{"id":"https://openalex.org/W4283753472","doi":"https://doi.org/10.1088/1755-1315/1032/1/012025","title":"InSAR Data Analysis using Deep Neural Networks","display_name":"InSAR Data Analysis using Deep Neural Networks","publication_year":2022,"publication_date":"2022-06-01","ids":{"openalex":"https://openalex.org/W4283753472","doi":"https://doi.org/10.1088/1755-1315/1032/1/012025"},"language":"en","primary_location":{"id":"doi:10.1088/1755-1315/1032/1/012025","doi":"https://doi.org/10.1088/1755-1315/1032/1/012025","is_oa":true,"landing_page_url":"https://doi.org/10.1088/1755-1315/1032/1/012025","pdf_url":"https://iopscience.iop.org/article/10.1088/1755-1315/1032/1/012025/pdf","source":{"id":"https://openalex.org/S4210195883","display_name":"IOP Conference Series Earth and Environmental Science","issn_l":"1755-1315","issn":["1755-1315","1755-1307"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IOP Conference Series: Earth and Environmental Science","raw_type":"journal-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://iopscience.iop.org/article/10.1088/1755-1315/1032/1/012025/pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079921199","display_name":"Ayush Kumar Agrawal","orcid":"https://orcid.org/0009-0008-1888-279X","observed_orcids":["https://orcid.org/0009-0008-1888-279X","https://orcid.org/0000-0002-2646-8678"]},"institutions":[{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ayush Kumar Agrawal","raw_affiliation_strings":["Department of Mathematics, Birla Institute of Technology and Science Pilani, Pilani Campus, Jhunjhunu - 333031, Rajasthan, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Birla Institute of Technology and Science Pilani, Pilani Campus, Jhunjhunu - 333031, Rajasthan, India","institution_ids":["https://openalex.org/I74796645"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089118425","display_name":"Himanshu Verma","orcid":"https://orcid.org/0000-0002-4721-0801","observed_orcids":["https://orcid.org/0000-0002-4721-0801"]},"institutions":[{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Himanshu Verma","raw_affiliation_strings":["Department of Mathematics, Birla Institute of Technology and Science Pilani, Pilani Campus, Jhunjhunu - 333031, Rajasthan, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Birla Institute of Technology and Science Pilani, Pilani Campus, Jhunjhunu - 333031, Rajasthan, India","institution_ids":["https://openalex.org/I74796645"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057394923","display_name":"Sumanta Pasari","orcid":"https://orcid.org/0000-0001-8498-8746","observed_orcids":["https://orcid.org/0000-0001-8498-8746"]},"institutions":[{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Sumanta Pasari","raw_affiliation_strings":["Department of Mathematics, Birla Institute of Technology and Science Pilani, Pilani Campus, Jhunjhunu - 333031, Rajasthan, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mathematics, Birla Institute of Technology and Science Pilani, Pilani Campus, Jhunjhunu - 333031, Rajasthan, India","institution_ids":["https://openalex.org/I74796645"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5057394923","https://openalex.org/A5089118425"],"corresponding_institution_ids":["https://openalex.org/I74796645"],"apc_list":null,"apc_paid":null,"fwci":3.1916,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.8879668,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":"1032","issue":"1","first_page":"012025","last_page":"012025"},"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":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"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":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12424","display_name":"Earthquake Detection and Analysis","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11038","display_name":"Advanced SAR Imaging Techniques","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/insar","display_name":"InSAR","score":0.8679999709129333},{"id":"https://openalex.org/keywords/line-of-sight-displacement","display_name":"line-of-sight displacement","score":0.8109999895095825},{"id":"https://openalex.org/keywords/crustal-deformation","display_name":"crustal deformation","score":0.7570000290870667},{"id":"https://openalex.org/keywords/long-short-term-memory","display_name":"long short-term memory","score":0.722000002861023},{"id":"https://openalex.org/keywords/sar-interferograms","display_name":"SAR interferograms","score":0.6489999890327454},{"id":"https://openalex.org/keywords/time-series-analysis","display_name":"time series analysis","score":0.7670000195503235},{"id":"https://openalex.org/keywords/seismic-hazard","display_name":"seismic hazard","score":0.5460000038146973},{"id":"https://openalex.org/keywords/central-java","display_name":"Central Java","score":0.5239999890327454}],"concepts":[{"id":"https://openalex.org/C22286887","wikidata":"https://www.wikidata.org/wiki/Q1666056","display_name":"Interferometric synthetic aperture radar","level":3,"score":0.8920121192932129},{"id":"https://openalex.org/C87360688","wikidata":"https://www.wikidata.org/wiki/Q740686","display_name":"Synthetic aperture radar","level":2,"score":0.5974069833755493},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5938931107521057},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.5232324004173279},{"id":"https://openalex.org/C107551265","wikidata":"https://www.wikidata.org/wiki/Q1458245","display_name":"Displacement (psychology)","level":2,"score":0.49187564849853516},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4888696074485779},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.4876507520675659},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.4782368540763855},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4759086072444916},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.4544338583946228},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3854634463787079},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.38007786870002747},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.33972257375717163},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08441594243049622},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1088/1755-1315/1032/1/012025","doi":"https://doi.org/10.1088/1755-1315/1032/1/012025","is_oa":true,"landing_page_url":"https://doi.org/10.1088/1755-1315/1032/1/012025","pdf_url":"https://iopscience.iop.org/article/10.1088/1755-1315/1032/1/012025/pdf","source":{"id":"https://openalex.org/S4210195883","display_name":"IOP Conference Series Earth and Environmental Science","issn_l":"1755-1315","issn":["1755-1315","1755-1307"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IOP Conference Series: Earth and Environmental Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1088/1755-1315/1032/1/012025","doi":"https://doi.org/10.1088/1755-1315/1032/1/012025","is_oa":true,"landing_page_url":"https://doi.org/10.1088/1755-1315/1032/1/012025","pdf_url":"https://iopscience.iop.org/article/10.1088/1755-1315/1032/1/012025/pdf","source":{"id":"https://openalex.org/S4210195883","display_name":"IOP Conference Series Earth and Environmental Science","issn_l":"1755-1315","issn":["1755-1315","1755-1307"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["norway-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320083","host_organization_name":"IOP Publishing","host_organization_lineage":["https://openalex.org/P4310320083","https://openalex.org/P4310311669"],"host_organization_lineage_names":["IOP Publishing","Institute of Physics"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IOP Conference Series: Earth and Environmental Science","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5378999710083008,"display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4283753472.pdf","grobid_xml":"https://content.openalex.org/works/W4283753472.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W2128513227","https://openalex.org/W2166035633","https://openalex.org/W2292590345","https://openalex.org/W2501557175","https://openalex.org/W2774546514","https://openalex.org/W2892096864","https://openalex.org/W3004018274","https://openalex.org/W3125763521","https://openalex.org/W3152874886","https://openalex.org/W3175161828"],"related_works":["https://openalex.org/W2989349076","https://openalex.org/W4220971226","https://openalex.org/W4389333602","https://openalex.org/W3180748560","https://openalex.org/W4226075658","https://openalex.org/W4394842285","https://openalex.org/W4391097000","https://openalex.org/W4407674040","https://openalex.org/W7215026015","https://openalex.org/W4416257523"],"abstract_inverted_index":{"Abstract":[0],"Among":[1],"all":[2],"natural":[3],"disasters,":[4],"earthquakes":[5],"cause":[6],"the":[7,47,51,61,78,96,125],"most":[8],"severe":[9],"devastation":[10],"to":[11,60,87],"both":[12],"infrastructure":[13],"as":[14,16,28],"well":[15],"human":[17],"lives.":[18],"The":[19,92,103],"pattern":[20],"of":[21,55,63,83,100,124,134],"surface":[22],"deformation":[23,66],"from":[24],"satellite-based":[25],"measures,":[26],"such":[27],"interferometric":[29],"synthetic":[30],"aperture":[31],"radar":[32],"(InSAR),":[33],"helps":[34],"understand":[35],"crustal":[36,65],"dynamics":[37],"and":[38,111],"associated":[39],"seismic":[40],"hazards":[41],"in":[42],"tectonically":[43],"active":[44],"areas.":[45],"In":[46,73],"last":[48],"few":[49],"years,":[50],"exponentially":[52],"rising":[53],"volume":[54],"InSAR":[56,149],"data":[57],"has":[58],"led":[59],"formulation":[62],"automatic":[64],"algorithms":[67],"through":[68],"data-intensive":[69],"machine":[70],"learning":[71],"models.":[72],"this":[74],"study,":[75],"we":[76],"propose":[77],"long-short-term":[79],"memory":[80],"(LSTM)":[81],"architecture":[82],"deep":[84,141],"neural":[85,142],"networks":[86],"forecast":[88],"InSAR-based":[89],"line-of-sight":[90],"displacement.":[91],"model":[93,128],"suitably":[94],"captures":[95],"inherent":[97],"temporal":[98],"variations":[99],"SAR":[101],"interferograms.":[102],"method":[104],"implementation":[105],"on":[106],"a":[107,145],"region":[108],"near":[109],"Central":[110],"East":[112],"Java,":[113],"Indonesia":[114],"shows":[115],"satisfactory":[116],"performance":[117],"(mean":[118],"absolute":[119],"percentage":[120],"error":[121],"around":[122],"2%)":[123],"proposed":[126],"LSTM":[127],"comprising":[129],"four":[130],"layers,":[131],"each":[132],"consisting":[133],"100":[135],"nodes.":[136],"We":[137],"therefore":[138],"conclude":[139],"that":[140],"network":[143],"is":[144],"promising":[146],"avenue":[147],"for":[148],"time":[150],"series":[151],"analysis.":[152]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2022-07-02T00:00:00"}
