{"id":"https://openalex.org/W4397026137","doi":"https://doi.org/10.1109/lwc.2024.3402398","title":"ISAC Receiver Design: A Learning-Based Two-Stage Joint Data-and-Target Parameter Estimation","display_name":"ISAC Receiver Design: A Learning-Based Two-Stage Joint Data-and-Target Parameter Estimation","publication_year":2024,"publication_date":"2024-05-17","ids":{"openalex":"https://openalex.org/W4397026137","doi":"https://doi.org/10.1109/lwc.2024.3402398"},"language":"en","primary_location":{"id":"doi:10.1109/lwc.2024.3402398","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lwc.2024.3402398","pdf_url":null,"source":{"id":"https://openalex.org/S2500830676","display_name":"IEEE Wireless Communications Letters","issn_l":"2162-2337","issn":["2162-2337","2162-2345"],"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 Wireless Communications Letters","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://discovery.ucl.ac.uk/10192804/1/ISAC_Receiver_Design_A_Learning-Based_Two-Stage_Joint_Data-and-Target_Parameter_Estimation.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103091424","display_name":"Jiaming Hu","orcid":"https://orcid.org/0009-0005-5323-207X"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jiaming Hu","raw_affiliation_strings":["Electronic and Electrical Engineering Department, University College London, London, U.K"],"raw_orcid":"https://orcid.org/0009-0005-5323-207X","affiliations":[{"raw_affiliation_string":"Electronic and Electrical Engineering Department, University College London, London, U.K","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024706112","display_name":"Iman Valiulahi","orcid":"https://orcid.org/0000-0002-8932-5172"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Iman Valiulahi","raw_affiliation_strings":["Electronic and Electrical Engineering Department, University College London, London, U.K"],"raw_orcid":"https://orcid.org/0000-0002-8932-5172","affiliations":[{"raw_affiliation_string":"Electronic and Electrical Engineering Department, University College London, London, U.K","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030334551","display_name":"Christos Masouros","orcid":"https://orcid.org/0000-0002-8259-6615"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Christos Masouros","raw_affiliation_strings":["Electronic and Electrical Engineering Department, University College London, London, U.K"],"raw_orcid":"https://orcid.org/0000-0002-8259-6615","affiliations":[{"raw_affiliation_string":"Electronic and Electrical Engineering Department, University College London, London, U.K","institution_ids":["https://openalex.org/I45129253"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I45129253"],"apc_list":null,"apc_paid":null,"fwci":4.8898,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.95582203,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"13","issue":"8","first_page":"2105","last_page":"2109"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10711","display_name":"Target Tracking and Data Fusion in Sensor Networks","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10711","display_name":"Target Tracking and Data Fusion in Sensor Networks","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10891","display_name":"Radar Systems and Signal Processing","score":0.9993000030517578,"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/T11038","display_name":"Advanced SAR Imaging Techniques","score":0.9993000030517578,"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/computer-science","display_name":"Computer science","score":0.7496974468231201},{"id":"https://openalex.org/keywords/joint","display_name":"Joint (building)","score":0.6968851685523987},{"id":"https://openalex.org/keywords/stage","display_name":"Stage (stratigraphy)","score":0.5609411597251892},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.4891345798969269},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4341288208961487},{"id":"https://openalex.org/keywords/estimation-theory","display_name":"Estimation theory","score":0.4227920472621918},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4211500287055969},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.416584312915802},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2449105679988861},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11338862776756287},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.06744053959846497}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7496974468231201},{"id":"https://openalex.org/C18555067","wikidata":"https://www.wikidata.org/wiki/Q8375051","display_name":"Joint (building)","level":2,"score":0.6968851685523987},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.5609411597251892},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.4891345798969269},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4341288208961487},{"id":"https://openalex.org/C167928553","wikidata":"https://www.wikidata.org/wiki/Q1376021","display_name":"Estimation theory","level":2,"score":0.4227920472621918},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4211500287055969},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.416584312915802},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2449105679988861},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11338862776756287},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.06744053959846497},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C170154142","wikidata":"https://www.wikidata.org/wiki/Q150737","display_name":"Architectural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"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":2,"locations":[{"id":"doi:10.1109/lwc.2024.3402398","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lwc.2024.3402398","pdf_url":null,"source":{"id":"https://openalex.org/S2500830676","display_name":"IEEE Wireless Communications Letters","issn_l":"2162-2337","issn":["2162-2337","2162-2345"],"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 Wireless Communications Letters","raw_type":"journal-article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10192804","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10192804/","pdf_url":"https://discovery.ucl.ac.uk/10192804/1/ISAC_Receiver_Design_A_Learning-Based_Two-Stage_Joint_Data-and-Target_Parameter_Estimation.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Wireless Communications Letters (2024) (In press).","raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10192804","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10192804/","pdf_url":"https://discovery.ucl.ac.uk/10192804/1/ISAC_Receiver_Design_A_Learning-Based_Two-Stage_Joint_Data-and-Target_Parameter_Estimation.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Wireless Communications Letters (2024) (In press).","raw_type":"Article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4727733333","display_name":"Transmission Channels Measurements and Communication System Design for Future MM-wave Communications (mm Wave TRACCS)","funder_award_id":"EP/W026252/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G5771807333","display_name":null,"funder_award_id":"EP/W026252/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4397026137.pdf","grobid_xml":"https://content.openalex.org/works/W4397026137.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W2104845315","https://openalex.org/W2113638573","https://openalex.org/W2786361328","https://openalex.org/W2897198085","https://openalex.org/W3010057495","https://openalex.org/W3010768098","https://openalex.org/W3015974384","https://openalex.org/W3195874288","https://openalex.org/W3200820186","https://openalex.org/W4221165631","https://openalex.org/W4226124666","https://openalex.org/W4297094454","https://openalex.org/W4306955484","https://openalex.org/W4385245566","https://openalex.org/W4386113313","https://openalex.org/W4391021672","https://openalex.org/W4402159716","https://openalex.org/W6762945437","https://openalex.org/W6774776664","https://openalex.org/W6860406868"],"related_works":["https://openalex.org/W2329386257","https://openalex.org/W2503350049","https://openalex.org/W2397616145","https://openalex.org/W2397320258","https://openalex.org/W1996130883","https://openalex.org/W2748574964","https://openalex.org/W4324058133","https://openalex.org/W648618910","https://openalex.org/W4393624937","https://openalex.org/W2576994247"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"a":[3,45,52,95],"deep":[4],"neural":[5],"network":[6],"Transformer-based":[7],"sliding":[8,53],"symbol":[9],"detection":[10,61],"for":[11,99],"integrated":[12],"sensing":[13],"and":[14,36,48,88,133,158],"communications":[15],"(ISAC)":[16],"in":[17,59],"Single-Input-Multiple-Output":[18],"Orthogonal":[19],"Frequency":[20],"Division":[21],"Multiplexing":[22],"(SIMO-OFDM)":[23],"systems.":[24],"The":[25],"ISAC":[26],"receiver":[27,47],"design":[28,44],"aims":[29],"to":[30,115,128,162],"both":[31,83],"detect":[32],"communication":[33],"data":[34],"symbols":[35,117],"estimate":[37],"the":[38,70,100,106,116,124,151,160],"target":[39],"parameters":[40,102],"simultaneously.":[41],"Accordingly,":[42],"we":[43,49],"learning-based":[46],"prove":[50],"that":[51,123,148],"Transformer":[54,149],"(STransformer)":[55],"offers":[56],"robust":[57,127],"performance":[58],"signal":[60],"tasks":[62],"with":[63,69,140,155,166],"much":[64],"less":[65],"training":[66,157],"required":[67],"compared":[68],"conventional":[71,152],"Sliding":[72],"Bidirectional":[73],"Recurrent":[74],"Neural":[75],"Network":[76],"(SBRNN).":[77],"For":[78],"radar":[79],"channel":[80,107,130],"parameter":[81],"estimation,":[82],"angle":[84],"of":[85],"arrival":[86],"(AOA)":[87],"time":[89],"delay":[90],"(TD)":[91],"are":[92,136],"estimated":[93,109],"through":[94,110],"two-step":[96],"estimation.":[97],"Analysis":[98],"two":[101],"is":[103,126],"based":[104],"on":[105],"matrix":[108],"Least":[111],"Square":[112],"(LS)":[113],"according":[114],"previously":[118],"detected.":[119],"Our":[120],"simulations":[121],"show":[122,147],"model":[125,154],"various":[129],"conditions":[131],"tested":[132],"all":[134],"trainings":[135],"done":[137],"from":[138],"scratch":[139],"only":[141],"one":[142],"epoch":[143],"required.":[144],"We":[145],"further":[146],"outperforms":[150],"RNN-based":[153],"limited":[156],"has":[159],"potential":[161],"replace":[163],"RNN":[164],"models":[165],"better":[167],"performance.":[168]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":3}],"updated_date":"2026-07-19T07:52:34.831488","created_date":"2025-10-10T00:00:00"}
