Q5936775","display_name":"Human-in-the-loop","level":2,"score":0.43231967091560364},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.3747469186782837},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.2732737064361572},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27326804399490356},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.17861634492874146},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.14127621054649353},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1096523106098175},{"id":"https://openalex.org/C87717796","wikidata":"https://www.wikidata.org/wiki/Q146326","display_name":"Environmental engineering","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3443139","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3443139","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b664a06ecf0647e5ba2656058a6391d3","is_oa":true,"landing_page_url":"https://doaj.org/article/b664a06ecf0647e5ba2656058a6391d3","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 12, Pp 112517-112534 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3443139","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3443139","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3915354960","display_name":null,"funder_award_id":"51775116","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3944709457","display_name":null,"funder_award_id":"51975125","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5256447905","display_name":null,"funder_award_id":"060302062108","funder_id":"https://openalex.org/F4320335920","funder_display_name":"Natural Science Foundation of Nantong University"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335920","display_name":"Natural Science Foundation of Nantong University","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":83,"referenced_works":["https://openalex.org/W17512885","https://openalex.org/W122334045","https://openalex.org/W1536214662","https://openalex.org/W1964550805","https://openalex.org/W1973412675","https://openalex.org/W1975237103","https://openalex.org/W2005520364","https://openalex.org/W2023409871","https://openalex.org/W2037227137","https://openalex.org/W2048711666","https://openalex.org/W2058660904","https://openalex.org/W2059831678","https://openalex.org/W2072367497","https://openalex.org/W2077021047","https://openalex.org/W2085156742","https://openalex.org/W2117539524","https://openalex.org/W2122838776","https://openalex.org/W2131279069","https://openalex.org/W2165698076","https://openalex.org/W2390741128","https://openalex.org/W2404658668","https://openalex.org/W2618530766","https://openalex.org/W2746797584","https://openalex.org/W2750146215","https://openalex.org/W2764162725","https://openalex.org/W2788026623","https://openalex.org/W2801492038","https://openalex.org/W2803921185","https://openalex.org/W2809374586","https://openalex.org/W2810606560","https://openalex.org/W2908996506","https://openalex.org/W2967663220","https://openalex.org/W2968265130","https://openalex.org/W2970362668","https://openalex.org/W2972552783","https://openalex.org/W2987395105","https://openalex.org/W2990956201","https://openalex.org/W2996257767","https://openalex.org/W3034299056","https://openalex.org/W3041133507","https://openalex.org/W3041737753","https://openalex.org/W3092578031","https://openalex.org/W3114913914","https://openalex.org/W3119330247","https://openalex.org/W3119692076","https://openalex.org/W3158037638","https://openalex.org/W3172000323","https://openalex.org/W3177815857","https://openalex.org/W3179950556","https://openalex.org/W3188225742","https://openalex.org/W3196568706","https://openalex.org/W3213039691","https://openalex.org/W4200391815","https://openalex.org/W4200576492","https://openalex.org/W4220928617","https://openalex.org/W4223633975","https://openalex.org/W4224869352","https://openalex.org/W4226300969","https://openalex.org/W4282935563","https://openalex.org/W4283021023","https://openalex.org/W4285214118","https://openalex.org/W4288639403","https://openalex.org/W4296229015","https://openalex.org/W4313252373","https://openalex.org/W4318067792","https://openalex.org/W4318586160","https://openalex.org/W4362673028","https://openalex.org/W4384438393","https://openalex.org/W4385834605","https://openalex.org/W4387362073","https://openalex.org/W4387632406","https://openalex.org/W4388073589","https://openalex.org/W4389011046","https://openalex.org/W4390097200","https://openalex.org/W4391114440","https://openalex.org/W4391301160","https://openalex.org/W6631190155","https://openalex.org/W6678543856","https://openalex.org/W6682132143","https://openalex.org/W6751421292","https://openalex.org/W6754002923","https://openalex.org/W6757794738","https://openalex.org/W7067780335"],"related_works":["https://openalex.org/W4367173559","https://openalex.org/W4404795748","https://openalex.org/W4405627308","https://openalex.org/W4404893116","https://openalex.org/W2322335058","https://openalex.org/W2259382430","https://openalex.org/W2397460850","https://openalex.org/W4322484979","https://openalex.org/W2612895087","https://openalex.org/W2066899132"],"abstract_inverted_index":{"The":[0,141],"telescopic":[1,42,226],"boom":[2,14,43,70,188,227],"forklift":[3,44,228],"is":[4,46,53,87,191],"a":[5,56,158,168,222],"very":[6],"efficient":[7],"engineering":[8],"equipment":[9],"because":[10],"of":[11,94,103,111,153,242],"its":[12],"distinctive":[13],"system.":[15],"However,":[16],"to":[17,30,61,135,181,204],"speed":[18],"up":[19],"product":[20,97],"development":[21],"and":[22,52,63,84,107,132,167,197,217],"reduce":[23],"costs,":[24],"surrogate":[25,82,139],"models":[26,35],"should":[27],"be":[28,133,177,219],"constructed":[29],"replace":[31],"computationally":[32],"expensive":[33],"co-simulation":[34],"for":[36,117,238],"design":[37,45,229],"optimization.":[38,230],"In":[39],"this":[40],"paper,":[41],"investigated":[47],"using":[48],"deep":[49,81],"transfer":[50],"learning":[51,109],"coupled":[54],"with":[55],"mode":[57],"pursuing":[58],"sampling":[59],"algorithm":[60],"determine":[62],"propose":[64],"optimal":[65],"solutions":[66],"based":[67],"on":[68],"observed":[69],"amplitude.":[71],"A":[72],"workflow":[73],"that":[74,123,190,211],"combines":[75],"uncertainty":[76],"analysis-based":[77],"active":[78],"data":[79,154],"development,":[80],"modeling,":[83],"global":[85],"optimization":[86,241],"proposed.":[88],"It":[89],"considers":[90],"the":[91,95,100,104,108,112,118,186,198,212,239],"common":[92],"characteristics":[93,102,110],"existing":[96],"simulation":[98,240],"data,":[99],"personality":[101],"current":[105],"product,":[106],"neural":[113],"network":[114],"when":[115,149,179],"searching":[116],"best":[119],"surrogate.":[120],"We":[121],"demonstrated":[122,210],"tuned":[124],"Multiplayer":[125],"perceptron":[126],"(MLP)":[127],"can":[128,146,176,218,233],"make":[129],"accurate":[130],"predictions":[131],"used":[134,220],"create":[136],"an":[137],"acceptable":[138],"model.":[140],"correlation":[142],"coefficient":[143],"(R)":[144],"indicator":[145],"reach":[147],"9.34":[148],"only":[150],"25":[151],"groups":[152],"are":[155],"used.":[156],"Additionally,":[157],"38.28%":[159],"reduction":[160,170],"in":[161,171,225],"Root":[162],"mean":[163],"square":[164],"error":[165,174],"(RMSE)":[166],"26.25%":[169],"Maximum":[172],"absolute":[173],"(MAE)":[175],"achieved":[178],"compared":[180],"benchmarks.":[182],"Generated":[183],"designs":[184],"attain":[185],"maximal":[187],"amplitude":[189],"lower":[192],"by":[193],"more":[194],"than":[195],"46%":[196],"fluctuation":[199],"range":[200],"from":[201],"(3-35)":[202],"MPa":[203],"(8-19)":[205],"MPa.":[206],"Overall,":[207],"we":[208],"have":[209],"proposed":[213],"framework":[214],"has":[215],"merit":[216],"as":[221],"viable":[223],"methodology":[224],"Moreover,":[231],"it":[232],"also":[234],"provide":[235],"useful":[236],"references":[237],"other":[243],"complex":[244],"electromechanical":[245],"products.":[246]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
