{“id”:“https://openalex.org/W4396976772“,”doi“:”https://doi.org/10.3390/rs16101767“,”title“:“使用组合VMD-CNN-LSTM深度学习模型增强GNSS变形监测预测”,”display_name“:”使用组合VMD-CNN-LSTM深度学习模型加强GNSS变形监控预测“,”publication_year“:2024,”publitation_date“:”2024-05-16“,”ids“:{”openalex“:”https://openalex.org/W4396976772“,”doi“:”https://doi.org/10.3390/rs16101767“},”language“:”en“,”primary_location“:{”is_oa“:true,”landing_page_url“:”https://doi.org/10.3390/rs16101767,“pdf_url”:https://www.mdpi.com/2072-4292/16/10/1767/pdf?版本=1715862146“,”源“:{”id“:”https://openalex.org/S43295729“,”display_name“:”遥感“,”issn_l“:”2072-4292“,”isn“:[”2072~4292“],”is_oa“:true,”is-in_doaj“:true,”host_organization“:”https://openalex.org/P4310310987“,”“host_organization_name”:“多学科数字出版研究所”,“host_ordanization_lineage”:[“https://openalex.org/P4310310987“],”host_organization_lineage_names“:[”多学科数字出版研究所“],“type”:“journal”},“license”:“cc-by”,“licence_id”:“https://openalex.org/licenses/cc-by“,”version“:”publishedVersion“,”is_accepted“:true,”is_published“:true},”type“:”article“,”type_crossref“:“journal-article”,”indexed_in“:[”crossref“],”open_access“:{”is_oa“:true,”oa_status“:”gold“,”oa_url“:”https://www.mdpi.com/2072-4292/16/10/1767/pdf?版本=1715862146“,”any_repository_has_fulltext“:false},”authorships“:[{”author_position“:”第一“,”作者“:{”id“:”https://openalex.org/A5062207237“,”display_name“:”Yan Xie“,”orcid“:”https://orcid.org/0000-0002-3669-6076},“机构”:[{“id”:https://openalex.org/I4210111986“,”display_name“:”南京水利科学研究院“,”ror“:”https://ror.org/02403qw73“,”“country_code”“:”CN“,”type“:”facility“,”lineage“:[”https://openalex.org/I4210111986“]}],”国家“:[”CN“],”is_corresponding“:false,”raw_author_name“:”Yilin Xie“,”raw_affiliation_strings“:[“江苏水利科学研究院,中国南京210017”],”affiliations“:[{”raw_affiliation_string“:”江苏水利研究院,南京210016”,“institution_ids”:[“https://openalex.org/I4210111986“]}]},{”author_position“:”middle“,”author“:{”id“:”https://openalex.org/A5062700190“,”display_name“:”孟小林“,”兽人“:”https://orcid.org/0000-0003-2440-8054},“机构”:[{“id”:https://openalex.org/I76569877“,”display_name“:”东南大学“,”ror“:”https://ror.org/04ct4d772“,”country_code“:”CN“,”type“:“教育”,”世系“:[”https://openalex.org/I76569877“]},{”id“:”https://openalex.org/I47508984“,”display_name“:”伦敦帝国理工学院“,”ror“:”https://ror.org/041kmwe10“,”country_code“:”GB“,”type“:“教育”,”世系“:[”https://openalex.org/I47508984“]}],”countries“:[”CN“,”GB“],”is_corresponding“:false,”raw_author_name“:”Xiaolin Meng“,”rau_affiliation_strings“:【”英国伦敦帝国理工学院工程学院,伦敦SW7 2AZ“,”中国南京210096东南大学仪器科学与工程学院“】,”affiliations“:[{”raw_affiliation_string“:”东南大学仪器科学与工程学院,南京210096”,“institution_ids”:[“https://openalex.org/I76569877“]},{”raw_affiliation_string“:”英国伦敦SW7 2AZ伦敦帝国理工学院工程学院“,”institution_ids“:[”https://openalex.org/I47508984“]}]},{”author_position“:”middle“,”author“:{”id“:”https://openalex.org/A5042241049“,”display_name“:”Jun Wang“,”orcid“:”https://orcid.org/0000-0002-8569-4552},“机构”:[{“id”:https://openalex.org/I4210111986“,”display_name“:”南京水利科学研究院“,”ror“:”https://ror.org/02403qw73“,”“country_code”“:”CN“,”type“:”facility“,”lineage“:[”https://openalex.org/I4210111986“]}],”国家“:[”CN“],”is_corresponding“:false,”raw_author_name“:”Jun Wang“,”rau_affiliation_strings“:[“江苏水利科学研究院,中国南京210017”],”affiliations“:[{”raw_affiliation_string“:”江苏水利研究院,南京210016”,“institution_ids”:[“https://openalex.org/I4210111986“]}]},{”author_position“:”middle“,”author“:{”id“:”https://openalex.org/A5033210648“,”display_name“:”Haiyang Li“,”orcid“:”https://orcid.org/0009-0003-4141-4234},“机构”:[{“id”:https://openalex.org/I4210111986“,”display_name“:”南京水利科学研究院“,”ror“:”https://ror.org/02403qw73“,”“country_code”“:”CN“,”type“:”facility“,”lineage“:[”https://openalex.org/I4210111986“]}],”countries“:[”CN“],”is_corresponding“:true,”raw_author_name“:”Haiyang Li“,”raw _ afiliation_strings“:【”江苏水利科学研究院,南京210017“】,”affiliations“:[{”raw _affiliation_string“:”江苏水利研究院,中国南京210016“,”institution_ids“:[“https://openalex.org/I4210111986“]}]},{”author_position“:”middle“,”author“:{”id“:”https://openalex.org/A5091489017“,”display_name“:”卢新正“,”orcid“:”https://orcid.org/0000-0002-3313-7420},“机构”:[{“id”:https://openalex.org/I4210111986“,”display_name“:”南京水利科学研究院“,”ror“:”https://ror.org/02403qw73“,”“country_code”“:”CN“,”type“:”facility“,”lineage“:[”https://openalex.org/I4210111986“]}],”国家“:[”CN“],”is_corresponding“:false,”raw_author_name“:”Xun Lu“,”rau_affiliation_strings“:[“江苏省水利科学研究院,南京210017”],”affiliations“:[{”raw_affiliation_string“:”江苏省水利研究院,中国南京210016”,“institution_ids”:[“https://openalex.org/I4210111986“]}]},{”author_position“:”middle“,”author“:{”id“:”https://openalex.org/A5022473821“,”display_name“:”金凤鼎“,”兽人“:”https://orcid.org/0000-0002-3845-9429},“机构”:[{“id”:https://openalex.org/I4210111986“,”display_name“:”南京水利科学研究院“,”ror“:”https://ror.org/02403qw73“,”“country_code”“:”CN“,”type“:”facility“,”lineage“:[”https://openalex.org/I4210111986“]}],”countries“:[”CN“],”is_corresponding“:false,”raw_author_name“:”Jinfeng Ding“,”raw _ afiliation_strings“:【”江苏水利科学研究院,南京210017“】,”affiliations“:[{”raw _affiliation_string“:”江苏水利研究院,中国南京210016“,”institution_ids“:[“https://openalex.org/I4210111986“]}]},{”author_position“:”middle“,”author“:{”id“:”https://openalex.org/A5017811427“,”display_name“:”玉山佳“,”兽人“:”https://orcid.org/0000-0001-7655-9933“},”机构“:[],”国家“:[”CN“],”is_corresponding“:false,”raw_author_name“:”玉山甲“,”raw _ afiliation_strings“:[“中国连云港市石梁河水库管理处,连云港222300”],”afiliations“:[{”raw_ afiliation _string“:”连云港市石梁河水库管理处,中国连云港222300”,“机构id”:[]}]},{“作者位置”:“最后一位”,“作者”:{“id”:“https://openalex.org/A5034022345“,”display_name“:”阴阳“,”orcid“:”https://orcid.org/0000-0002-0549-3882},“机构”:[{“id”:https://openalex.org/I4210111986“,”display_name“:”南京水利科学研究院“,”ror“:”https://ror.org/02403qw73“,”“country_code”“:”CN“,”type“:”facility“,”lineage“:[”https://openalex.org/I4210111986“]}],”国家“:[”CN“],”is_corresponding“:false,”raw_author_name“:”阴阳“,”raw _ afiliation_strings“:[“江苏省水利科学研究院,中国南京210017”],”affiliations“:[{”raw_ afiliation _string“:”江苏省水利研究院,南京210016”,“institution_ids”:[“https://openalex.org/I4210111986“]}]}],”countries_disticont_count“:2,”institutions_disticent_count”:3,”corresponding_author_ids“:[”https://openalex.org/A5033210648“],”对应的机构ID“:[”https://openalex.org/I4210111986“],”apc_list“:{”value“:2500,”currency“:”CHF“,”value_usd“:2707,”provenance“:”doaj“},”apc _payed“:”value”:2500,“currency:”CHF”,“value_usd:2707,“provenance”:“doaj”},“fwci”:null,“has_fulltext”:false,“cited_by_count”:0,“ciped_by_percentile_year”:{“min”:0、“max”:91},“:{”卷“:”16“,”问题“:”10“,”第一页“:”1767“,”最后一页“:“1767”},”is_retracted“:false,”is_paratext“:fase,”primary_topic“:{”id“:”https://openalex.org/T10655“,”display_name“:”全球导航卫星系统(GNSS)“,”score“:0.9943,”subfield“:{”id“:”https://openalex.org/subfields/2202“,”display_name“:”航空航天工程“},”字段“:{”id“:”https://openalex.org/fields/22“,”display_name“:”Engineering“},”domain“:{”id“:”https://openalex.org/domains/3“,”display_name“:”物理科学“}},”主题“:[{”id“:”https://openalex.org/T10655“,”display_name“:”全球导航卫星系统(GNSS)“,”score“:0.9943,”subfield“:{”id“:”https://openalex.org/subfields/2202“,”display_name“:”航空航天工程“},”字段“:{”id“:”https://openalex.org/fields/22“,”display_name“:”Engineering“},”domain“:{”id“:”https://openalex.org/domains/3“,”display_name“:”物理科学“}},{”id“:”https://openalex.org/T11405“,”display_name“:”全球海平面变化与变化“,”score“:0.9911,”subfield“:{”id“:”https://openalex.org/subfields/1910“,”display_name“:”Oceanography“},”field“:{”id“:”https://openalex.org/fields/19“,”display_name“:”地球与行星科学“},”域“:{”id“:”https://openalex.org/domains/3“,”display_name“:”物理科学“}},{”id“:”https://openalex.org/T11757“,”display_name“:”高分辨率地震噪声层析成像“,”score“:0.984,”subfield“:{”id“:”https://openalex.org/subfields/1908“,”display_name“:”Geophysics“},”field“:{”id“:”https://openalex.org/fields/19“,”display_name“:”地球与行星科学“},”域“:{”id“:”https://openalex.org/domains/3“,”display_name“:”物理科学“}}],”关键词“:[{”id“:”https://openalex.org/keywords/gnss“,”display_name“:”GNSS“,”score“:0.632492},{”id“:”https://openalex.org/keywords/multi-gnss-experiment网站“,”display_name“:”Multi-GNSS实验“,”score“:0.604646},{”id“:”https://openalex.org/keywords/水文建模“,”display_name“:”水文建模“,”score“:0.552861},{”id“:”https://openalex.org/keywords/precise-point-positioning网站“,”display_name“:”精确点定位“,”score“:0.529028},{”id“:”https://openalex.org/keywords/global-navigation卫星系统“,”display_name“:”全球导航卫星系统“,”score“:0.522291}],”concepts“:[{”id“:”https://openalex.org/C14279187,“wikidata”:https://www.wikidata.org/wiki/Q5514012“,”display_name“:”GNSS应用程序“,”level“:3,”score“:0.7275125},{”id“:”https://openalex.org/C154945302,“wikidata”:https://www.wikidata.org/wiki/Q11660“,”display_name“:”人工智能“,”level“:1,”score“:0.53216636},{”id“:”https://openalex.org/C108583219,“wikidata”:https://www.wikidata.org/wiki/Q197536“,”display_name“:”深度学习“,”level“:2,”score“:0.46938914},{”id“:”https://openalex.org/C62649853,“wikidata”:https://www.wikidata.org/wiki/Q199687“,”display_name“:”遥感“,”level“:1,”score“:0.4364501},{”id“:”https://openalex.org/C81363708,“wikidata”:https://www.wikidata.org/wiki/Q17084460“,”display_name“:”卷积神经网络“,”level“:2,”score“:0.43109274},{”id“:”https://openalex.org/C41008148,“wikidata”:https://www.wikidata.org/wiki/Q21198(网址:https://www.wikidata.org/wiki/Q21198)“,”display_name“:”计算机科学“,”level“:0,”score“:0.36072016},{”id“:”https://openalex.org/C119857082,“wikidata”:https://www.wikidata.org/wiki/Q2539“,”display_name“:”机器学习“,”level“:1,”score“:0.32844108},{”id“:”https://openalex.org/C127313418,“wikidata”:https://www.wikidata.org/wiki/Q1069“,”display_name“:”地质“,”等级“:0,”分数“:0.294093},{”id“:”https://openalex.org/C60229501,“wikidata”:https://www.wikidata.org/wiki/Q18822“,”display_name“:”全球定位系统“,”level“:2,”score“:0.10439485},{”id“:”https://openalex.org/C76155785,“wikidata”:https://www.wikidata.org/wiki/Q418“,”display_name“:”Telecommunications“,”level“:1,”score“:0.049065202}],”mesh“:[],”locations_count“:1.”locations“:[{”is_oa“:true,”landing_page_url“:”https://doi.org/10.3390/rs16101767,“pdf_url”:https://www.mdpi.com/2072-4292/16/10/1767/pdf?版本=1715862146“,”源“:{”id“:”https://openalex.org/S43295729“,”display_name“:”遥感“,”issn_l“:”2072-4292“,”isn“:[”2072~4292“],”is_oa“:true,”is-in_doaj“:true,”host_organization“:”https://openalex.org/P4310310987“,”“host_organization_name”:“多学科数字出版研究所”,“host_ordanization_lineage”:[“https://openalex.org/P4310310987“],”host_organization_lineage_names“:[”多学科数字出版研究所“],“type”:“journal”},“license”:“cc-by”,“licence_id”:“https://openalex.org/licenses/cc-by“,”version“:”publishedVersion“,”is_accepted“:true,”is_published“:true}],”best_oa_location“:{”is_oa“:true,”landing_page_url“:”https://doi.org/10.3390/rs16101767,“pdf_url”:https://www.mdpi.com/2072-4292/16/10/1767/pdf?版本=1715862146“,”源“:{”id“:”https://openalex.org/S43295729“,”display_name“:”遥感“,”issn_l“:”2072-4292“,”issn“:[”2072-4292“],”is_oa“:true,”is_in_doaj“:true,”host_organization“:”https://openalex.org/P4310310987“,”“host_organization_name”:“多学科数字出版研究所”,“host_ordanization_lineage”:[“https://openalex.org/P4310310987“],”host_organization_lineage_names“:[”多学科数字出版研究所“],“type”:“journal”},“license”:“cc-by”,“licence_id”:“https://openalex.org/licenses/cc-by“,”version“:”publishedVersion“,”is_accepted“:true,”is_published“:true},”sustainable_development_goals“:[],”grants“:[],”datasets“:],”versions“:[https://openalex.org/W1482766140","https://openalex.org/W1975764040","https://openalex.org/W1994170512","https://openalex.org/W2000840396","https://openalex.org/W2008605811","https://openalex.org/W2009008303","https://openalex.org/W2018911359","https://openalex.org/W2022567662","https://openalex.org/W2042830929","https://openalex.org/W2050014675","https://openalex.org/W2088352625","https://openalex.org/W2114512336","https://openalex.org/W2171234954","https://openalex.org/W2184608171","https://openalex.org/W2337439624","https://openalex.org/W2567426521","https://openalex.org/W2588174468","https://openalex.org/W2889915460","https://openalex.org/W2891886160","https://openalex.org/W2909877301","https://openalex.org/W2912545830","https://openalex.org/W2966793866","https://openalex.org/W3000868504","https://openalex.org/W3013317794","https://openalex.org/W3040363247","https://openalex.org/W3123326209","https://openalex.org/W3124169968","https://openalex.org/W3124714989","https://openalex.org/W3160794404","https://openalex.org/W3193415924","https://openalex.org/W3210464866","https://openalex.org/W4205309342","https://openalex.org/W4213374481","https://openalex.org/W426013046","https://openalex.org/W4281936363","https://openalex.org/W4285040461","https://openalex.org/W4300571471","https://openalex.org/W4307492541","https://openalex.org/W4380682536","https://openalex.org/W4382279943","https://openalex.org/W4387784552“],”related_works“:[”https://openalex.org/W4386936491","https://openalex.org/W4380075502","https://openalex.org/W4312417841","https://openalex.org/W4226493464","https://openalex.org/W3193565141","https://openalex.org/W3167935049","https://openalex.org/W3133861977","https://openalex.org/W3103566983","https://openalex.org/W3029198973","https://openalex.org/W2951211570“],”ngrams_url“:”https://api.openalex.org/works/W4396976772/ngrams网站“,”abstract_inverted_index“:{”Hydraulic“:[0],”infrastructures“:[1],”are“:[2,72,85],”易感“:[3],”to“:[4,61,91116],”deformation“:[5,51,65120],”over“:[6],”time“:[7],”necessating“:[8],”reliable“:[9],”monitoring“:[10,52121],”and“:[11,39,53,95134],”prediction“:[12,54],”methods.“:[13],“在”:[14],“这个”:[15,19],“研究”:[16],“我们”:[17],“地址:[18],“挑战”:[20],“由”:[21110],“提议”:[22],“a”:[23,76128],“新颖”:[24],“方法”:[25],“基于”:[26],“on”:[27],“the”:[28,63103117],“组合”:[29],“of”:[30119],“Variation”:[31],“Mode”:[32],“Decomposition”:[33],“(VMD),”:[34],“卷积”:[35],“神经”:[36],“网络”:[37],“(CNN),”:[38],“长”:[40],“短期”:[41],“内存“:[42],”(LSTM)“:[43],”方法“:[44],”for“:[45,79131],”Global“:[46],”Navigation“:[47],”Satellite“:[48],”Systems“:[49],“(GNSS)”:[50],”modeling。“:[55],”The“:[56,82,98],”VMD“:[57],”method“:[58,78,90106],”is“:[59],”useded“:[60],”decompose“:[62],”complex“:[64],”signals“:[66],”into“:[67,75,87],”internativer“:[68],”mode“:[69],”functions“:[70],”which“:[71],”then“:[73],”fed“:%74],”CNN“:[77],“特征”:[80],“提取。“:[81],”提取“:[83],”特征“:[84],”输入“:[86],”an“:[88108],”LSTM“:[89],”捕获“:[92],”暂时“:[93],”依赖关系“:[94],”生成“:[96],”预测。“:[97],”实验“:[99],”结果“:[100],”证明“:[101],”那“:[102],”建议“:[104],”VMD-CNN-LSTM“:[105],”展示“:[107],”改善“:[109],”大约“:[111],”75%。“:[112],“This”:[113],“research”:[114],“contributes”:[115],“advancement”:[118],“technologies”:[122],“in”:[123],“water”:[124],“水利”:[125],“engineering”:[126],“offering”:[127],“looking”:[129],“solution”:[130],“proactive”:[132],“maintenance”:[133],“risk”:[135],“remission”:[136],“strategies”。“:[137]},”cited_by_api_url“:”https://api.openalex.org/works?filter=cites:W4396976772“,”counts_by_year“:[],”updated_date“:”2024-06-21T05:26:27.483317“,”created_date:“2024-05-17”}“