{"id":"https://openalex.org/W4286377494","doi":"https://doi.org/10.1109/tgrs.2022.3193297","title":"EMRNet: End-to-End Electrical Model Restoration Network","display_name":"EMRNet: End-to-End Electrical Model Restoration Network","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4286377494","doi":"https://doi.org/10.1109/tgrs.2022.3193297"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2022.3193297","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2022.3193297","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Geoscience and Remote Sensing","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":"https://openalex.org/A5101871701","display_name":"Zhuo Jia","orcid":"https://orcid.org/0009-0000-9707-8688"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhuo Jia","raw_affiliation_strings":["Department of Automation, State Key Laboratory of Intelligent Technology and Systems, Easy Signal Group, Tsinghua University, Beijing, China","Department of Automation, Tsinghua National Laboratory for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Automation, State Key Laboratory of Intelligent Technology and Systems, Easy Signal Group, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Automation, Tsinghua National Laboratory for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004856239","display_name":"Yinshuo Li","orcid":"https://orcid.org/0000-0003-1819-4678"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yinshuo Li","raw_affiliation_strings":["Department of Automation, State Key Laboratory of Intelligent Technology and Systems, Easy Signal Group, Tsinghua University, Beijing, China","Department of Automation, Tsinghua National Laboratory for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-1819-4678","affiliations":[{"raw_affiliation_string":"Department of Automation, State Key Laboratory of Intelligent Technology and Systems, Easy Signal Group, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Automation, Tsinghua National Laboratory for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011509629","display_name":"Wenkai Lu","orcid":"https://orcid.org/0000-0003-0249-2144"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenkai Lu","raw_affiliation_strings":["Department of Automation, State Key Laboratory of Intelligent Technology and Systems, Easy Signal Group, Tsinghua University, Beijing, China","Department of Automation, Tsinghua National Laboratory for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-0249-2144","affiliations":[{"raw_affiliation_string":"Department of Automation, State Key Laboratory of Intelligent Technology and Systems, Easy Signal Group, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Automation, Tsinghua National Laboratory for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005612823","display_name":"Ling Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I111950717","display_name":"Macau University of Science and Technology","ror":"https://ror.org/03jqs2n27","country_code":"MO","type":"education","lineage":["https://openalex.org/I111950717","https://openalex.org/I4391767947"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Ling Zhang","raw_affiliation_strings":["State Key Laboratory of Lunar and Planetary Sciences, Macau University of Science and Technology, Macau, China"],"raw_orcid":"https://orcid.org/0000-0001-9361-1174","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Lunar and Planetary Sciences, Macau University of Science and Technology, Macau, China","institution_ids":["https://openalex.org/I111950717"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020542342","display_name":"Patrice Monkam","orcid":"https://orcid.org/0000-0003-3805-9457"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Patrice Monkam","raw_affiliation_strings":["Department of Automation, State Key Laboratory of Intelligent Technology and Systems, Easy Signal Group, Tsinghua University, Beijing, China","Department of Automation, Tsinghua National Laboratory for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3805-9457","affiliations":[{"raw_affiliation_string":"Department of Automation, State Key Laboratory of Intelligent Technology and Systems, Easy Signal Group, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]},{"raw_affiliation_string":"Department of Automation, Tsinghua National Laboratory for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101871701"],"corresponding_institution_ids":["https://openalex.org/I99065089"],"apc_list":null,"apc_paid":null,"fwci":2.179,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.85946984,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"60","issue":null,"first_page":"1","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10572","display_name":"Geophysical and Geoelectrical Methods","score":1.0,"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/T10572","display_name":"Geophysical and Geoelectrical Methods","score":1.0,"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/T11609","display_name":"Geophysical Methods and Applications","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.9983000159263611,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/inversion","display_name":"Inversion (geology)","score":0.7312829494476318},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6821594834327698},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4924515187740326},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.45913320779800415},{"id":"https://openalex.org/keywords/uniqueness","display_name":"Uniqueness","score":0.4503265619277954},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.44497525691986084},{"id":"https://openalex.org/keywords/high-resolution","display_name":"High resolution","score":0.4430297017097473},{"id":"https://openalex.org/keywords/inverse-problem","display_name":"Inverse problem","score":0.4146023094654083},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3531985282897949},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3362486958503723},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32957923412323},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2780205011367798},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.09286397695541382},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07408291101455688}],"concepts":[{"id":"https://openalex.org/C1893757","wikidata":"https://www.wikidata.org/wiki/Q3653001","display_name":"Inversion (geology)","level":3,"score":0.7312829494476318},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6821594834327698},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4924515187740326},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.45913320779800415},{"id":"https://openalex.org/C2777021972","wikidata":"https://www.wikidata.org/wiki/Q22976830","display_name":"Uniqueness","level":2,"score":0.4503265619277954},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.44497525691986084},{"id":"https://openalex.org/C3020199158","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"High resolution","level":2,"score":0.4430297017097473},{"id":"https://openalex.org/C135252773","wikidata":"https://www.wikidata.org/wiki/Q1567213","display_name":"Inverse problem","level":2,"score":0.4146023094654083},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3531985282897949},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3362486958503723},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32957923412323},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2780205011367798},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.09286397695541382},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07408291101455688},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C77928131","wikidata":"https://www.wikidata.org/wiki/Q193343","display_name":"Tectonics","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2022.3193297","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2022.3193297","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Geoscience and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4300000071525574,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G3078455064","display_name":null,"funder_award_id":"41974126","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G931848387","display_name":null,"funder_award_id":"2018YFA0702501","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W1964193896","https://openalex.org/W1968659971","https://openalex.org/W1988271447","https://openalex.org/W1996637215","https://openalex.org/W1997408994","https://openalex.org/W2000089878","https://openalex.org/W2005647396","https://openalex.org/W2017287201","https://openalex.org/W2026491741","https://openalex.org/W2030893380","https://openalex.org/W2055879676","https://openalex.org/W2056000695","https://openalex.org/W2064076387","https://openalex.org/W2090351291","https://openalex.org/W2098005415","https://openalex.org/W2107043913","https://openalex.org/W2114770744","https://openalex.org/W2129419250","https://openalex.org/W2131362196","https://openalex.org/W2131443462","https://openalex.org/W2132220437","https://openalex.org/W2133454905","https://openalex.org/W2147817906","https://openalex.org/W2152917622","https://openalex.org/W2155851831","https://openalex.org/W2156995052","https://openalex.org/W2321615254","https://openalex.org/W2354444730","https://openalex.org/W2382166290","https://openalex.org/W2747848326","https://openalex.org/W2762485921","https://openalex.org/W2765182214","https://openalex.org/W2794183899","https://openalex.org/W2800854611","https://openalex.org/W2884585870","https://openalex.org/W2895861253","https://openalex.org/W2900595774","https://openalex.org/W2901157140","https://openalex.org/W2968094316","https://openalex.org/W2981504057","https://openalex.org/W2995072672","https://openalex.org/W2997019934","https://openalex.org/W3005407459","https://openalex.org/W3135879617","https://openalex.org/W3157819628","https://openalex.org/W3159744404","https://openalex.org/W3162849538","https://openalex.org/W3199915252","https://openalex.org/W3212804306","https://openalex.org/W6756596002","https://openalex.org/W7027676167"],"related_works":["https://openalex.org/W571281153","https://openalex.org/W2949403936","https://openalex.org/W3023806604","https://openalex.org/W2952139525","https://openalex.org/W4301247218","https://openalex.org/W2129818458","https://openalex.org/W4289551052","https://openalex.org/W4298023222","https://openalex.org/W2611574177","https://openalex.org/W2083408179"],"abstract_inverted_index":{"The":[0,125,137],"traditional":[1,91],"method":[2],"to":[3,66,83,115,181],"improve":[4],"the":[5,12,35,50,68,86,96,112,147,150,161,170,182],"resolution":[6],"in":[7],"electromagnetic":[8,76],"inversion":[9,40],"is":[10,31,109,179],"increasing":[11],"number":[13],"of":[14,90,119,122,127,141,152],"iterations,":[15],"which":[16],"displays":[17],"poor":[18],"non-linear":[19],"mapping":[20,56],"and":[21,60,134,157,175],"strong":[22],"non-uniqueness.":[23],"To":[24],"meet":[25],"this":[26],"challenge,":[27],"a":[28,43,102],"new":[29],"strategy":[30],"proposed":[32],"via":[33],"reconstructing":[34],"geoelectric":[36,70,87,139,162],"model":[37,88,163],"for":[38],"traitional":[39],"results":[41],"through":[42],"deep":[44],"neural":[45],"networks":[46],"(DNN).":[47],"DNN":[48],"possesses":[49],"advantage":[51],"on":[52,131],"establishing":[53],"an":[54,74],"uncertain":[55],"between":[57],"low-resolution":[58],"images":[59],"high-resolution":[61],"target":[62,148],"images.":[63],"In":[64,159],"order":[65],"recover":[67],"high-precision":[69],"model,":[71],"we":[72],"propose":[73],"end-to-end":[75],"recovery":[77],"network":[78],"(EMRNet)":[79],"with":[80,146,169],"novel":[81],"components":[82],"adequately":[84],"utilize":[85],"data":[89,174,178],"inversion.":[92],"Specifically,":[93],"EMRNet":[94,128,142,166],"uses":[95],"codec":[97],"structure":[98],"from":[99,149],"U-Net,":[100],"whereby":[101],"cross-scale":[103],"feature":[104,120],"attention":[105],"module":[106],"(CSFA":[107],"Block)":[108],"incorporated":[110],"into":[111],"decoding":[113],"process":[114],"make":[116],"full":[117],"use":[118],"information":[121],"different":[123],"scales.":[124],"superiority":[126],"are":[129,143],"validated":[130],"both":[132],"synthetic":[133],"measured":[135,183],"data,":[136],"predicted":[138,164],"models":[140],"more":[144],"consistent":[145],"aspects":[151],"resistivity":[153],"values,":[154],"overall":[155],"structure,":[156],"resolution.":[158],"addition,":[160],"by":[165],"agree":[167],"well":[168],"real":[171],"geological":[172],"background":[173],"corresponding":[176],"response":[177],"closer":[180],"data.":[184]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}