{"id":"https://openalex.org/W4410203994","doi":"https://doi.org/10.1109/access.2025.3568273","title":"Landslide Deformation Uncertainty Quantification Using Conformalized Graph Neural Networks: A Case Study in Sichuan Province, China","display_name":"Landslide Deformation Uncertainty Quantification Using Conformalized Graph Neural Networks: A Case Study in Sichuan Province, China","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4410203994","doi":"https://doi.org/10.1109/access.2025.3568273"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3568273","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3568273","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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.2025.3568273","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040046519","display_name":"Xiaopeng Ren","orcid":null},"institutions":[{"id":"https://openalex.org/I4210131782","display_name":"Sichuan Institute of Building Research","ror":"https://ror.org/03kxtax58","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210131782"]},{"id":"https://openalex.org/I4387153226","display_name":"Sichuan College of Architectural Technology","ror":"https://ror.org/00yqxd286","country_code":null,"type":"education","lineage":["https://openalex.org/I4387153226"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaopeng Ren","raw_affiliation_strings":["Department of Civil Engineering, Sichuan College of Architectural Technology, Deyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Sichuan College of Architectural Technology, Deyang, China","institution_ids":["https://openalex.org/I4210131782","https://openalex.org/I4387153226"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wei Liu","orcid":"https://orcid.org/0009-0001-3737-2268"},"institutions":[{"id":"https://openalex.org/I4210131782","display_name":"Sichuan Institute of Building Research","ror":"https://ror.org/03kxtax58","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210131782"]},{"id":"https://openalex.org/I4387153226","display_name":"Sichuan College of Architectural Technology","ror":"https://ror.org/00yqxd286","country_code":null,"type":"education","lineage":["https://openalex.org/I4387153226"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Liu","raw_affiliation_strings":["Department of Architecture, Sichuan College of Architectural Technology, Deyang, China"],"raw_orcid":"https://orcid.org/0009-0001-3737-2268","affiliations":[{"raw_affiliation_string":"Department of Architecture, Sichuan College of Architectural Technology, Deyang, China","institution_ids":["https://openalex.org/I4210131782","https://openalex.org/I4387153226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103287921","display_name":"Weiqi Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210131782","display_name":"Sichuan Institute of Building Research","ror":"https://ror.org/03kxtax58","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210131782"]},{"id":"https://openalex.org/I4387153226","display_name":"Sichuan College of Architectural Technology","ror":"https://ror.org/00yqxd286","country_code":null,"type":"education","lineage":["https://openalex.org/I4387153226"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiqi Yang","raw_affiliation_strings":["Department of Civil Engineering, Sichuan College of Architectural Technology, Deyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Sichuan College of Architectural Technology, Deyang, China","institution_ids":["https://openalex.org/I4210131782","https://openalex.org/I4387153226"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lixuan Mao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210114444","display_name":"Meta (United States)","ror":"https://ror.org/01zbnvs85","country_code":"US","type":"company","lineage":["https://openalex.org/I4210114444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lixuan Mao","raw_affiliation_strings":["Meta Platforms, Inc., Menlo Park, CA, USA","Meta Platforms, Inc, Menlo Park, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Meta Platforms, Inc., Menlo Park, CA, USA","institution_ids":["https://openalex.org/I4210114444"]},{"raw_affiliation_string":"Meta Platforms, Inc, Menlo Park, CA, USA","institution_ids":["https://openalex.org/I4210114444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047322304","display_name":"Huajin Li","orcid":"https://orcid.org/0000-0003-0694-2018"},"institutions":[{"id":"https://openalex.org/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huajin Li","raw_affiliation_strings":["School of Architecture and Civil Engineering, Chengdu University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0003-0694-2018","affiliations":[{"raw_affiliation_string":"School of Architecture and Civil Engineering, Chengdu University, Chengdu, China","institution_ids":["https://openalex.org/I4210125143"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2075,"currency":"USD","value_usd":2075},"apc_paid":{"value":2075,"currency":"USD","value_usd":2075},"fwci":4.0277,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.92581733,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"86719","last_page":"86731"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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/T10535","display_name":"Landslides and related hazards","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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/T13890","display_name":"Remote Sensing and Land Use","score":0.9347000122070312,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/china","display_name":"China","score":0.5821574926376343},{"id":"https://openalex.org/keywords/landslide","display_name":"Landslide","score":0.5760378241539001},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5484609603881836},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4292387068271637},{"id":"https://openalex.org/keywords/deformation","display_name":"Deformation (meteorology)","score":0.4234927296638489},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3650069832801819},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34111487865448},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.29277557134628296},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.23871657252311707},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.18358859419822693}],"concepts":[{"id":"https://openalex.org/C191935318","wikidata":"https://www.wikidata.org/wiki/Q148","display_name":"China","level":2,"score":0.5821574926376343},{"id":"https://openalex.org/C186295008","wikidata":"https://www.wikidata.org/wiki/Q167903","display_name":"Landslide","level":2,"score":0.5760378241539001},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5484609603881836},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4292387068271637},{"id":"https://openalex.org/C204366326","wikidata":"https://www.wikidata.org/wiki/Q3027650","display_name":"Deformation (meteorology)","level":2,"score":0.4234927296638489},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3650069832801819},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34111487865448},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.29277557134628296},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.23871657252311707},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.18358859419822693},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3568273","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3568273","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b0a3904cd0984379a533b845b0147453","is_oa":true,"landing_page_url":"https://doaj.org/article/b0a3904cd0984379a533b845b0147453","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 13, Pp 86719-86731 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3568273","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3568273","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7699999809265137,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G4959199133","display_name":null,"funder_award_id":"42407239","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":33,"referenced_works":["https://openalex.org/W585358051","https://openalex.org/W2005317867","https://openalex.org/W2074361123","https://openalex.org/W2080486692","https://openalex.org/W2132477882","https://openalex.org/W2162379628","https://openalex.org/W2293349767","https://openalex.org/W2466630619","https://openalex.org/W2565330852","https://openalex.org/W2576418105","https://openalex.org/W2756203131","https://openalex.org/W2765818285","https://openalex.org/W2783371613","https://openalex.org/W2805380449","https://openalex.org/W2907492528","https://openalex.org/W2945042203","https://openalex.org/W2990353568","https://openalex.org/W3122431082","https://openalex.org/W3209363436","https://openalex.org/W3212190981","https://openalex.org/W4205268342","https://openalex.org/W4220947551","https://openalex.org/W4285589430","https://openalex.org/W4308749683","https://openalex.org/W4319594516","https://openalex.org/W4360986054","https://openalex.org/W4380490520","https://openalex.org/W4401567681","https://openalex.org/W4404411371","https://openalex.org/W4404876782","https://openalex.org/W6685112792","https://openalex.org/W6762839895","https://openalex.org/W6853029560"],"related_works":["https://openalex.org/W2389676928","https://openalex.org/W3169474304","https://openalex.org/W2369104181","https://openalex.org/W3201652628","https://openalex.org/W4212972401","https://openalex.org/W2389287188","https://openalex.org/W3081499580","https://openalex.org/W2615020820","https://openalex.org/W3106883776","https://openalex.org/W2950100253"],"abstract_inverted_index":{"Landslide":[0],"deformation":[1,112],"prediction":[2,18,65,86],"plays":[3],"a":[4,25,75,155],"crucial":[5],"role":[6],"in":[7,101,147],"geohazard":[8],"risk":[9],"management,":[10],"yet":[11],"existing":[12],"methods":[13],"often":[14],"struggle":[15],"to":[16,84],"quantify":[17],"uncertainties":[19],"effectively.":[20],"This":[21],"paper":[22],"presents":[23],"GNN-CF,":[24],"novel":[26],"framework":[27,73],"that":[28,117],"integrates":[29],"Graph":[30],"Neural":[31],"Networks":[32],"(GNN)":[33],"with":[34],"Conformal":[35],"Prediction":[36,130,138],"for":[37,158],"reliable":[38,163],"interval":[39,66],"forecasting":[40],"of":[41],"landslide":[42,100,159],"deformation.":[43],"The":[44,72,88,144],"proposed":[45],"approach":[46],"addresses":[47],"two":[48],"significant":[49],"challenges:":[50],"ensuring":[51],"valid":[52],"marginal":[53],"coverage":[54,70,149],"despite":[55],"dependencies":[56],"between":[57],"calibration":[58],"(training)":[59],"and":[60,63,79,126,150],"test":[61],"data,":[62],"reducing":[64],"inefficiency":[67],"while":[68,135],"maintaining":[69,136],"guarantees.":[71],"incorporates":[74],"topology-aware":[76],"correction":[77],"model":[78],"employs":[80],"graph-based":[81],"regularization":[82],"terms":[83],"enhance":[85],"accuracy.":[87],"methodology":[89],"is":[90],"validated":[91],"using":[92],"field":[93],"monitoring":[94,108,160],"data":[95],"from":[96],"the":[97],"Wutong":[98],"Village":[99],"Sichuan":[102],"Province,":[103],"China,":[104],"where":[105],"six":[106],"GNSS":[107],"points":[109],"track":[110],"surface":[111],"patterns.":[113],"Experimental":[114],"results":[115],"demonstrate":[116],"GNN-CF":[118],"consistently":[119],"outperforms":[120],"state-of-the-art":[121],"methods,":[122],"including":[123],"GRU-LUBE,":[124],"DNLSSM,":[125],"SA-DeepAR,":[127],"achieving":[128],"superior":[129],"Interval":[131,139],"Coverage":[132],"Probability":[133],"(PICP)":[134],"smaller":[137],"Normalized":[140],"Average":[141],"Width":[142],"(PINAW).":[143],"framework\u2019s":[145],"effectiveness":[146],"balancing":[148],"computational":[151],"complexity":[152],"makes":[153],"it":[154],"feasible":[156],"solution":[157],"applications":[161],"requiring":[162],"uncertainty":[164],"quantification.":[165]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
