{"id":"https://openalex.org/W2943059793","doi":"https://doi.org/10.1177/0142331219845037","title":"A novel deep neural network method for electrical impedance tomography","display_name":"A novel deep neural network method for electrical impedance tomography","publication_year":2019,"publication_date":"2019-05-03","ids":{"openalex":"https://openalex.org/W2943059793","doi":"https://doi.org/10.1177/0142331219845037","mag":"2943059793"},"language":"en","primary_location":{"id":"doi:10.1177/0142331219845037","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0142331219845037","pdf_url":null,"source":{"id":"https://openalex.org/S24148485","display_name":"Transactions of the Institute of Measurement and Control","issn_l":"0142-3312","issn":["0142-3312","1477-0369"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Transactions of the Institute of Measurement and Control","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/A5018484706","display_name":"Xiuyan Li","orcid":"https://orcid.org/0000-0003-0910-4431"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiuyan Li","raw_affiliation_strings":["School of Electronics and Information Engineering, Tianjin Polytechnic University, China","Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103154389","display_name":"Zhou Yong","orcid":"https://orcid.org/0000-0003-4261-3385"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Zhou","raw_affiliation_strings":["School of Electronics and Information Engineering, Tianjin Polytechnic University, China","Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048371289","display_name":"Jianming Wang","orcid":"https://orcid.org/0000-0003-2685-4437"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianming Wang","raw_affiliation_strings":["School of Electronics and Information Engineering, Tianjin Polytechnic University, China","Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061867895","display_name":"Qi Wang","orcid":"https://orcid.org/0000-0002-5339-5427"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Wang","raw_affiliation_strings":["School of Electronics and Information Engineering, Tianjin Polytechnic University, China","Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080093402","display_name":"Yang Lu","orcid":"https://orcid.org/0000-0002-3027-3064"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Lu","raw_affiliation_strings":["School of Electronics and Information Engineering, Tianjin Polytechnic University, China","Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033777406","display_name":"Xiaojie Duan","orcid":"https://orcid.org/0000-0001-9088-1646"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaojie Duan","raw_affiliation_strings":["School of Electronics and Information Engineering, Tianjin Polytechnic University, China","Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020541310","display_name":"Yukuan Sun","orcid":"https://orcid.org/0000-0002-8886-6137"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yukuan Sun","raw_affiliation_strings":["School of Electronics and Information Engineering, Tianjin Polytechnic University, China","Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027883179","display_name":"Jingwan Zhang","orcid":"https://orcid.org/0000-0002-0344-3398"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingwan Zhang","raw_affiliation_strings":["School of Electronics and Information Engineering, Tianjin Polytechnic University, China","Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102939778","display_name":"Zongyu Liu","orcid":"https://orcid.org/0000-0002-7896-8279"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tiangong University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongyu Liu","raw_affiliation_strings":["School of Electronics and Information Engineering, Tianjin Polytechnic University, China","Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]},{"raw_affiliation_string":"Tianjin Key Laboratory of Optoelectronic Detection Technology and Systems, Tianjin Polytechnic University, China","institution_ids":["https://openalex.org/I198091727"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5048371289"],"corresponding_institution_ids":["https://openalex.org/I198091727"],"apc_list":null,"apc_paid":null,"fwci":4.601,"has_fulltext":false,"cited_by_count":64,"citation_normalized_percentile":{"value":0.95340286,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"41","issue":"14","first_page":"4035","last_page":"4049"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11778","display_name":"Electrical and Bioimpedance Tomography","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11778","display_name":"Electrical and Bioimpedance Tomography","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T12169","display_name":"Non-Destructive Testing Techniques","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T12537","display_name":"Flow Measurement and Analysis","score":0.9876000285148621,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/electrical-impedance-tomography","display_name":"Electrical impedance tomography","score":0.6554781198501587},{"id":"https://openalex.org/keywords/iterative-reconstruction","display_name":"Iterative reconstruction","score":0.6294608116149902},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5441211462020874},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5436280965805054},{"id":"https://openalex.org/keywords/solver","display_name":"Solver","score":0.519961953163147},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.4874541759490967},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4834628701210022},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.43968790769577026},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.4205942451953888},{"id":"https://openalex.org/keywords/electrical-impedance","display_name":"Electrical impedance","score":0.32787927985191345},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3265765309333801},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.254608154296875}],"concepts":[{"id":"https://openalex.org/C155175808","wikidata":"https://www.wikidata.org/wiki/Q1326472","display_name":"Electrical impedance tomography","level":3,"score":0.6554781198501587},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.6294608116149902},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5441211462020874},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5436280965805054},{"id":"https://openalex.org/C2778770139","wikidata":"https://www.wikidata.org/wiki/Q1966904","display_name":"Solver","level":2,"score":0.519961953163147},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4874541759490967},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4834628701210022},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.43968790769577026},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.4205942451953888},{"id":"https://openalex.org/C17829176","wikidata":"https://www.wikidata.org/wiki/Q179043","display_name":"Electrical impedance","level":2,"score":0.32787927985191345},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3265765309333801},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.254608154296875},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/0142331219845037","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0142331219845037","pdf_url":null,"source":{"id":"https://openalex.org/S24148485","display_name":"Transactions of the Institute of Measurement and Control","issn_l":"0142-3312","issn":["0142-3312","1477-0369"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Transactions of the Institute of Measurement and Control","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1192465166","display_name":null,"funder_award_id":"61601324","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6998032734","display_name":null,"funder_award_id":"61872269","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7307429446","display_name":null,"funder_award_id":"18JCYBJC85300","funder_id":"https://openalex.org/F4320335468","funder_display_name":"Natural Science Foundation of Tianjin Municipal Science and Technology Commission"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335468","display_name":"Natural Science Foundation of Tianjin Municipal Science and Technology Commission","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W68460471","https://openalex.org/W198939396","https://openalex.org/W1672711234","https://openalex.org/W1862954162","https://openalex.org/W1975010963","https://openalex.org/W1979994801","https://openalex.org/W1982454378","https://openalex.org/W2004716871","https://openalex.org/W2028826357","https://openalex.org/W2035655810","https://openalex.org/W2054657344","https://openalex.org/W2083598195","https://openalex.org/W2088193537","https://openalex.org/W2105227924","https://openalex.org/W2136922672","https://openalex.org/W2138248326","https://openalex.org/W2145306507","https://openalex.org/W2156062145","https://openalex.org/W2323796245","https://openalex.org/W2336715350","https://openalex.org/W2473753812","https://openalex.org/W2522924304","https://openalex.org/W2530443992","https://openalex.org/W2542870090","https://openalex.org/W2574952845","https://openalex.org/W2607977187","https://openalex.org/W2751563926","https://openalex.org/W2767248316","https://openalex.org/W2896344704","https://openalex.org/W3101681511","https://openalex.org/W3104324122","https://openalex.org/W4231109964","https://openalex.org/W4254025347"],"related_works":["https://openalex.org/W3211685995","https://openalex.org/W2532315310","https://openalex.org/W2902419700","https://openalex.org/W3160616384","https://openalex.org/W2905540725","https://openalex.org/W4376629886","https://openalex.org/W2000128178","https://openalex.org/W2101428392","https://openalex.org/W2537891456","https://openalex.org/W2752613076"],"abstract_inverted_index":{"Image":[0],"reconstruction":[1,23,137,209],"for":[2,135,205],"Electrical":[3],"Impedance":[4],"Tomography":[5],"(EIT)":[6],"is":[7,81,114,132],"a":[8,36,48,162],"highly":[9],"nonlinear":[10,42],"and":[11,19,75,109,129,154,168],"ill-posed":[12],"inverse":[13],"problem.":[14],"It":[15,80],"requires":[16],"the":[17,66,76,84,92,106,110,126,130,139,147,175,186,190,193,206,212],"design":[18],"employment":[20],"of":[21,65,138,165,189],"feasible":[22],"methods":[24],"capable":[25],"to":[26,39,55,125,172],"guarantee":[27],"trustworthy":[28],"image":[29,58,136,208],"generation.":[30],"Deep":[31],"Neural":[32],"Networks":[33],"(DNN)":[34],"have":[35],"powerful":[37],"ability":[38],"express":[40],"complex":[41],"functions.":[43],"This":[44],"research":[45],"paper":[46],"introduces":[47],"novel":[49],"framework":[50],"based":[51,210],"on":[52,211],"DNN":[53,62,177],"aiming":[54],"achieve":[56,151],"EIT":[57,207],"reconstruction.":[59,156],"The":[60,71,103,116,143],"proposed":[61,148,176],"model,":[63],"comprises":[64],"following":[67],"two":[68],"layers,":[69],"namely:":[70],"Stacked":[72],"Autoencoder":[73],"(SAE)":[74],"Logistic":[77],"Regression":[78],"(LR).":[79],"trained":[82,127,197],"using":[83,198],"large":[85],"lab":[86],"samples":[87,120],"which":[88,184],"are":[89,121],"obtained":[90],"by":[91],"COMSOL":[93],"simulation":[94,199],"software":[95],"(a":[96],"cross":[97],"platform":[98],"finite":[99],"elements":[100],"analysis":[101],"solver).":[102],"relationship":[104],"between":[105],"voltage":[107,118],"measurement":[108,119],"internal":[111,140],"conductivity":[112,141],"distribution":[113],"determined.":[115],"untrained":[117],"used":[122],"as":[123],"input":[124],"DNN,":[128],"output":[131],"an":[133],"estimate":[134],"distribution.":[142],"results":[144],"show":[145],"that":[146,195,215],"model":[149],"can":[150],"reliable":[152],"shape":[153],"size":[155],"When":[157],"white":[158],"Gaussian":[159],"noise":[160],"with":[161],"signal-to-noise":[163],"ratio":[164],"30,":[166],"40":[167],"50":[169],"were":[170,216],"added":[171],"test":[173],"set,":[174],"structure":[178],"still":[179],"has":[180],"good":[181],"imaging":[182],"results,":[183],"proved":[185],"anti-noise":[187],"capability":[188],"network.":[191],"Furthermore,":[192],"network":[194],"was":[196],"data":[200,214],"sets,":[201],"would":[202],"be":[203],"applied":[204],"experimental":[213],"produced":[217],"after":[218],"preprocessing.":[219]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":21},{"year":2020,"cited_by_count":8}],"updated_date":"2026-05-05T06:06:40.768181","created_date":"2025-10-10T00:00:00"}
