{"id":"https://openalex.org/W4406267147","doi":"https://doi.org/10.1109/vtc2024-fall63153.2024.10757574","title":"Sparse Recurrent Neural Network Architecture for Turbo Decoding in NextGen Communication Systems","display_name":"Sparse Recurrent Neural Network Architecture for Turbo Decoding in NextGen Communication Systems","publication_year":2024,"publication_date":"2024-10-07","ids":{"openalex":"https://openalex.org/W4406267147","doi":"https://doi.org/10.1109/vtc2024-fall63153.2024.10757574"},"language":"en","primary_location":{"id":"doi:10.1109/vtc2024-fall63153.2024.10757574","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtc2024-fall63153.2024.10757574","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 100th Vehicular Technology Conference (VTC2024-Fall)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5017241422","display_name":"Madhan Raj Kanagarathinam","orcid":"https://orcid.org/0000-0002-1167-7389"},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Madhan Raj Kanagarathinam","raw_affiliation_strings":["Samsung Research India Bangalore,Samsung Electronics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Research India Bangalore,Samsung Electronics","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014172274","display_name":"Swaraj Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Swaraj Kumar","raw_affiliation_strings":["Samsung Research India Bangalore,Samsung Electronics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Research India Bangalore,Samsung Electronics","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087560555","display_name":"Krishna M. Sivalingam","orcid":"https://orcid.org/0000-0001-8425-3432"},"institutions":[{"id":"https://openalex.org/I24676775","display_name":"Indian Institute of Technology Madras","ror":"https://ror.org/03v0r5n49","country_code":"IN","type":"education","lineage":["https://openalex.org/I24676775"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Krishna M. Sivalingam","raw_affiliation_strings":["Indian Institute of Technology Madras,Department of Computer Science and Engineering,Chennai,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indian Institute of Technology Madras,Department of Computer Science and Engineering,Chennai,India","institution_ids":["https://openalex.org/I24676775"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5115842321","display_name":"Richa Gaba","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Richa Gaba","raw_affiliation_strings":["Samsung Research India Bangalore,Samsung Electronics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung Research India Bangalore,Samsung Electronics","institution_ids":["https://openalex.org/I4210139030"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.3841425,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10125","display_name":"Advanced Wireless Communication Techniques","score":0.986299991607666,"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/T10125","display_name":"Advanced Wireless Communication Techniques","score":0.986299991607666,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9855999946594238,"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/T10232","display_name":"Optical Network Technologies","score":0.9807999730110168,"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":0.7317805886268616},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.5993422269821167},{"id":"https://openalex.org/keywords/turbo-code","display_name":"Turbo code","score":0.5046325922012329},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5045231580734253},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4202052652835846},{"id":"https://openalex.org/keywords/turbo","display_name":"Turbo","score":0.4194663465023041},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3680092692375183},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.19787004590034485},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12826037406921387}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7317805886268616},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.5993422269821167},{"id":"https://openalex.org/C114504821","wikidata":"https://www.wikidata.org/wiki/Q2164281","display_name":"Turbo code","level":3,"score":0.5046325922012329},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5045231580734253},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4202052652835846},{"id":"https://openalex.org/C2776240298","wikidata":"https://www.wikidata.org/wiki/Q1138513","display_name":"Turbo","level":2,"score":0.4194663465023041},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3680092692375183},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.19787004590034485},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12826037406921387},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C171146098","wikidata":"https://www.wikidata.org/wiki/Q124192","display_name":"Automotive engineering","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vtc2024-fall63153.2024.10757574","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtc2024-fall63153.2024.10757574","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 100th Vehicular Technology Conference (VTC2024-Fall)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2103764150","https://openalex.org/W2535923291","https://openalex.org/W2593195270","https://openalex.org/W4287740435","https://openalex.org/W2010424581","https://openalex.org/W2497042610","https://openalex.org/W2147600706","https://openalex.org/W2101836519","https://openalex.org/W2161351338","https://openalex.org/W2038503502"],"abstract_inverted_index":{"In":[0],"the":[1,39,55,90,104,115,121,125,140,156,172],"rapidly":[2],"advancing":[3],"domain":[4],"of":[5,48,58,89,106,114,124,142],"5G":[6,49,177],"communication":[7,28,99,180],"systems,":[8],"channel":[9],"decoding,":[10,13],"particularly":[11,169],"turbo":[12,143],"has":[14],"emerged":[15],"as":[16],"a":[17,60,84,110,147,160],"significantly":[18,148],"complex":[19],"challenge.":[20],"Turbo":[21],"decoding":[22,144],"is":[23],"an":[24],"essential":[25],"element":[26],"within":[27],"frameworks,":[29],"necessitating":[30],"both":[31],"efficiency":[32,94],"and":[33,43,95,108,145,163,178],"rapid":[34],"processing":[35],"to":[36,38,69,118,155],"cater":[37],"demanding":[40],"data":[41],"rates":[42],"stringent":[44],"low":[45],"latency":[46],"requirements":[47],"networks.":[50],"This":[51,152],"paper":[52],"focuses":[53],"on":[54],"unique":[56],"contributions":[57],"employing":[59],"Sparse":[61],"Recurrent":[62],"Neural":[63],"Network":[64],"(SRNN)":[65],"architecture,":[66],"leveraging":[67],"sparsity":[68,107],"reduce":[70,120],"computational":[71,122,150],"load":[72,123],"while":[73],"maintaining":[74],"high":[75],"performance":[76],"significantly.":[77],"Unlike":[78],"existing":[79,135],"approaches,":[80],"our":[81,131],"method":[82],"introduces":[83],"novel":[85],"piece-wise":[86,111],"linear":[87,112],"approximation":[88,113],"activation":[91,116],"function,":[92],"enhancing":[93],"scalability":[96],"for":[97,171],"NextGen":[98],"systems.":[100],"Our":[101],"approach":[102],"leverages":[103],"principles":[105],"employs":[109],"function":[117],"markedly":[119],"turbo-decoding":[126,167],"process.Comprehensive":[127],"evaluations":[128],"demonstrate":[129],"that":[130],"RNN":[132],"architecture":[133],"outperforms":[134],"deep":[136],"learning":[137],"models":[138],"in":[139],"context":[141],"with":[146],"lower":[149],"footprint.":[151],"research":[153],"contributes":[154],"field":[157],"by":[158],"providing":[159],"scalable,":[161],"efficient,":[162],"less":[164],"computationally":[165],"intensive":[166],"method,":[168],"suited":[170],"next-generation":[173],"cloud":[174],"systems":[175],"underlying":[176],"beyond":[179],"technologies.":[181]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}