{"id":"https://openalex.org/W4400235355","doi":"https://doi.org/10.1109/iscas58744.2024.10558307","title":"Efficient Hardware Design of DNN for RF Signal Modulation Recognition","display_name":"Efficient Hardware Design of DNN for RF Signal Modulation Recognition","publication_year":2024,"publication_date":"2024-05-19","ids":{"openalex":"https://openalex.org/W4400235355","doi":"https://doi.org/10.1109/iscas58744.2024.10558307"},"language":"en","primary_location":{"id":"doi:10.1109/iscas58744.2024.10558307","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iscas58744.2024.10558307","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Circuits and Systems (ISCAS)","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/A5080060539","display_name":"Jongseok Woo","orcid":"https://orcid.org/0000-0001-8030-2356"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jongseok Woo","raw_affiliation_strings":["Georgia Institute of Technology,School of Electrical and Computer Engineering,Atlanta,Georgia,30332\u20130250"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology,School of Electrical and Computer Engineering,Atlanta,Georgia,30332\u20130250","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036874911","display_name":"Kuchul Jung","orcid":"https://orcid.org/0000-0002-4028-3557"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kuchul Jung","raw_affiliation_strings":["Georgia Institute of Technology,School of Electrical and Computer Engineering,Atlanta,Georgia,30332\u20130250"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology,School of Electrical and Computer Engineering,Atlanta,Georgia,30332\u20130250","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009591041","display_name":"Saibal Mukhopadhyay","orcid":"https://orcid.org/0000-0002-8894-3390"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saibal Mukhopadhyay","raw_affiliation_strings":["Georgia Institute of Technology,School of Electrical and Computer Engineering,Atlanta,Georgia,30332\u20130250"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology,School of Electrical and Computer Engineering,Atlanta,Georgia,30332\u20130250","institution_ids":["https://openalex.org/I130701444"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I130701444"],"apc_list":null,"apc_paid":null,"fwci":0.7112,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.67939876,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9894999861717224,"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"}},"topics":[{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9894999861717224,"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/computer-science","display_name":"Computer science","score":0.6786469221115112},{"id":"https://openalex.org/keywords/modulation","display_name":"Modulation (music)","score":0.5346595048904419},{"id":"https://openalex.org/keywords/radio-frequency","display_name":"Radio frequency","score":0.4430541694164276},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4319957494735718},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.4163106083869934},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3402663469314575},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.16869491338729858}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6786469221115112},{"id":"https://openalex.org/C123079801","wikidata":"https://www.wikidata.org/wiki/Q750240","display_name":"Modulation (music)","level":2,"score":0.5346595048904419},{"id":"https://openalex.org/C74064498","wikidata":"https://www.wikidata.org/wiki/Q3396184","display_name":"Radio frequency","level":2,"score":0.4430541694164276},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4319957494735718},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.4163106083869934},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3402663469314575},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.16869491338729858},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"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/iscas58744.2024.10558307","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iscas58744.2024.10558307","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.6600000262260437,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2005956500","https://openalex.org/W2092431085","https://openalex.org/W2168078104","https://openalex.org/W2241069254","https://openalex.org/W2272847350","https://openalex.org/W2466675884","https://openalex.org/W2562146178","https://openalex.org/W2603396821","https://openalex.org/W2603836393","https://openalex.org/W2773170971","https://openalex.org/W2887936511","https://openalex.org/W2893465991","https://openalex.org/W3020765022","https://openalex.org/W3046853918","https://openalex.org/W4285190314","https://openalex.org/W4375869345","https://openalex.org/W6639703010"],"related_works":["https://openalex.org/W4385556635","https://openalex.org/W3209221379","https://openalex.org/W2351655225","https://openalex.org/W2134611430","https://openalex.org/W2014003596","https://openalex.org/W2565435648","https://openalex.org/W2156294920","https://openalex.org/W2025767001","https://openalex.org/W2183768935","https://openalex.org/W2356354970"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"an":[3],"efficient":[4],"deep":[5],"neural":[6],"network":[7],"(DNN)":[8],"accelerator":[9],"design":[10,57,65,87],"for":[11],"the":[12,28,36,40,47,50,54,69,74,77,92,100,105,108,115],"application":[13],"of":[14,17,35,49,76,107],"modulation":[15],"recognition":[16],"Radio":[18],"Frequency":[19],"(RF)":[20],"signals.":[21],"A":[22],"low":[23],"complexity":[24],"DNN":[25,110],"model":[26],"utilizing":[27],"ternary":[29,51],"weights":[30],"is":[31,62,89,112],"demonstrated":[32],"with":[33],"co-analysis":[34],"classification":[37],"accuracy":[38],"and":[39,80,104],"hardware":[41,56,82,102],"design.":[42],"In":[43],"order":[44],"to":[45,98],"maximize":[46],"benefits":[48],"weight":[52],"quantization,":[53],"dedicated":[55,101],"called":[58],"merged":[59],"layer":[60],"architecture":[61],"proposed.":[63],"Physical":[64],"analysis":[66,88],"shows":[67],"that":[68],"proposed":[70],"method":[71],"can":[72],"improve":[73],"bandwidth":[75],"received":[78],"signal":[79],"reduce":[81],"costs":[83],"significantly.":[84],"The":[85],"physical":[86],"based":[90],"on":[91,114],"Application":[93],"Specific":[94],"Integrated":[95],"Circuit":[96],"(ASIC)":[97],"evaluate":[99],"design,":[103],"functionality":[106],"full":[109],"system":[111],"verified":[113],"FPGA":[116],"platform.":[117]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}