{"id":"https://openalex.org/W4393380336","doi":"https://doi.org/10.1109/ieeeconf59524.2023.10476985","title":"A Hardware-Oriented QAM Demodulation Method Driven by AW-SOM Machine Learning","display_name":"A Hardware-Oriented QAM Demodulation Method Driven by AW-SOM Machine Learning","publication_year":2023,"publication_date":"2023-10-29","ids":{"openalex":"https://openalex.org/W4393380336","doi":"https://doi.org/10.1109/ieeeconf59524.2023.10476985"},"language":"en","primary_location":{"id":"doi:10.1109/ieeeconf59524.2023.10476985","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ieeeconf59524.2023.10476985","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 57th Asilomar Conference on Signals, Systems, and Computers","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/A5055130345","display_name":"Lorenzo Canese","orcid":"https://orcid.org/0000-0002-7859-5150"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Lorenzo Canese","raw_affiliation_strings":["Tor Vergata University of Rome,Department of Electronic Engineering,Rome,Italy","Department of Electronic Engineering, Tor Vergata University of Rome, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tor Vergata University of Rome,Department of Electronic Engineering,Rome,Italy","institution_ids":["https://openalex.org/I116067653"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tor Vergata University of Rome, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028297120","display_name":"G.C. Cardarilli","orcid":"https://orcid.org/0000-0002-7444-876X"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gian Carlo Cardarilli","raw_affiliation_strings":["Tor Vergata University of Rome,Department of Electronic Engineering,Rome,Italy","Department of Electronic Engineering, Tor Vergata University of Rome, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tor Vergata University of Rome,Department of Electronic Engineering,Rome,Italy","institution_ids":["https://openalex.org/I116067653"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tor Vergata University of Rome, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063300969","display_name":"Luca Di Nunzio","orcid":"https://orcid.org/0000-0002-4312-7939"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Di Nunzio","raw_affiliation_strings":["Tor Vergata University of Rome,Department of Electronic Engineering,Rome,Italy","Department of Electronic Engineering, Tor Vergata University of Rome, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tor Vergata University of Rome,Department of Electronic Engineering,Rome,Italy","institution_ids":["https://openalex.org/I116067653"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tor Vergata University of Rome, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048482308","display_name":"Rocco Fazzolari","orcid":"https://orcid.org/0000-0002-7383-2663"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Rocco Fazzolari","raw_affiliation_strings":["Tor Vergata University of Rome,Department of Electronic Engineering,Rome,Italy","Department of Electronic Engineering, Tor Vergata University of Rome, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tor Vergata University of Rome,Department of Electronic Engineering,Rome,Italy","institution_ids":["https://openalex.org/I116067653"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tor Vergata University of Rome, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000963583","display_name":"M. Re","orcid":"https://orcid.org/0000-0001-9046-1318"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Re","raw_affiliation_strings":["Tor Vergata University of Rome,Department of Electronic Engineering,Rome,Italy","Department of Electronic Engineering, Tor Vergata University of Rome, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tor Vergata University of Rome,Department of Electronic Engineering,Rome,Italy","institution_ids":["https://openalex.org/I116067653"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tor Vergata University of Rome, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044774713","display_name":"Sergio Span\u00f2","orcid":"https://orcid.org/0000-0002-8230-7211"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sergio Span\u00f2","raw_affiliation_strings":["Tor Vergata University of Rome,Department of Electronic Engineering,Rome,Italy","Department of Electronic Engineering, Tor Vergata University of Rome, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tor Vergata University of Rome,Department of Electronic Engineering,Rome,Italy","institution_ids":["https://openalex.org/I116067653"]},{"raw_affiliation_string":"Department of Electronic Engineering, Tor Vergata University of Rome, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I116067653"],"apc_list":null,"apc_paid":null,"fwci":0.6539,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.72503083,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"937","last_page":"941"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11160","display_name":"Acoustic Wave Resonator Technologies","score":0.9825999736785889,"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/T11160","display_name":"Acoustic Wave Resonator Technologies","score":0.9825999736785889,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.968500018119812,"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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9641000032424927,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/demodulation","display_name":"Demodulation","score":0.8802984356880188},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7429578900337219},{"id":"https://openalex.org/keywords/quadrature-amplitude-modulation","display_name":"Quadrature amplitude modulation","score":0.7302329540252686},{"id":"https://openalex.org/keywords/qam","display_name":"QAM","score":0.6395142078399658},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.372174471616745},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3301769196987152},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.32078057527542114},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1765327751636505},{"id":"https://openalex.org/keywords/bit-error-rate","display_name":"Bit error rate","score":0.06311437487602234},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.06296324729919434}],"concepts":[{"id":"https://openalex.org/C195251586","wikidata":"https://www.wikidata.org/wiki/Q1185939","display_name":"Demodulation","level":3,"score":0.8802984356880188},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7429578900337219},{"id":"https://openalex.org/C32409245","wikidata":"https://www.wikidata.org/wiki/Q749753","display_name":"Quadrature amplitude modulation","level":4,"score":0.7302329540252686},{"id":"https://openalex.org/C59030546","wikidata":"https://www.wikidata.org/wiki/Q7265371","display_name":"QAM","level":5,"score":0.6395142078399658},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.372174471616745},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3301769196987152},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.32078057527542114},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1765327751636505},{"id":"https://openalex.org/C56296756","wikidata":"https://www.wikidata.org/wiki/Q840922","display_name":"Bit error rate","level":3,"score":0.06311437487602234},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.06296324729919434},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ieeeconf59524.2023.10476985","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ieeeconf59524.2023.10476985","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 57th Asilomar Conference on Signals, Systems, and Computers","raw_type":"proceedings-article"},{"id":"pmh:oai:art.torvergata.it:2108/364064","is_oa":false,"landing_page_url":"https://hdl.handle.net/2108/364064","pdf_url":null,"source":{"id":"https://openalex.org/S4306400993","display_name":"Cineca Institutional Research Information System (Tor Vergata University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I116067653","host_organization_name":"University of Rome Tor Vergata","host_organization_lineage":["https://openalex.org/I116067653"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320307757","display_name":"Advanced Micro Devices","ror":"https://ror.org/04kd6c783"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W65738273","https://openalex.org/W2585560244","https://openalex.org/W2597308796","https://openalex.org/W2800393947","https://openalex.org/W2897182215","https://openalex.org/W2929406152","https://openalex.org/W3107286258","https://openalex.org/W3212607194","https://openalex.org/W4211201689","https://openalex.org/W4220848320","https://openalex.org/W4282970321","https://openalex.org/W4367358581","https://openalex.org/W4377142476","https://openalex.org/W4386141448","https://openalex.org/W6849069766"],"related_works":["https://openalex.org/W4390873927","https://openalex.org/W2350210624","https://openalex.org/W3137781708","https://openalex.org/W2389109173","https://openalex.org/W2159438609","https://openalex.org/W2900995485","https://openalex.org/W2147334234","https://openalex.org/W3196902411","https://openalex.org/W2139936226","https://openalex.org/W1970526599"],"abstract_inverted_index":{"We":[0,100],"propose":[1],"a":[2,12,28,106],"QAM":[3],"demodulator":[4,21],"based":[5],"on":[6,39],"the":[7,32,52,75,80,90,113,131,134,137],"AWSOM":[8],"(All":[9],"Winner":[10],"SOM),":[11],"clustering":[13,119],"algorithm":[14,35],"optimized":[15],"for":[16,74,112],"efficient":[17],"hardware":[18],"implementation.":[19],"The":[20,41,62],"has":[22,36],"been":[23,37],"modeled":[24],"and":[25,31,59,71,121],"simulated":[26],"in":[27,51,66,126],"MATLAB/SIMULINK":[29],"environment,":[30],"Machine":[33],"Learning":[34],"implemented":[38,125],"FPGA.":[40],"simulation":[42],"results":[43],"show":[44,101],"its":[45,118,122],"ability":[46],"to":[47,109,117],"demodulate":[48],"data":[49,63],"also":[50],"presence":[53],"of":[54,68,77,88,93,136],"channel":[55],"noise,":[56],"phase":[57],"error,":[58],"nonlinear":[60],"distortions.":[61],"is":[64,97,105],"given":[65],"terms":[67],"demodulation":[69],"capabilities":[70],"confusion":[72],"matrix":[73],"recognition":[76],"symbols.":[78],"In":[79],"worst":[81],"case,":[82],"where":[83],"we":[84],"considered":[85],"an":[86],"SNR":[87],"5dB,":[89],"symbol":[91],"error-rate":[92],"our":[94,103],"AW-SOM":[95],"approach":[96],"only":[98],"5.28%.":[99],"how":[102],"system":[104],"viable":[107],"alternative":[108],"traditional":[110],"SOM":[111],"above-mentioned":[114],"application":[115],"due":[116],"performance":[120],"efficiency":[123],"if":[124],"hardware,":[127],"as":[128],"proved":[129],"by":[130],"comparison":[132],"with":[133],"state":[135],"art.":[138]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2024-04-02T00:00:00"}