{"id":"https://openalex.org/W4406861289","doi":"https://doi.org/10.1109/cscn63874.2024.10849750","title":"On the use of AI for 6G Signal Decoding in DVB \u2013 S.2 Applications","display_name":"On the use of AI for 6G Signal Decoding in DVB \u2013 S.2 Applications","publication_year":2024,"publication_date":"2024-11-25","ids":{"openalex":"https://openalex.org/W4406861289","doi":"https://doi.org/10.1109/cscn63874.2024.10849750"},"language":"en","primary_location":{"id":"doi:10.1109/cscn63874.2024.10849750","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscn63874.2024.10849750","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Conference on Standards for Communications and Networking (CSCN)","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/A5116047633","display_name":"Andreani Christopoulou","orcid":null},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Andreani Christopoulou","raw_affiliation_strings":["University of Thessaly,Dept. of Digital Systems,Larissa,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Thessaly,Dept. of Digital Systems,Larissa,Greece","institution_ids":["https://openalex.org/I145722265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082227059","display_name":"Costas Chaikalis","orcid":"https://orcid.org/0000-0002-3761-5178"},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Costas Chaikalis","raw_affiliation_strings":["University of Thessaly,Dept. of Digital Systems,Larissa,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Thessaly,Dept. of Digital Systems,Larissa,Greece","institution_ids":["https://openalex.org/I145722265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062791654","display_name":"Dimitrios Kosmanos","orcid":"https://orcid.org/0000-0001-9677-8594"},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitrios Kosmanos","raw_affiliation_strings":["University of Thessaly,Dept. of Digital Systems,Larissa,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Thessaly,Dept. of Digital Systems,Larissa,Greece","institution_ids":["https://openalex.org/I145722265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057885963","display_name":"Apostolos Xenakis","orcid":"https://orcid.org/0000-0002-7300-7380"},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Apostolos Xenakis","raw_affiliation_strings":["University of Thessaly,Dept. of Digital Systems,Larissa,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Thessaly,Dept. of Digital Systems,Larissa,Greece","institution_ids":["https://openalex.org/I145722265"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077616678","display_name":"Periklis Chatzimisios","orcid":"https://orcid.org/0000-0003-2366-1365"},"institutions":[{"id":"https://openalex.org/I183898223","display_name":"International Hellenic University","ror":"https://ror.org/00708jp83","country_code":"GR","type":"education","lineage":["https://openalex.org/I183898223"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Periklis Chatzimisios","raw_affiliation_strings":["International Hellenic University,Thessaloniki,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Hellenic University,Thessaloniki,Greece","institution_ids":["https://openalex.org/I183898223"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"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":0.36969966,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"202","last_page":"207"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/decoding-methods","display_name":"Decoding methods","score":0.8120619058609009},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.648004412651062},{"id":"https://openalex.org/keywords/digital-video-broadcasting","display_name":"Digital Video Broadcasting","score":0.6359562277793884},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.5119041204452515},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.43445613980293274}],"concepts":[{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.8120619058609009},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.648004412651062},{"id":"https://openalex.org/C551482933","wikidata":"https://www.wikidata.org/wiki/Q178562","display_name":"Digital Video Broadcasting","level":2,"score":0.6359562277793884},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.5119041204452515},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.43445613980293274},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cscn63874.2024.10849750","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscn63874.2024.10849750","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Conference on Standards for Communications and Networking (CSCN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W1597836871","https://openalex.org/W2103496339","https://openalex.org/W2128145324","https://openalex.org/W2128765501","https://openalex.org/W2343448572","https://openalex.org/W2736402963","https://openalex.org/W2963408536","https://openalex.org/W3011944543","https://openalex.org/W3014127772","https://openalex.org/W3036302532","https://openalex.org/W4206158311","https://openalex.org/W4210677614","https://openalex.org/W4210948298","https://openalex.org/W4393146749","https://openalex.org/W6630347795"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0],"use":[1,45,148],"of":[2,17,46,77,97,149,167],"Artificial":[3],"Intelligence":[4],"(AI)":[5],"techniques":[6],"and":[7,41,60,79,90,137,172],"algorithms":[8],"increases":[9],"the":[10,23,44,55,132,143,147,165],"last":[11],"few":[12],"years":[13],"at":[14,54,84],"all":[15,98],"layers":[16],"wireless":[18],"signal":[19],"processing":[20],"chain,":[21],"paving":[22],"path":[24],"towards":[25],"$6^{\\text":[26],"{th":[27],"}}$":[28],"Generation":[29],"(6":[30],"G)":[31],"networks.":[32],"In":[33],"this":[34],"work,":[35],"we":[36,42,116],"focus":[37],"on":[38,175],"physical":[39,85],"layer":[40,120],"examine":[43,117],"Log":[47],"\u2013":[48,57,68,109,113,139],"Likelihood":[49],"Ratio":[50],"Neural":[51,105],"Network":[52,106],"(LLRNnet),":[53],"well":[56],"known":[58],"decoding":[59,103,154],"demodulation":[61],"receiver":[62],"processes.":[63],"Digital":[64],"Video":[65],"Broadcasting":[66],"(DVB)":[67],"S.":[69],"2":[70,134],"Satellite":[71],"communications":[72],"standard":[73],"covers":[74],"a":[75,152],"variety":[76],"modulation":[78,168],"channel":[80],"coding":[81,170],"rates":[82],"combinations":[83,100],"layer.":[86],"Our":[87,122],"work":[88],"analyzes":[89],"compares":[91],"Packet":[92],"Error":[93],"Rate":[94],"(PER)":[95],"performance":[96],"these":[99],"for":[101,126],"three":[102],"options:":[104],"(NN),":[107],"log":[108,112,138],"MAP,":[110],"max":[111],"MAP.":[114],"Additionally,":[115],"3":[118],"hidden":[119],"sizes.":[121],"analysis":[123],"shows":[124],"that":[125],"16":[127],"simulation":[128],"scenarios":[129],"derived":[130],"from":[131],"DVB\u2013S.":[133],"standard,":[135],"NN":[136,150,173],"MAP":[140],"exhibit":[141],"nearly":[142],"same":[144],"PER,":[145],"verifying":[146],"as":[151,159],"potential":[153],"option":[155],"with":[156],"negligible":[157],"loss,":[158],"compared":[160],"to":[161],"traditional":[162],"options.":[163],"Finally,":[164],"effect":[166],"scheme,":[169],"rate":[171],"size":[174],"PER":[176],"is":[177],"investigated.":[178]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
