{"id":"https://openalex.org/W4388455376","doi":"https://doi.org/10.1007/s12145-023-01143-z","title":"Leveraging GNSS tropospheric products for machine learning-based land subsidence prediction","display_name":"Leveraging GNSS tropospheric products for machine learning-based land subsidence prediction","publication_year":2023,"publication_date":"2023-11-07","ids":{"openalex":"https://openalex.org/W4388455376","doi":"https://doi.org/10.1007/s12145-023-01143-z"},"language":"en","primary_location":{"id":"doi:10.1007/s12145-023-01143-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12145-023-01143-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12145-023-01143-z.pdf","source":{"id":"https://openalex.org/S198914822","display_name":"Earth Science Informatics","issn_l":"1865-0473","issn":["1865-0473","1865-0481"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Earth Science Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s12145-023-01143-z.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093214447","display_name":"Melika Tasan","orcid":"https://orcid.org/0009-0002-9551-6503"},"institutions":[{"id":"https://openalex.org/I27912750","display_name":"Wroclaw University of Environmental and Life Sciences","ror":"https://ror.org/05cs8k179","country_code":"PL","type":"education","lineage":["https://openalex.org/I27912750"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Melika Tasan","raw_affiliation_strings":["Department of Civil Engineering, Faculty of Environmental Engineering and Geodesy, Wroc\u0142aw University of Environmental and Life Sciences, Wroclaw, 50-363, Poland"],"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Faculty of Environmental Engineering and Geodesy, Wroc\u0142aw University of Environmental and Life Sciences, Wroclaw, 50-363, Poland","institution_ids":["https://openalex.org/I27912750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093214448","display_name":"Zahrasadat Ghorbaninasab","orcid":null},"institutions":[{"id":"https://openalex.org/I136830121","display_name":"Islamic Azad University South Tehran Branch","ror":"https://ror.org/02xc21a77","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I136830121"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Zahrasadat Ghorbaninasab","raw_affiliation_strings":["Department of Surveying Engineering, South Tehran Branch, Islamic Azad University, Teheran, 1777613511, Iran"],"affiliations":[{"raw_affiliation_string":"Department of Surveying Engineering, South Tehran Branch, Islamic Azad University, Teheran, 1777613511, Iran","institution_ids":["https://openalex.org/I136830121"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053575175","display_name":"Saeid Haji-Aghajany","orcid":"https://orcid.org/0000-0003-4573-2494"},"institutions":[{"id":"https://openalex.org/I27912750","display_name":"Wroclaw University of Environmental and Life Sciences","ror":"https://ror.org/05cs8k179","country_code":"PL","type":"education","lineage":["https://openalex.org/I27912750"]}],"countries":["PL"],"is_corresponding":true,"raw_author_name":"Saeid Haji-Aghajany","raw_affiliation_strings":["Institute of Geodesy and Geoinformatics, Wroc\u0142aw University of Environmental and Life Sciences, Norwida 25, Wroc\u0142aw, 50-375, Poland"],"affiliations":[{"raw_affiliation_string":"Institute of Geodesy and Geoinformatics, Wroc\u0142aw University of Environmental and Life Sciences, Norwida 25, Wroc\u0142aw, 50-375, Poland","institution_ids":["https://openalex.org/I27912750"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062098172","display_name":"Alireza Ghiasvand","orcid":"https://orcid.org/0000-0002-4570-7988"},"institutions":[{"id":"https://openalex.org/I136830121","display_name":"Islamic Azad University South Tehran Branch","ror":"https://ror.org/02xc21a77","country_code":"IR","type":"education","lineage":["https://openalex.org/I110525433","https://openalex.org/I136830121"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Alireza Ghiasvand","raw_affiliation_strings":["Department of Surveying Engineering, South Tehran Branch, Islamic Azad University, Teheran, 1777613511, Iran"],"affiliations":[{"raw_affiliation_string":"Department of Surveying Engineering, South Tehran Branch, Islamic Azad University, Teheran, 1777613511, Iran","institution_ids":["https://openalex.org/I136830121"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5053575175"],"corresponding_institution_ids":["https://openalex.org/I27912750"],"apc_list":{"value":2690,"currency":"EUR","value_usd":3390},"apc_paid":{"value":2690,"currency":"EUR","value_usd":3390},"fwci":13.7734,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.98403037,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"16","issue":"4","first_page":"3039","last_page":"3056"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10801","display_name":"Synthetic Aperture Radar (SAR) Applications and Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T10801","display_name":"Synthetic Aperture Radar (SAR) Applications and Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T11312","display_name":"Soil Moisture and Remote Sensing","score":0.9973000288009644,"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"}},{"id":"https://openalex.org/T11405","display_name":"Geophysics and Gravity Measurements","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"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/gnss-applications","display_name":"GNSS applications","score":0.7587795257568359},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.7313680052757263},{"id":"https://openalex.org/keywords/troposphere","display_name":"Troposphere","score":0.7032442092895508},{"id":"https://openalex.org/keywords/interferometric-synthetic-aperture-radar","display_name":"Interferometric synthetic aperture radar","score":0.6163462996482849},{"id":"https://openalex.org/keywords/tropospheric-ozone","display_name":"Tropospheric ozone","score":0.508033037185669},{"id":"https://openalex.org/keywords/subsidence","display_name":"Subsidence","score":0.4902036786079407},{"id":"https://openalex.org/keywords/numerical-weather-prediction","display_name":"Numerical weather prediction","score":0.4817824065685272},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.432603120803833},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.4125428795814514},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.35288292169570923},{"id":"https://openalex.org/keywords/synthetic-aperture-radar","display_name":"Synthetic aperture radar","score":0.3427008390426636},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.20522794127464294},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.10052141547203064}],"concepts":[{"id":"https://openalex.org/C14279187","wikidata":"https://www.wikidata.org/wiki/Q5514012","display_name":"GNSS applications","level":3,"score":0.7587795257568359},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.7313680052757263},{"id":"https://openalex.org/C9075549","wikidata":"https://www.wikidata.org/wiki/Q40631","display_name":"Troposphere","level":2,"score":0.7032442092895508},{"id":"https://openalex.org/C22286887","wikidata":"https://www.wikidata.org/wiki/Q1666056","display_name":"Interferometric synthetic aperture radar","level":3,"score":0.6163462996482849},{"id":"https://openalex.org/C2776349674","wikidata":"https://www.wikidata.org/wiki/Q2298060","display_name":"Tropospheric ozone","level":3,"score":0.508033037185669},{"id":"https://openalex.org/C180851071","wikidata":"https://www.wikidata.org/wiki/Q849953","display_name":"Subsidence","level":3,"score":0.4902036786079407},{"id":"https://openalex.org/C147947694","wikidata":"https://www.wikidata.org/wiki/Q837552","display_name":"Numerical weather prediction","level":2,"score":0.4817824065685272},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.432603120803833},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.4125428795814514},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.35288292169570923},{"id":"https://openalex.org/C87360688","wikidata":"https://www.wikidata.org/wiki/Q740686","display_name":"Synthetic aperture radar","level":2,"score":0.3427008390426636},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.20522794127464294},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.10052141547203064},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C109007969","wikidata":"https://www.wikidata.org/wiki/Q749565","display_name":"Structural basin","level":2,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s12145-023-01143-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12145-023-01143-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12145-023-01143-z.pdf","source":{"id":"https://openalex.org/S198914822","display_name":"Earth Science Informatics","issn_l":"1865-0473","issn":["1865-0473","1865-0481"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Earth Science Informatics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s12145-023-01143-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s12145-023-01143-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s12145-023-01143-z.pdf","source":{"id":"https://openalex.org/S198914822","display_name":"Earth Science Informatics","issn_l":"1865-0473","issn":["1865-0473","1865-0481"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Earth Science Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320318240","display_name":"European Space Agency","ror":"https://ror.org/03wd9za21"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388455376.pdf"},"referenced_works_count":55,"referenced_works":["https://openalex.org/W1480762401","https://openalex.org/W1689711448","https://openalex.org/W1874775363","https://openalex.org/W2002115844","https://openalex.org/W2037537012","https://openalex.org/W2058998445","https://openalex.org/W2064675550","https://openalex.org/W2093161560","https://openalex.org/W2100767919","https://openalex.org/W2102615714","https://openalex.org/W2110485445","https://openalex.org/W2112306707","https://openalex.org/W2113731792","https://openalex.org/W2122519620","https://openalex.org/W2129206142","https://openalex.org/W2136848157","https://openalex.org/W2141414687","https://openalex.org/W2142639367","https://openalex.org/W2144147948","https://openalex.org/W2144819091","https://openalex.org/W2149449390","https://openalex.org/W2152657318","https://openalex.org/W2154309921","https://openalex.org/W2168391315","https://openalex.org/W2173199232","https://openalex.org/W2195099819","https://openalex.org/W2293634267","https://openalex.org/W2308146030","https://openalex.org/W2574632235","https://openalex.org/W2588663554","https://openalex.org/W2589483553","https://openalex.org/W2599995773","https://openalex.org/W2799480550","https://openalex.org/W2903780353","https://openalex.org/W2914487400","https://openalex.org/W2945795840","https://openalex.org/W2969904799","https://openalex.org/W3007853785","https://openalex.org/W3028498831","https://openalex.org/W3030652972","https://openalex.org/W3041311596","https://openalex.org/W3093211420","https://openalex.org/W3204919626","https://openalex.org/W3214898184","https://openalex.org/W4206775228","https://openalex.org/W4224236952","https://openalex.org/W4229562638","https://openalex.org/W4247996163","https://openalex.org/W4249744610","https://openalex.org/W4281617113","https://openalex.org/W4306318721","https://openalex.org/W4310080460","https://openalex.org/W4316663324","https://openalex.org/W4324092501","https://openalex.org/W4360979718"],"related_works":["https://openalex.org/W3110195467","https://openalex.org/W4386936491","https://openalex.org/W3033823235","https://openalex.org/W2127359929","https://openalex.org/W2374921833","https://openalex.org/W2130313420","https://openalex.org/W2367032543","https://openalex.org/W2365547495","https://openalex.org/W2351886052","https://openalex.org/W4294237504"],"abstract_inverted_index":{"Abstract":[0],"Land":[1],"subsidence":[2,117,125,289],"is":[3,90],"a":[4,96,113,209],"hazardous":[5],"phenomenon":[6],"that":[7,197],"requires":[8],"accurate":[9,105,258],"prediction":[10,32,106,118,126,206],"to":[11,55,60,75,234],"mitigate":[12],"losses":[13],"and":[14,46,70,119,143,161,192,273,295],"prevent":[15],"casualties.":[16],"This":[17,102,265],"study":[18,266],"explores":[19],"the":[20,23,56,76,124,162,167,171,198,220,224,227,238,268,275,278],"utilization":[21],"of":[22,33,80,99,173,200,216,229,241,260,270,277],"Long":[24],"Short-Term":[25],"Memory":[26],"(LSTM)":[27],"method":[28,280],"for":[29,88,190,286],"time":[30],"series":[31],"land":[34,52,288],"subsidence,":[35],"considering":[36],"various":[37],"contributing":[38],"factors":[39],"such":[40],"as":[41,148],"groundwater":[42],"levels,":[43],"soil":[44],"type":[45],"slope,":[47],"aquifer":[48],"characteristics,":[49],"vegetation":[50],"coverage,":[51],"use,":[53],"depth":[54],"water":[57],"table,":[58],"proximity":[59],"exploiting":[61],"wells,":[62],"distance":[63,66],"from":[64,67,180,254],"rivers,":[65],"faults,":[68],"temperature,":[69],"wet":[71,81,109,230,242],"tropospheric":[72,82,110,136,175,202,231,243,251,271],"products.":[73,176],"Due":[74],"high":[77],"spatial":[78,246],"variability":[79],"parameters,":[83,160],"utilizing":[84,250],"numerical":[85],"weather":[86],"models":[87],"extraction":[89],"impractical,":[91],"especially":[92],"in":[93,116,123,170,219,245,281,298],"regions":[94,299],"with":[95,208,283],"sparse":[97],"network":[98],"synoptic":[100,301],"stations.":[101],"hinders":[103],"obtaining":[104],"results":[107,195],"because":[108],"products":[111,157,203,252],"play":[112],"significant":[114],"role":[115,240],"cannot":[120],"be":[121],"ignored":[122],"process.":[127],"In":[128,223],"this":[129],"study,":[130],"Global":[131],"Navigation":[132],"Satellite":[133],"Systems":[134],"(GNSS)":[135],"products,":[137],"including":[138],"Integrated":[139],"Water":[140],"Vapor":[141],"(IWV)":[142],"EvapoTranspiration":[144],"(ET),":[145],"are":[146],"employed":[147],"alternatives.":[149],"Two":[150],"scenarios":[151],"were":[152,188,263],"considered:":[153],"one":[154],"incorporating":[155],"GNSS":[156,174,201,255,284],"alongside":[158],"other":[159,163],"relying":[164],"solely":[165],"on":[166],"remaining":[168],"parameters":[169],"absence":[172,228],"Ground":[177],"truth":[178],"data":[179,244,302],"Interferometric":[181],"Synthetic":[182],"Aperture":[183],"Radar":[184],"(InSAR)":[185],"displacement":[186,261],"measurements":[187],"used":[189],"evaluation":[191],"testing.":[193],"The":[194],"demonstrated":[196],"inclusion":[199],"significantly":[204],"enhanced":[205],"accuracy,":[207],"Root":[210],"Mean":[211],"Square":[212],"Error":[213],"(RMSE)":[214],"value":[215],"3.07":[217],"cm/year":[218],"first":[221],"scenario.":[222],"second":[225],"scenario,":[226],"information":[232],"led":[233],"subpar":[235],"predictions,":[236],"highlighting":[237],"crucial":[239],"distribution.":[247],"However,":[248],"by":[249],"obtained":[253],"observations,":[256],"reasonably":[257],"predictions":[259],"changes":[262],"achieved.":[264],"underscores":[267],"importance":[269],"indices":[272],"showcases":[274],"potential":[276],"LSTM":[279],"conjunction":[282],"observations":[285],"effective":[287],"prediction,":[290],"enabling":[291],"improved":[292],"preventive":[293],"measures":[294],"mitigation":[296],"strategies":[297],"lacking":[300],"coverage.":[303]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":8}],"updated_date":"2026-03-14T08:43:22.919905","created_date":"2025-10-10T00:00:00"}