{"id":"https://openalex.org/W4388118090","doi":"https://doi.org/10.23919/eusipco58844.2023.10289770","title":"Learning to Precode for Integrated Sensing and Communication Systems","display_name":"Learning to Precode for Integrated Sensing and Communication Systems","publication_year":2023,"publication_date":"2023-09-04","ids":{"openalex":"https://openalex.org/W4388118090","doi":"https://doi.org/10.23919/eusipco58844.2023.10289770"},"language":"en","primary_location":{"id":"doi:10.23919/eusipco58844.2023.10289770","is_oa":false,"landing_page_url":"https://doi.org/10.23919/eusipco58844.2023.10289770","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 31st European Signal Processing Conference (EUSIPCO)","raw_type":"proceedings-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/A5067731152","display_name":"R. S. Prasobh Sankar","orcid":"https://orcid.org/0000-0002-5907-5897"},"institutions":[{"id":"https://openalex.org/I59270414","display_name":"Indian Institute of Science Bangalore","ror":"https://ror.org/04dese585","country_code":"IN","type":"education","lineage":["https://openalex.org/I59270414"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"R.S. Prasobh Sankar","raw_affiliation_strings":["Indian Institute of Science,Bengaluru,India","Indian Institute of Science, Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indian Institute of Science,Bengaluru,India","institution_ids":["https://openalex.org/I59270414"]},{"raw_affiliation_string":"Indian Institute of Science, Bengaluru, India","institution_ids":["https://openalex.org/I59270414"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020830763","display_name":"Sidharth S. Nair","orcid":null},"institutions":[{"id":"https://openalex.org/I59270414","display_name":"Indian Institute of Science Bangalore","ror":"https://ror.org/04dese585","country_code":"IN","type":"education","lineage":["https://openalex.org/I59270414"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sidharth S. Nair","raw_affiliation_strings":["Indian Institute of Science,Bengaluru,India","Indian Institute of Science, Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indian Institute of Science,Bengaluru,India","institution_ids":["https://openalex.org/I59270414"]},{"raw_affiliation_string":"Indian Institute of Science, Bengaluru, India","institution_ids":["https://openalex.org/I59270414"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063295986","display_name":"Siddhant Doshi","orcid":"https://orcid.org/0009-0007-7457-4938"},"institutions":[{"id":"https://openalex.org/I59270414","display_name":"Indian Institute of Science Bangalore","ror":"https://ror.org/04dese585","country_code":"IN","type":"education","lineage":["https://openalex.org/I59270414"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Siddhant Doshi","raw_affiliation_strings":["Indian Institute of Science,Bengaluru,India","Indian Institute of Science, Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indian Institute of Science,Bengaluru,India","institution_ids":["https://openalex.org/I59270414"]},{"raw_affiliation_string":"Indian Institute of Science, Bengaluru, India","institution_ids":["https://openalex.org/I59270414"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015585417","display_name":"Sundeep Prabhakar Chepuri","orcid":"https://orcid.org/0000-0002-0429-6588"},"institutions":[{"id":"https://openalex.org/I59270414","display_name":"Indian Institute of Science Bangalore","ror":"https://ror.org/04dese585","country_code":"IN","type":"education","lineage":["https://openalex.org/I59270414"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sundeep Prabhakar Chepuri","raw_affiliation_strings":["Indian Institute of Science,Bengaluru,India","Indian Institute of Science, Bengaluru, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indian Institute of Science,Bengaluru,India","institution_ids":["https://openalex.org/I59270414"]},{"raw_affiliation_string":"Indian Institute of Science, Bengaluru, India","institution_ids":["https://openalex.org/I59270414"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I59270414"],"apc_list":null,"apc_paid":null,"fwci":4.4047,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.94509728,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"695","last_page":"699"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10891","display_name":"Radar Systems and Signal Processing","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10891","display_name":"Radar Systems and Signal Processing","score":0.9998999834060669,"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/T10931","display_name":"Direction-of-Arrival Estimation Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9991999864578247,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7609713077545166},{"id":"https://openalex.org/keywords/parameterized-complexity","display_name":"Parameterized complexity","score":0.6827819347381592},{"id":"https://openalex.org/keywords/telecommunications-link","display_name":"Telecommunications link","score":0.6448701024055481},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6422666311264038},{"id":"https://openalex.org/keywords/transmitter-power-output","display_name":"Transmitter power output","score":0.5770981311798096},{"id":"https://openalex.org/keywords/interference","display_name":"Interference (communication)","score":0.5624696612358093},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5555656552314758},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.5012240409851074},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4968700706958771},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.4802584946155548},{"id":"https://openalex.org/keywords/signal-to-noise-ratio","display_name":"Signal-to-noise ratio (imaging)","score":0.4647855758666992},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.4118344187736511},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38990673422813416},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.37388521432876587},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34513741731643677},{"id":"https://openalex.org/keywords/transmitter","display_name":"Transmitter","score":0.23467546701431274},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.16104289889335632},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.07555985450744629}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7609713077545166},{"id":"https://openalex.org/C165464430","wikidata":"https://www.wikidata.org/wiki/Q1570441","display_name":"Parameterized complexity","level":2,"score":0.6827819347381592},{"id":"https://openalex.org/C138660444","wikidata":"https://www.wikidata.org/wiki/Q5607897","display_name":"Telecommunications link","level":2,"score":0.6448701024055481},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6422666311264038},{"id":"https://openalex.org/C65422117","wikidata":"https://www.wikidata.org/wiki/Q358527","display_name":"Transmitter power output","level":4,"score":0.5770981311798096},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.5624696612358093},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5555656552314758},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.5012240409851074},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4968700706958771},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.4802584946155548},{"id":"https://openalex.org/C13944312","wikidata":"https://www.wikidata.org/wiki/Q7512748","display_name":"Signal-to-noise ratio (imaging)","level":2,"score":0.4647855758666992},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.4118344187736511},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38990673422813416},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.37388521432876587},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34513741731643677},{"id":"https://openalex.org/C47798520","wikidata":"https://www.wikidata.org/wiki/Q190157","display_name":"Transmitter","level":3,"score":0.23467546701431274},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.16104289889335632},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.07555985450744629},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.23919/eusipco58844.2023.10289770","is_oa":false,"landing_page_url":"https://doi.org/10.23919/eusipco58844.2023.10289770","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 31st European Signal Processing Conference (EUSIPCO)","raw_type":"proceedings-article"},{"id":"pmh:oai::83801","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401429","display_name":"ePrints@IISc (Indian Institute of Science)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I59270414","host_organization_name":"Indian Institute of Science Bangalore","host_organization_lineage":["https://openalex.org/I59270414"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320325255","display_name":"Ministry of Electronics and Information technology","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2137983211","https://openalex.org/W2155951048","https://openalex.org/W2616867685","https://openalex.org/W2997109520","https://openalex.org/W3038047043","https://openalex.org/W3160036209","https://openalex.org/W3194620979","https://openalex.org/W4308166930","https://openalex.org/W4361801952","https://openalex.org/W4386824700","https://openalex.org/W6795236809","https://openalex.org/W6839572423","https://openalex.org/W6846976691"],"related_works":["https://openalex.org/W2171811389","https://openalex.org/W2169192185","https://openalex.org/W2103590590","https://openalex.org/W2515629000","https://openalex.org/W1598441350","https://openalex.org/W1539117866","https://openalex.org/W2013230419","https://openalex.org/W2041837101","https://openalex.org/W2274777105","https://openalex.org/W4372349176"],"abstract_inverted_index":{"In":[0],"this":[1,64],"paper,":[2],"we":[3,60,77,99],"present":[4],"an":[5],"unsupervised":[6],"learning":[7,42],"neural":[8,68,74],"model":[9],"to":[10,21,62,89],"design":[11],"transmit":[12,43],"precoders":[13,44],"for":[14,35],"integrated":[15],"sensing":[16],"and":[17,48,59,93,120],"communication":[18],"(ISAC)":[19],"systems":[20],"maximize":[22],"the":[23,37,73,85,91,102],"worst-case":[24],"target":[25],"illumination":[26],"power":[27,94],"while":[28,115],"ensuring":[29],"a":[30,54,67,79],"minimum":[31],"signal-to-interference-plus-noise":[32],"ratio":[33],"(SINR)":[34],"all":[36],"users.":[38],"The":[39],"problem":[40,58],"of":[41,111],"from":[45],"uplink":[46],"pilots":[47],"echoes":[49],"can":[50],"be":[51],"viewed":[52],"as":[53],"parameterized":[55],"function":[56,65,82],"estimation":[57,113],"propose":[61],"learn":[63,72],"using":[66],"network":[69,75],"model.":[70],"To":[71],"parameters,":[76],"develop":[78],"novel":[80],"loss":[81],"based":[83],"on":[84],"first-order":[86],"optimality":[87],"conditions":[88,126],"incorporate":[90],"SINR":[92],"constraints.":[95],"Through":[96],"numerical":[97],"simulations,":[98],"demonstrate":[100],"that":[101,127],"proposed":[103],"method":[104],"outperforms":[105],"traditional":[106],"optimization-based":[107],"methods":[108],"in":[109],"presence":[110],"channel":[112,125],"errors":[114],"incurring":[116],"lesser":[117],"computational":[118],"complexity":[119],"generalizing":[121],"well":[122],"across":[123],"different":[124],"were":[128],"not":[129],"shown":[130],"during":[131],"training.":[132]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}