{"id":"https://openalex.org/W4392157211","doi":"https://doi.org/10.3390/s24051495","title":"Predicting the Posture of High-Rise Building Machines Based on Multivariate Time Series Neural Network Models","display_name":"Predicting the Posture of High-Rise Building Machines Based on Multivariate Time Series Neural Network Models","publication_year":2024,"publication_date":"2024-02-25","ids":{"openalex":"https://openalex.org/W4392157211","doi":"https://doi.org/10.3390/s24051495","pmid":"https://pubmed.ncbi.nlm.nih.gov/38475031"},"language":"en","primary_location":{"id":"doi:10.3390/s24051495","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24051495","pdf_url":"https://www.mdpi.com/1424-8220/24/5/1495/pdf?version=1708936841","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/24/5/1495/pdf?version=1708936841","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101763988","display_name":"Xi Pan","orcid":"https://orcid.org/0009-0006-4774-0120"},"institutions":[{"id":"https://openalex.org/I4210153035","display_name":"Shanghai Construction Group (China)","ror":"https://ror.org/04azzhq34","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210153035"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Pan","raw_affiliation_strings":["General Engineering Institute of Shanghai Construction Group, Shanghai Construction Group Co., Ltd., Shanghai 200080, China"],"affiliations":[{"raw_affiliation_string":"General Engineering Institute of Shanghai Construction Group, Shanghai Construction Group Co., Ltd., Shanghai 200080, China","institution_ids":["https://openalex.org/I4210153035"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057698476","display_name":"Junguang Huang","orcid":"https://orcid.org/0009-0002-4245-1574"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]},{"id":"https://openalex.org/I4210153035","display_name":"Shanghai Construction Group (China)","ror":"https://ror.org/04azzhq34","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210153035"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Junguang Huang","raw_affiliation_strings":["General Engineering Institute of Shanghai Construction Group, Shanghai Construction Group Co., Ltd., Shanghai 200080, China","School of Civil and Transportation Engineering, Hebei University of Technology, Xiping Road 5340, Tianjin 300401, China"],"affiliations":[{"raw_affiliation_string":"General Engineering Institute of Shanghai Construction Group, Shanghai Construction Group Co., Ltd., Shanghai 200080, China","institution_ids":["https://openalex.org/I4210153035"]},{"raw_affiliation_string":"School of Civil and Transportation Engineering, Hebei University of Technology, Xiping Road 5340, Tianjin 300401, China","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088720566","display_name":"Yiming Zhang","orcid":"https://orcid.org/0000-0002-3693-8039"},"institutions":[{"id":"https://openalex.org/I184843921","display_name":"Hebei University of Technology","ror":"https://ror.org/018hded08","country_code":"CN","type":"education","lineage":["https://openalex.org/I184843921"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiming Zhang","raw_affiliation_strings":["School of Civil and Transportation Engineering, Hebei University of Technology, Xiping Road 5340, Tianjin 300401, China"],"affiliations":[{"raw_affiliation_string":"School of Civil and Transportation Engineering, Hebei University of Technology, Xiping Road 5340, Tianjin 300401, China","institution_ids":["https://openalex.org/I184843921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101810510","display_name":"Zibo Zuo","orcid":"https://orcid.org/0000-0003-0900-5433"},"institutions":[{"id":"https://openalex.org/I4210153035","display_name":"Shanghai Construction Group (China)","ror":"https://ror.org/04azzhq34","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210153035"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zibo Zuo","raw_affiliation_strings":["General Engineering Institute of Shanghai Construction Group, Shanghai Construction Group Co., Ltd., Shanghai 200080, China"],"affiliations":[{"raw_affiliation_string":"General Engineering Institute of Shanghai Construction Group, Shanghai Construction Group Co., Ltd., Shanghai 200080, China","institution_ids":["https://openalex.org/I4210153035"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101503177","display_name":"Longlong Zhang","orcid":"https://orcid.org/0009-0006-1214-6260"},"institutions":[{"id":"https://openalex.org/I4210153035","display_name":"Shanghai Construction Group (China)","ror":"https://ror.org/04azzhq34","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210153035"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Longlong Zhang","raw_affiliation_strings":["General Engineering Institute of Shanghai Construction Group, Shanghai Construction Group Co., Ltd., Shanghai 200080, China"],"affiliations":[{"raw_affiliation_string":"General Engineering Institute of Shanghai Construction Group, Shanghai Construction Group Co., Ltd., Shanghai 200080, China","institution_ids":["https://openalex.org/I4210153035"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5057698476"],"corresponding_institution_ids":["https://openalex.org/I184843921","https://openalex.org/I4210153035"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.02129908,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"24","issue":"5","first_page":"1495","last_page":"1495"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9904000163078308,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9904000163078308,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T10534","display_name":"Structural Health Monitoring Techniques","score":0.9855999946594238,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T11371","display_name":"Wind and Air Flow Studies","score":0.9779999852180481,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/jacking","display_name":"Jacking","score":0.9055100679397583},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.628092885017395},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.6266910433769226},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.6082748174667358},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5177218317985535},{"id":"https://openalex.org/keywords/climbing","display_name":"Climbing","score":0.49663859605789185},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.48615357279777527},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.4428379237651825},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4393094480037689},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.4115050435066223},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3608629107475281},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.326797217130661},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.31996721029281616},{"id":"https://openalex.org/keywords/structural-engineering","display_name":"Structural engineering","score":0.2673878073692322}],"concepts":[{"id":"https://openalex.org/C2780673593","wikidata":"https://www.wikidata.org/wiki/Q6116746","display_name":"Jacking","level":3,"score":0.9055100679397583},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.628092885017395},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.6266910433769226},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6082748174667358},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5177218317985535},{"id":"https://openalex.org/C95038775","wikidata":"https://www.wikidata.org/wiki/Q22857","display_name":"Climbing","level":2,"score":0.49663859605789185},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.48615357279777527},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.4428379237651825},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4393094480037689},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.4115050435066223},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3608629107475281},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.326797217130661},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.31996721029281616},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.2673878073692322},{"id":"https://openalex.org/C52119013","wikidata":"https://www.wikidata.org/wiki/Q50637","display_name":"Art history","level":1,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C554144382","wikidata":"https://www.wikidata.org/wiki/Q213156","display_name":"Performance art","level":2,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/s24051495","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24051495","pdf_url":"https://www.mdpi.com/1424-8220/24/5/1495/pdf?version=1708936841","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:38475031","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38475031","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10933936","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10933936","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10933936/pdf/sensors-24-01495.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:3c11e57fa24746d598d48fd1f889a5f8","is_oa":true,"landing_page_url":"https://doaj.org/article/3c11e57fa24746d598d48fd1f889a5f8","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 24, Iss 5, p 1495 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/s24051495","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s24051495","pdf_url":"https://www.mdpi.com/1424-8220/24/5/1495/pdf?version=1708936841","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6499999761581421,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4392157211.pdf"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W142833519","https://openalex.org/W1689711448","https://openalex.org/W1998349453","https://openalex.org/W2019868772","https://openalex.org/W2034659495","https://openalex.org/W2064675550","https://openalex.org/W2065072727","https://openalex.org/W2076063813","https://openalex.org/W2141893208","https://openalex.org/W2527998860","https://openalex.org/W2565516711","https://openalex.org/W2780265514","https://openalex.org/W2803634679","https://openalex.org/W2963166639","https://openalex.org/W2973055534","https://openalex.org/W3004999940","https://openalex.org/W3083938246","https://openalex.org/W3088957430","https://openalex.org/W3097360683","https://openalex.org/W3111082827","https://openalex.org/W3136972488","https://openalex.org/W3138430000","https://openalex.org/W3142970463","https://openalex.org/W3154072107","https://openalex.org/W3161031815","https://openalex.org/W3184127157","https://openalex.org/W3198381997","https://openalex.org/W3213459080","https://openalex.org/W4200225090","https://openalex.org/W4205650214","https://openalex.org/W4221058122","https://openalex.org/W4249589230","https://openalex.org/W4281709785","https://openalex.org/W4288046518","https://openalex.org/W4306645406","https://openalex.org/W4306768107","https://openalex.org/W4313472342","https://openalex.org/W4313646803","https://openalex.org/W4315781229","https://openalex.org/W4315786978","https://openalex.org/W4387743944","https://openalex.org/W4387826618","https://openalex.org/W4388089027","https://openalex.org/W4391744084","https://openalex.org/W6659057977","https://openalex.org/W6783114680","https://openalex.org/W6804004718","https://openalex.org/W6858525616"],"related_works":["https://openalex.org/W2383670299","https://openalex.org/W3214074821","https://openalex.org/W2373364333","https://openalex.org/W2393857138","https://openalex.org/W2391788811","https://openalex.org/W2390280542","https://openalex.org/W4378085316","https://openalex.org/W2371494122","https://openalex.org/W2360538856","https://openalex.org/W3198995779"],"abstract_inverted_index":{"High-rise":[0],"building":[1],"machines":[2],"(HBMs)":[3],"play":[4],"a":[5,27],"critical":[6],"role":[7],"in":[8,85,158,198],"the":[9,44,48,54,57,90,102,111,114,117,120,141,159,174,178,196,199,202,205,209,215,220,225,228,232,235,241,249,258,264],"successful":[10],"construction":[11,49],"of":[12,31,47,56,92,113,119,130,162,168,177,201,204,208,219,227,234,263],"super-high":[13],"skyscrapers,":[14],"providing":[15],"essential":[16],"support":[17],"and":[18,68,98,107,116,128,151,170,217,252],"ensuring":[19],"safety.":[20],"The":[21,94,126,148,237],"HBM's":[22],"climbing":[23,124],"system":[24,39],"relies":[25],"on":[26,136],"jacking":[28,34,58,103,221,259],"mechanism":[29],"consisting":[30],"several":[32],"independent":[33],"cylinders.":[35],"A":[36],"reliable":[37],"control":[38],"is":[40,182],"imperative":[41],"to":[42,88,144,214],"maintain":[43],"smooth":[45],"posture":[46,91,118,233,251],"steel":[50],"platform":[51],"(SP)":[52],"under":[53],"action":[55],"mechanism.":[59],"Long":[60],"Short-Term":[61],"Memory":[62],"(LSTM),":[63],"Gated":[64],"Recurrent":[65],"Unit":[66],"(GRU),":[67],"Temporal":[69],"Convolutional":[70],"Network":[71],"(TCN)":[72],"are":[73,83,134],"three":[74],"multivariate":[75],"time":[76],"series":[77],"(MTS)":[78],"neural":[79,132,243],"network":[80],"models":[81,95,154],"that":[82,195,240],"used":[84],"this":[86],"study":[87],"predict":[89],"HBMs.":[93],"take":[96],"pressure":[97,218,261],"stroke":[99,216],"measurements":[100],"from":[101],"cylinders":[104],"as":[105],"inputs,":[106],"their":[108],"outputs":[109],"determine":[110],"levelness":[112,200],"SP":[115,206],"HBM":[121,163,210,250],"at":[122,185],"various":[123],"stages.":[125],"development":[127],"training":[129],"these":[131],"networks":[133],"based":[135],"historical":[137],"on-site":[138],"data,":[139],"with":[140,165],"predictions":[142],"subjected":[143],"thorough":[145],"comparative":[146],"analysis.":[147],"proposed":[149],"LSTM":[150],"GRU":[152,179],"prediction":[153,160,180,245],"have":[155],"similar":[156],"performances":[157],"process":[161],"posture,":[164],"medians":[166],"R<sup>2</sup>":[167],"0.903":[169],"0.871,":[171],"respectively.":[172],"However,":[173],"median":[175],"MAE":[176],"model":[181,246],"more":[183],"petite":[184],"0.4,":[186],"which":[187,223],"exhibits":[188],"stronger":[189],"robustness.":[190],"Additionally,":[191],"sensitivity":[192,213],"analysis":[193],"showed":[194],"change":[197,248],"position":[203,226],"portion":[207],"exhibited":[211],"high":[212],"cylinder,":[222],"clarified":[224],"cylinder":[229,260],"for":[230],"adjusting":[231,257],"HBM.":[236,265],"results":[238],"show":[239],"MTS":[242],"network-based":[244],"can":[247],"improve":[253],"work":[254],"stability":[255],"by":[256],"value":[262]},"counts_by_year":[],"updated_date":"2025-12-30T23:08:21.542490","created_date":"2025-10-10T00:00:00"}