{"id":"https://openalex.org/W4407010379","doi":"https://doi.org/10.1145/3715155","title":"Research on the Development of Crack Diseases at the Jiayuguan Rammed Earth Site in Multivariate Time Series Based on Deep Learning and Transfer Learning","display_name":"Research on the Development of Crack Diseases at the Jiayuguan Rammed Earth Site in Multivariate Time Series Based on Deep Learning and Transfer Learning","publication_year":2025,"publication_date":"2025-01-31","ids":{"openalex":"https://openalex.org/W4407010379","doi":"https://doi.org/10.1145/3715155"},"language":"en","primary_location":{"id":"doi:10.1145/3715155","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3715155","pdf_url":null,"source":{"id":"https://openalex.org/S4210184050","display_name":"Journal on Computing and Cultural Heritage","issn_l":"1556-4673","issn":["1556-4673","1556-4711"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal on Computing and Cultural Heritage","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":null,"display_name":"Li Yu","orcid":"https://orcid.org/0009-0005-8125-8779"},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Li Yu","raw_affiliation_strings":["School of Civil Engineering, Lanzhou University of Technology, Lanzhou, China","Western Center for Disaster Mitigation in Civil Engineering of Ministry of Education of China, School of Civil Engineering, Lanzhou University of Technology, Lanzhou, China"],"raw_orcid":"https://orcid.org/0009-0005-8125-8779","affiliations":[{"raw_affiliation_string":"School of Civil Engineering, Lanzhou University of Technology, Lanzhou, China","institution_ids":["https://openalex.org/I22716506"]},{"raw_affiliation_string":"Western Center for Disaster Mitigation in Civil Engineering of Ministry of Education of China, School of Civil Engineering, Lanzhou University of Technology, Lanzhou, China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019225012","display_name":"Kai Cui","orcid":"https://orcid.org/0000-0002-6060-6130"},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Cui","raw_affiliation_strings":["School of Civil Engineering, Lanzhou University of Technology, Lanzhou, China","Western Center for Disaster Mitigation in Civil Engineering of Ministry of Education of China, School of Civil Engineering, Lanzhou University of Technology, Lanzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-6060-6130","affiliations":[{"raw_affiliation_string":"School of Civil Engineering, Lanzhou University of Technology, Lanzhou, China","institution_ids":["https://openalex.org/I22716506"]},{"raw_affiliation_string":"Western Center for Disaster Mitigation in Civil Engineering of Ministry of Education of China, School of Civil Engineering, Lanzhou University of Technology, Lanzhou, China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xiang Zhang","orcid":"https://orcid.org/0009-0003-3372-8989"},"institutions":[{"id":"https://openalex.org/I2800287464","display_name":"State Administration of Cultural Heritage","ror":"https://ror.org/04d0vc473","country_code":"CN","type":"government","lineage":["https://openalex.org/I2800287464"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang Zhang","raw_affiliation_strings":["Cultural Heritage Monitoring Center, Jiayuguan Silk Road (Great Wall) Culture Research Institute, Jiayuguan, China","Cultural Heritage Monitoring Center, Jiayuguan Silk Road (Great Wall) Cuture Research lnstitue, Jiayuguan, China"],"raw_orcid":"https://orcid.org/0009-0003-3372-8989","affiliations":[{"raw_affiliation_string":"Cultural Heritage Monitoring Center, Jiayuguan Silk Road (Great Wall) Culture Research Institute, Jiayuguan, China","institution_ids":["https://openalex.org/I2800287464"]},{"raw_affiliation_string":"Cultural Heritage Monitoring Center, Jiayuguan Silk Road (Great Wall) Cuture Research lnstitue, Jiayuguan, China","institution_ids":["https://openalex.org/I2800287464"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101977348","display_name":"Donghua Wang","orcid":"https://orcid.org/0000-0003-0868-4286"},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Donghua Wang","raw_affiliation_strings":["School of Civil Engineering, Lanzhou University of Technology, Lanzhou, China","Western Center for Disaster Mitigation in Civil Engineering of Ministry of Education of China, School of Civil Engineering, Lanzhou University of Technology, Lanzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-0868-4286","affiliations":[{"raw_affiliation_string":"School of Civil Engineering, Lanzhou University of Technology, Lanzhou, China","institution_ids":["https://openalex.org/I22716506"]},{"raw_affiliation_string":"Western Center for Disaster Mitigation in Civil Engineering of Ministry of Education of China, School of Civil Engineering, Lanzhou University of Technology, Lanzhou, China","institution_ids":["https://openalex.org/I22716506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032055760","display_name":"Xiangpeng Yu","orcid":"https://orcid.org/0000-0003-1506-7454"},"institutions":[{"id":"https://openalex.org/I22716506","display_name":"Lanzhou University of Technology","ror":"https://ror.org/03panb555","country_code":"CN","type":"education","lineage":["https://openalex.org/I22716506"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangpeng Yu","raw_affiliation_strings":["School of Civil Engineering, Lanzhou University of Technology, Lanzhou, China","Western Center for Disaster Mitigation in Civil Engineering of Ministry of Education of China, School of Civil Engineering, Lanzhou University of Technology, Lanzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1506-7454","affiliations":[{"raw_affiliation_string":"School of Civil Engineering, Lanzhou University of Technology, Lanzhou, China","institution_ids":["https://openalex.org/I22716506"]},{"raw_affiliation_string":"Western Center for Disaster Mitigation in Civil Engineering of Ministry of Education of China, School of Civil Engineering, Lanzhou University of Technology, Lanzhou, China","institution_ids":["https://openalex.org/I22716506"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I22716506"],"apc_list":null,"apc_paid":null,"fwci":4.3939,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.92216612,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"18","issue":"2","first_page":"1","last_page":"25"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13955","display_name":"Evaluation Methods in Various Fields","score":0.9470000267028809,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13955","display_name":"Evaluation Methods in Various Fields","score":0.9470000267028809,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14410","display_name":"Safety and Risk Management","score":0.902400016784668,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource 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"}}],"keywords":[{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.6198158264160156},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.564765989780426},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5170989036560059},{"id":"https://openalex.org/keywords/earth","display_name":"Earth (classical element)","score":0.419086217880249},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.38393765687942505},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3115655481815338},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2816988229751587},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1610337197780609},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08763810992240906}],"concepts":[{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.6198158264160156},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.564765989780426},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5170989036560059},{"id":"https://openalex.org/C26148502","wikidata":"https://www.wikidata.org/wiki/Q2488752","display_name":"Earth (classical element)","level":2,"score":0.419086217880249},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.38393765687942505},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3115655481815338},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2816988229751587},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1610337197780609},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08763810992240906},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C37914503","wikidata":"https://www.wikidata.org/wiki/Q156495","display_name":"Mathematical physics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3715155","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3715155","pdf_url":null,"source":{"id":"https://openalex.org/S4210184050","display_name":"Journal on Computing and Cultural Heritage","issn_l":"1556-4673","issn":["1556-4673","1556-4711"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal on Computing and Cultural Heritage","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1332970998","display_name":null,"funder_award_id":"52068050 and 41562015","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":62,"referenced_works":["https://openalex.org/W1653213535","https://openalex.org/W1967676408","https://openalex.org/W1981087685","https://openalex.org/W1981557477","https://openalex.org/W1995740445","https://openalex.org/W2007103873","https://openalex.org/W2011795054","https://openalex.org/W2050232972","https://openalex.org/W2086679446","https://openalex.org/W2094079498","https://openalex.org/W2129053180","https://openalex.org/W2138297012","https://openalex.org/W2165698076","https://openalex.org/W2319398423","https://openalex.org/W2339528488","https://openalex.org/W2591569398","https://openalex.org/W2754483183","https://openalex.org/W2773629498","https://openalex.org/W2886653704","https://openalex.org/W2898791292","https://openalex.org/W2911882264","https://openalex.org/W2915401286","https://openalex.org/W2936395365","https://openalex.org/W2963110785","https://openalex.org/W3048546803","https://openalex.org/W3088980829","https://openalex.org/W3092485945","https://openalex.org/W3127189798","https://openalex.org/W3134702373","https://openalex.org/W3152902196","https://openalex.org/W3153977456","https://openalex.org/W3203455242","https://openalex.org/W3215527616","https://openalex.org/W3216731560","https://openalex.org/W4214676882","https://openalex.org/W4308805335","https://openalex.org/W4309710946","https://openalex.org/W4322755742","https://openalex.org/W4323338412","https://openalex.org/W4382345441","https://openalex.org/W4382678853","https://openalex.org/W4387055738","https://openalex.org/W4387184752","https://openalex.org/W4389301248","https://openalex.org/W4389567995","https://openalex.org/W4389675364","https://openalex.org/W4390499810","https://openalex.org/W4392103129","https://openalex.org/W4392124062","https://openalex.org/W4392482136","https://openalex.org/W4392808188","https://openalex.org/W4392938490","https://openalex.org/W4394060534","https://openalex.org/W4396975686","https://openalex.org/W4397030242","https://openalex.org/W4399459353","https://openalex.org/W4400774950","https://openalex.org/W4401213694","https://openalex.org/W4401306026","https://openalex.org/W4401403126","https://openalex.org/W4401611882","https://openalex.org/W6903489397"],"related_works":["https://openalex.org/W2478024444","https://openalex.org/W2324615561","https://openalex.org/W2086120259","https://openalex.org/W3142718750","https://openalex.org/W2245170124","https://openalex.org/W2076393078","https://openalex.org/W3186982001","https://openalex.org/W1984402782","https://openalex.org/W2137941439","https://openalex.org/W2118640767"],"abstract_inverted_index":{"Jiayuguan,":[0],"the":[1,6,10,41,76,80,85,94,99,116,144,148,155,166,172,199,206,248,260,279,286],"first":[2],"majestic":[3],"pass":[4],"at":[5,285],"western":[7],"end":[8],"of":[9,34,43,79,88,101,119,147,174,202,282],"Ming":[11],"Dynasty\u2019s":[12],"Great":[13],"Wall,":[14],"is":[15,31],"an":[16],"important":[17],"world":[18],"cultural":[19],"heritage":[20],"site":[21],"with":[22,179],"high":[23,266],"historical,":[24],"scientific,":[25],"social,":[26],"and":[27,37,63,143,153,160,190,195,209,238,242,262,270,300],"artistic":[28],"value.":[29],"It":[30,213],"primarily":[32],"constructed":[33],"rammed":[35,89,150,288],"earth":[36,44,90,151,289],"has":[38],"existed":[39],"in":[40,103,296],"form":[42],"relics":[45],"for":[46,122,277,303],"over":[47],"600":[48],"years.":[49],"Due":[50],"to":[51,54,75,114,127,164,197,247],"prolonged":[52],"exposure":[53],"natural":[55],"environmental":[56,96,168,180],"factors":[57,97,169],"such":[58],"as":[59],"rainfall,":[60],"wind-borne":[61],"sand,":[62],"temperature":[64],"variations,":[65],"typical":[66],"crack":[67,141,175,203,283],"diseases":[68,142,204,284],"have":[69,265,293],"developed":[70],"significantly,":[71],"posing":[72],"a":[73,129],"threat":[74],"overall":[77],"stability":[78],"earthen":[81],"site.":[82,290],"To":[83],"ensure":[84],"long-term":[86],"safety":[87],"sites,":[91],"we":[92],"explore":[93],"primary":[95],"influencing":[98],"progression":[100],"damages":[102,121],"these":[104,120],"sites":[105],"using":[106],"monitoring":[107,138],"techniques.":[108],"Additionally,":[109],"employing":[110],"data":[111,139],"mining":[112],"techniques":[113],"analyze":[115],"development":[117,173,200,280],"trends":[118],"predictive":[123],"warnings":[124],"will":[125],"prove":[126],"be":[128,215],"challenging":[130],"task.":[131],"In":[132],"this":[133,135],"context,":[134],"paper":[136],"collects":[137],"on":[140,205],"occurrence":[145],"environment":[146],"Jiayuguan":[149,287],"site,":[152],"uses":[154,184],"wavelet":[156],"correlation":[157],"analysis":[158],"method":[159],"Boruta":[161],"feature":[162],"screening":[163],"find":[165],"main":[167],"that":[170,217,259],"affect":[171],"diseases.":[176],"Then,":[177],"combining":[178],"factor":[181],"variables,":[182],"it":[183],"deep":[185],"learning":[186,192],"LSTM,":[187],"GRU,":[188],"Transformer":[189,219,240,261],"transfer":[191],"Transformer-LSTM,":[193],"GRU-Transformer,":[194],"A-SBiLSTM":[196],"predict":[198],"trend":[201,281],"north":[207],"wall":[208],"beacon":[210],"tower":[211],"respectively.":[212],"can":[214],"seen":[216],"(i)":[218],"model":[220,230,241,244],"RMSE":[221],"=":[222,226,232,236],"0.0154,":[223],"R":[224,234],"2":[225,235],"0.973;":[227],"(ii)":[228],"Transformer-LSTM":[229,243,263],"RMES":[231],"0.0290,":[233],"0.937;":[237],"(iii)":[239],"are":[245,275],"closer":[246],"actual":[249],"SD":[250],"value":[251],"than":[252],"other":[253],"models.":[254],"The":[255],"research":[256,298],"results":[257],"show":[258],"models":[264,292],"accuracy,":[267],"good":[268],"stability,":[269],"optimal":[271],"prediction":[272],"effects.":[273],"They":[274],"suitable":[276],"predicting":[278],"These":[291],"application":[294],"potential":[295],"related":[297],"fields":[299],"provide":[301],"references":[302],"subsequent":[304],"research.":[305]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
