{"id":"https://openalex.org/W3015656172","doi":"https://doi.org/10.1109/icassp40776.2020.9053855","title":"Learning Task-Based Analog-to-Digital Conversion for MIMO Receivers","display_name":"Learning Task-Based Analog-to-Digital Conversion for MIMO Receivers","publication_year":2020,"publication_date":"2020-04-09","ids":{"openalex":"https://openalex.org/W3015656172","doi":"https://doi.org/10.1109/icassp40776.2020.9053855","mag":"3015656172"},"language":"en","primary_location":{"id":"doi:10.1109/icassp40776.2020.9053855","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp40776.2020.9053855","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5012405763","display_name":"Nir Shlezinger","orcid":"https://orcid.org/0000-0003-2234-929X"},"institutions":[{"id":"https://openalex.org/I53964585","display_name":"Weizmann Institute of Science","ror":"https://ror.org/0316ej306","country_code":"IL","type":"education","lineage":["https://openalex.org/I53964585"]}],"countries":["IL"],"is_corresponding":true,"raw_author_name":"Nir Shlezinger","raw_affiliation_strings":["Math and CS Faculty, Weizmann Institute of Science, Rehovot, Israel"],"affiliations":[{"raw_affiliation_string":"Math and CS Faculty, Weizmann Institute of Science, Rehovot, Israel","institution_ids":["https://openalex.org/I53964585"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042985821","display_name":"Ruud J. G. van Sloun","orcid":"https://orcid.org/0000-0003-2845-0495"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Ruud J. G. van Sloun","raw_affiliation_strings":["EE Dpt., Eindhoven University of Technology, The Netherlands"],"affiliations":[{"raw_affiliation_string":"EE Dpt., Eindhoven University of Technology, The Netherlands","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067248600","display_name":"Iris A. M. Huijben","orcid":"https://orcid.org/0000-0002-2629-3898"},"institutions":[{"id":"https://openalex.org/I83019370","display_name":"Eindhoven University of Technology","ror":"https://ror.org/02c2kyt77","country_code":"NL","type":"education","lineage":["https://openalex.org/I83019370"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Iris A. M. Huijben","raw_affiliation_strings":["EE Dpt., Eindhoven University of Technology, The Netherlands"],"affiliations":[{"raw_affiliation_string":"EE Dpt., Eindhoven University of Technology, The Netherlands","institution_ids":["https://openalex.org/I83019370"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068489772","display_name":"Georgee Tsintsadze","orcid":null},"institutions":[{"id":"https://openalex.org/I53964585","display_name":"Weizmann Institute of Science","ror":"https://ror.org/0316ej306","country_code":"IL","type":"education","lineage":["https://openalex.org/I53964585"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Georgee Tsintsadze","raw_affiliation_strings":["Math and CS Faculty, Weizmann Institute of Science, Rehovot, Israel"],"affiliations":[{"raw_affiliation_string":"Math and CS Faculty, Weizmann Institute of Science, Rehovot, Israel","institution_ids":["https://openalex.org/I53964585"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005913897","display_name":"Yonina C. Eldar","orcid":"https://orcid.org/0000-0003-4358-5304"},"institutions":[{"id":"https://openalex.org/I53964585","display_name":"Weizmann Institute of Science","ror":"https://ror.org/0316ej306","country_code":"IL","type":"education","lineage":["https://openalex.org/I53964585"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Yonina C. Eldar","raw_affiliation_strings":["Math and CS Faculty, Weizmann Institute of Science, Rehovot, Israel"],"affiliations":[{"raw_affiliation_string":"Math and CS Faculty, Weizmann Institute of Science, Rehovot, Israel","institution_ids":["https://openalex.org/I53964585"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5012405763"],"corresponding_institution_ids":["https://openalex.org/I53964585"],"apc_list":null,"apc_paid":null,"fwci":1.2875,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.77609542,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"9125","last_page":"9129"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10323","display_name":"Analog and Mixed-Signal Circuit Design","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/T10323","display_name":"Analog and Mixed-Signal Circuit Design","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/T10187","display_name":"Radio Frequency Integrated Circuit Design","score":0.9972000122070312,"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/T11417","display_name":"Advancements in PLL and VCO Technologies","score":0.9969000220298767,"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/quantization","display_name":"Quantization (signal processing)","score":0.7743791937828064},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7072567939758301},{"id":"https://openalex.org/keywords/mimo","display_name":"MIMO","score":0.5644412636756897},{"id":"https://openalex.org/keywords/converters","display_name":"Converters","score":0.5046550035476685},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.4603237211704254},{"id":"https://openalex.org/keywords/analog-signal","display_name":"Analog signal","score":0.4368085563182831},{"id":"https://openalex.org/keywords/digital-signal-processing","display_name":"Digital signal processing","score":0.4366248548030853},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34538576006889343},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.3428959250450134},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.31333649158477783},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.2260531783103943},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.1783352792263031},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11073550581932068},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.10313895344734192},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.07478952407836914}],"concepts":[{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.7743791937828064},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7072567939758301},{"id":"https://openalex.org/C207987634","wikidata":"https://www.wikidata.org/wiki/Q176862","display_name":"MIMO","level":3,"score":0.5644412636756897},{"id":"https://openalex.org/C2778422915","wikidata":"https://www.wikidata.org/wiki/Q10302051","display_name":"Converters","level":3,"score":0.5046550035476685},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.4603237211704254},{"id":"https://openalex.org/C13412647","wikidata":"https://www.wikidata.org/wiki/Q174948","display_name":"Analog signal","level":3,"score":0.4368085563182831},{"id":"https://openalex.org/C84462506","wikidata":"https://www.wikidata.org/wiki/Q173142","display_name":"Digital signal processing","level":2,"score":0.4366248548030853},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34538576006889343},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.3428959250450134},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.31333649158477783},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.2260531783103943},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.1783352792263031},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11073550581932068},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.10313895344734192},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.07478952407836914},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"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/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/icassp40776.2020.9053855","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp40776.2020.9053855","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.tue.nl:openaire_cris_publications/1f88494d-333b-48f1-8c65-225bec2ccec8","is_oa":false,"landing_page_url":"https://research.tue.nl/en/publications/1f88494d-333b-48f1-8c65-225bec2ccec8","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Shlezinger, N, van Sloun, R J G, Huijben, I, Tsintsadze, G & Eldar, Y C 2020, Learning task-based analog-to-digital conversion for MIMO receivers. in 2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020 - Proceedings., 9053855, pp. 9125-9129, 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2020), Barcelona, Spain, 4/05/20. https://doi.org/10.1109/ICASSP40776.2020.9053855","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pure.tue.nl:publications/1f88494d-333b-48f1-8c65-225bec2ccec8","is_oa":false,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=85089243129&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4406922641","display_name":"TU/e Research Portal","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Shlezinger, N, van Sloun, R J G, Huijben, I, Tsintsadze, G & Eldar, Y C 2020, Learning task-based analog-to-digital conversion for MIMO receivers. in 2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020 - Proceedings., 9053855, pp. 9125-9129, 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2020), Barcelona, Spain, 4/05/20. https://doi.org/10.1109/ICASSP40776.2020.9053855","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:tue:oai:pure.tue.nl:publications/1f88494d-333b-48f1-8c65-225bec2ccec8","is_oa":false,"landing_page_url":"https://research.tue.nl/nl/publications/1f88494d-333b-48f1-8c65-225bec2ccec8","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020 - Proceedings, 9125 - 9129","raw_type":"info:eu-repo/semantics/conferencepaper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W649866511","https://openalex.org/W1522301498","https://openalex.org/W2074225934","https://openalex.org/W2091118421","https://openalex.org/W2099186079","https://openalex.org/W2134179788","https://openalex.org/W2163630896","https://openalex.org/W2195833401","https://openalex.org/W2615358882","https://openalex.org/W2785173750","https://openalex.org/W2893632430","https://openalex.org/W2900845709","https://openalex.org/W2902683700","https://openalex.org/W2946071064","https://openalex.org/W2946816606","https://openalex.org/W2962910706","https://openalex.org/W2964121744","https://openalex.org/W2964164354","https://openalex.org/W2970349268","https://openalex.org/W2975749214","https://openalex.org/W2977239647","https://openalex.org/W3041547232","https://openalex.org/W3104214777","https://openalex.org/W3106031576","https://openalex.org/W3120529131","https://openalex.org/W4229574485","https://openalex.org/W4288273743","https://openalex.org/W6631190155","https://openalex.org/W6762913823","https://openalex.org/W6767131003","https://openalex.org/W6780494588"],"related_works":["https://openalex.org/W631083485","https://openalex.org/W4313452936","https://openalex.org/W2097026685","https://openalex.org/W2795204252","https://openalex.org/W4210925376","https://openalex.org/W2132589294","https://openalex.org/W2377170855","https://openalex.org/W4366816533","https://openalex.org/W2168466824","https://openalex.org/W2060075354"],"abstract_inverted_index":{"Analog-to-digital":[0],"conversion":[1,12,39],"allows":[2],"physical":[3],"signals":[4,153],"to":[5,91,129,159,180,192],"be":[6,62,107],"processed":[7],"using":[8,32,44],"digital":[9,99,148,189],"hardware.":[10],"This":[11,38],"consists":[13],"of":[14,36,51,141,163],"two":[15],"stages:":[16],"Sampling,":[17],"which":[18,55,81,119,177],"maps":[19],"a":[20,33,84,97,113,161],"continuous-time":[21],"signal":[22,57,95],"into":[23,96],"discrete-time,":[24],"and":[25,60,69,117],"quantization,":[26],"i.e.,":[27],"representing":[28],"the":[29,52,56,103,127,139,172],"continuous-amplitude":[30],"quantities":[31],"finite":[34],"number":[35],"bits.":[37],"is":[40,58,178],"typically":[41],"carried":[42,109],"out":[43],"generic":[45],"uniform":[46,195],"mappings":[47,132],"that":[48,102,171],"are":[49,154],"ignorant":[50],"task":[53,105,140],"for":[54,115],"acquired,":[59],"can":[61,106],"costly":[63],"when":[64],"operating":[65,181],"in":[66,83,144,157],"high":[67],"rates":[68],"fine":[70],"resolutions.":[71],"In":[72],"this":[73],"work":[74],"we":[75],"design":[76],"task-oriented":[77],"analog-to-digital":[78],"converters":[79],"(ADCs)":[80],"operate":[82],"data-driven":[85],"manner,":[86],"namely":[87],"they":[88],"learn":[89,130],"how":[90],"map":[92],"an":[93],"analog":[94,152],"sampled":[98],"representation":[100,190],"such":[101],"system":[104,128],"efficiently":[108],"out.":[110],"We":[111,136],"propose":[112],"model":[114],"sampling":[116],"quantization":[118,183],"both":[120],"faithfully":[121],"represents":[122],"these":[123],"operations":[124],"while":[125,185],"allowing":[126],"non-uniform":[131],"from":[133],"training":[134],"data.":[135],"focus":[137],"on":[138],"symbol":[142],"detection":[143],"multiple-input":[145],"multiple-output":[146],"(MIMO)":[147],"receivers,":[149],"where":[150],"multiple":[151],"simultaneously":[155],"acquired":[156],"order":[158],"recover":[160],"set":[162],"discrete":[164],"information":[165],"symbols.":[166],"Our":[167],"numerical":[168],"results":[169],"demonstrate":[170],"proposed":[173],"approach":[174],"achieves":[175],"performance":[176],"comparable":[179],"without":[182],"constraints,":[184],"achieving":[186],"more":[187],"accurate":[188],"compared":[191],"utilizing":[193],"conventional":[194],"ADCs.":[196]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}