{"id":"https://openalex.org/W4385695852","doi":"https://doi.org/10.1109/tgrs.2023.3303572","title":"Push the Generalization Limitation of Learning Approaches by Multidomain Weight-Sharing for Full-Wave Inverse Scattering","display_name":"Push the Generalization Limitation of Learning Approaches by Multidomain Weight-Sharing for Full-Wave Inverse Scattering","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4385695852","doi":"https://doi.org/10.1109/tgrs.2023.3303572"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2023.3303572","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2023.3303572","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/A5100706499","display_name":"Yusong Wang","orcid":"https://orcid.org/0000-0002-9772-6400"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yusong Wang","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101460179","display_name":"Zheng Zong","orcid":"https://orcid.org/0000-0002-3516-0261"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Zong","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101559986","display_name":"Siyuan He","orcid":"https://orcid.org/0000-0002-9393-9812"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyuan He","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082889047","display_name":"Rencheng Song","orcid":"https://orcid.org/0000-0001-7760-7562"},"institutions":[{"id":"https://openalex.org/I16365422","display_name":"Hefei University of Technology","ror":"https://ror.org/02czkny70","country_code":"CN","type":"education","lineage":["https://openalex.org/I16365422"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rencheng Song","raw_affiliation_strings":["Department of Biomedical Engineering and the Anhui Province Key Laboratory of Measuring Theory and Precision Instrument, Hefei University of Technology, Hefei, China","Department of Biomedical Engineering, China"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering and the Anhui Province Key Laboratory of Measuring Theory and Precision Instrument, Hefei University of Technology, Hefei, China","institution_ids":["https://openalex.org/I16365422"]},{"raw_affiliation_string":"Department of Biomedical Engineering, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074289048","display_name":"Zhun Wei","orcid":"https://orcid.org/0000-0002-8699-3749"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhun Wei","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100706499"],"corresponding_institution_ids":["https://openalex.org/I76130692"],"apc_list":null,"apc_paid":null,"fwci":1.5733,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.81752751,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"61","issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11739","display_name":"Microwave Imaging and Scattering Analysis","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T11739","display_name":"Microwave Imaging and Scattering Analysis","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T10739","display_name":"Electromagnetic Scattering and Analysis","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11609","display_name":"Geophysical Methods and Applications","score":0.9993000030517578,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.7420244812965393},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7301743030548096},{"id":"https://openalex.org/keywords/inverse-problem","display_name":"Inverse problem","score":0.5436379909515381},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4750283360481262},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4748566150665283},{"id":"https://openalex.org/keywords/inverse","display_name":"Inverse","score":0.4523490369319916},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.44992291927337646},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.43994614481925964},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.43121200799942017},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.42813605070114136},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37743738293647766},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3416494131088257},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1689002811908722},{"id":"https://openalex.org/keywords/mathematical-analysis","display_name":"Mathematical analysis","score":0.1011103093624115},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08067449927330017}],"concepts":[{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.7420244812965393},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7301743030548096},{"id":"https://openalex.org/C135252773","wikidata":"https://www.wikidata.org/wiki/Q1567213","display_name":"Inverse problem","level":2,"score":0.5436379909515381},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4750283360481262},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4748566150665283},{"id":"https://openalex.org/C207467116","wikidata":"https://www.wikidata.org/wiki/Q4385666","display_name":"Inverse","level":2,"score":0.4523490369319916},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.44992291927337646},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.43994614481925964},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.43121200799942017},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.42813605070114136},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37743738293647766},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3416494131088257},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1689002811908722},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.1011103093624115},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08067449927330017},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.0},{"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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2023.3303572","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2023.3303572","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":[],"awards":[{"id":"https://openalex.org/G3099056790","display_name":null,"funder_award_id":"LZ23F010005","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G8175293242","display_name":null,"funder_award_id":"2022ZD0117802","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8554226081","display_name":null,"funder_award_id":"62101484","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"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W1976167032","https://openalex.org/W1993854684","https://openalex.org/W2018446638","https://openalex.org/W2035489376","https://openalex.org/W2087077577","https://openalex.org/W2094322451","https://openalex.org/W2113481361","https://openalex.org/W2119676195","https://openalex.org/W2133665775","https://openalex.org/W2144559213","https://openalex.org/W2150105673","https://openalex.org/W2560757865","https://openalex.org/W2766613132","https://openalex.org/W2800441593","https://openalex.org/W2894120608","https://openalex.org/W2918772560","https://openalex.org/W2944721402","https://openalex.org/W2946569826","https://openalex.org/W2949076167","https://openalex.org/W2955306557","https://openalex.org/W2963073614","https://openalex.org/W2981014499","https://openalex.org/W2982501796","https://openalex.org/W3004529301","https://openalex.org/W3018733595","https://openalex.org/W3033137211","https://openalex.org/W3035221013","https://openalex.org/W3042203856","https://openalex.org/W3081441254","https://openalex.org/W3092120360","https://openalex.org/W3094168259","https://openalex.org/W3156542780","https://openalex.org/W3164476548","https://openalex.org/W3165809002","https://openalex.org/W3174707381","https://openalex.org/W3183726378","https://openalex.org/W3188571984","https://openalex.org/W3200162342","https://openalex.org/W3201692902","https://openalex.org/W3215874050","https://openalex.org/W4200227946","https://openalex.org/W4213362499","https://openalex.org/W4220808041","https://openalex.org/W4225473813","https://openalex.org/W4226337946","https://openalex.org/W4285291722","https://openalex.org/W4290715049","https://openalex.org/W4310854320","https://openalex.org/W4312552085","https://openalex.org/W4321021532","https://openalex.org/W4322490774","https://openalex.org/W4322730767"],"related_works":["https://openalex.org/W2371138613","https://openalex.org/W2048963458","https://openalex.org/W43109613","https://openalex.org/W2359952343","https://openalex.org/W2080152487","https://openalex.org/W2331917905","https://openalex.org/W2582825692","https://openalex.org/W2882388519","https://openalex.org/W3155039083","https://openalex.org/W1970914699"],"abstract_inverted_index":{"Recently,":[0],"deep":[1],"learning":[2,66],"approaches":[3,67],"have":[4],"shown":[5,120],"their":[6],"advantages":[7],"on":[8],"solving":[9],"scientific":[10],"problems":[11],"including":[12],"full-wave":[13],"nonlinear":[14],"inverse":[15,57],"problems.":[16],"However,":[17],"these":[18],"data-driven":[19],"methods":[20],"face":[21],"severe":[22],"problems,":[23,59],"especially":[24],"about":[25],"the":[26,32,62,76,100,112,132,137,141],"low":[27],"generalization":[28,63],"ability,":[29],"which":[30,60],"means":[31],"trained":[33],"models":[34],"only":[35],"work":[36],"for":[37,56,68],"scenarios":[38],"with":[39,157],"similar":[40],"training":[41],"data":[42],"and":[43,71,92,106,124,129,161],"physical":[44,81],"setups.":[45,117],"In":[46],"this":[47],"work,":[48],"we":[49],"propose":[50],"a":[51,80],"multi-domain":[52],"weight-sharing":[53,97,143],"method":[54],"(MDWS)":[55],"scattering":[58],"increases":[61],"ability":[64],"of":[65,83],"both":[69,127],"data-based":[70],"physical-based":[72],"out-of-range":[73],"tests.":[74],"Specifically,":[75],"proposed":[77,133,142],"MDWS":[78,134],"utilizes":[79],"layer":[82],"Green\u2019s":[84],"function":[85],"to":[86,110,150],"transform":[87],"between":[88],"induced":[89],"current":[90],"domain":[91],"electrical":[93],"field":[94],"domain,":[95],"where":[96],"blocks":[98],"having":[99],"same":[101],"weights":[102],"in":[103,154],"different":[104],"incidences":[105],"stages":[107],"are":[108],"used":[109],"decouple":[111],"network":[113],"structure":[114],"from":[115],"measurement":[116],"It":[118],"is":[119],"by":[121],"intensive":[122],"numerical":[123],"experimental":[125],"tests":[126],"qualitatively":[128],"quantitatively":[130],"that":[131],"apparently":[135],"outperforms":[136],"benchmarked":[138],"method.":[139],"Further,":[140],"architecture":[144],"also":[145],"provides":[146],"an":[147],"efficient":[148],"way":[149],"build":[151],"large":[152],"model":[153],"electromagnetic":[155],"society":[156],"much":[158],"less":[159],"memory":[160],"computational":[162],"cost.":[163]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
