{"id":"https://openalex.org/W7117869715","doi":"https://doi.org/10.1109/milcom64451.2025.11309923","title":"Deep Learning Interference Suppression for Cyclostationary Signals","display_name":"Deep Learning Interference Suppression for Cyclostationary Signals","publication_year":2025,"publication_date":"2025-10-06","ids":{"openalex":"https://openalex.org/W7117869715","doi":"https://doi.org/10.1109/milcom64451.2025.11309923"},"language":null,"primary_location":{"id":"doi:10.1109/milcom64451.2025.11309923","is_oa":false,"landing_page_url":"https://doi.org/10.1109/milcom64451.2025.11309923","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"MILCOM 2025 - 2025 IEEE Military Communications Conference (MILCOM)","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/A5074132904","display_name":"Badhrinarayan Malolan","orcid":null},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Badhrinarayan Malolan","raw_affiliation_strings":["Virginia Tech,Wireless@VT,Bradley Department of ECE,Blacksburg,VA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Virginia Tech,Wireless@VT,Bradley Department of ECE,Blacksburg,VA","institution_ids":["https://openalex.org/I859038795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010997159","display_name":"Daniel J. Jakubisin","orcid":"https://orcid.org/0000-0001-6653-1005"},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel J. Jakubisin","raw_affiliation_strings":["Virginia Tech,Wireless@VT,Bradley Department of ECE,Blacksburg,VA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Virginia Tech,Wireless@VT,Bradley Department of ECE,Blacksburg,VA","institution_ids":["https://openalex.org/I859038795"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027348774","display_name":"Jeffrey H. Reed","orcid":"https://orcid.org/0000-0003-3494-1901"},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey H. Reed","raw_affiliation_strings":["Virginia Tech,Wireless@VT,Bradley Department of ECE,Blacksburg,VA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Virginia Tech,Wireless@VT,Bradley Department of ECE,Blacksburg,VA","institution_ids":["https://openalex.org/I859038795"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I859038795"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.6137081,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1321","last_page":"1326"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9207000136375427,"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":0.9207000136375427,"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"}},{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.015599999576807022,"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/T10936","display_name":"Millimeter-Wave Propagation and Modeling","score":0.01119999960064888,"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/cyclostationary-process","display_name":"Cyclostationary process","score":0.9635000228881836},{"id":"https://openalex.org/keywords/interference","display_name":"Interference (communication)","score":0.6625000238418579},{"id":"https://openalex.org/keywords/signal-processing","display_name":"Signal processing","score":0.47110000252723694},{"id":"https://openalex.org/keywords/waveform","display_name":"Waveform","score":0.4562999904155731},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4397999942302704},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.41600000858306885},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.35920000076293945},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.35740000009536743}],"concepts":[{"id":"https://openalex.org/C178351263","wikidata":"https://www.wikidata.org/wiki/Q3922399","display_name":"Cyclostationary process","level":3,"score":0.9635000228881836},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7038000226020813},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.6625000238418579},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.49549999833106995},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.47110000252723694},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4657999873161316},{"id":"https://openalex.org/C197424946","wikidata":"https://www.wikidata.org/wiki/Q1165717","display_name":"Waveform","level":3,"score":0.4562999904155731},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4397999942302704},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.41600000858306885},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3781000077724457},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.35920000076293945},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.35740000009536743},{"id":"https://openalex.org/C148047603","wikidata":"https://www.wikidata.org/wiki/Q1014612","display_name":"Parallelizable manifold","level":2,"score":0.35429999232292175},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.34540000557899475},{"id":"https://openalex.org/C101765175","wikidata":"https://www.wikidata.org/wiki/Q577764","display_name":"Communications system","level":2,"score":0.3228999972343445},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.32030001282691956},{"id":"https://openalex.org/C2776639384","wikidata":"https://www.wikidata.org/wiki/Q840396","display_name":"Ideal (ethics)","level":2,"score":0.31200000643730164},{"id":"https://openalex.org/C117525741","wikidata":"https://www.wikidata.org/wiki/Q775654","display_name":"Signal edge","level":4,"score":0.31189998984336853},{"id":"https://openalex.org/C65165936","wikidata":"https://www.wikidata.org/wiki/Q575784","display_name":"Baseband","level":3,"score":0.29600000381469727},{"id":"https://openalex.org/C134222854","wikidata":"https://www.wikidata.org/wiki/Q4683140","display_name":"Adjacent-channel interference","level":4,"score":0.2937999963760376},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.28290000557899475},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.271699994802475},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.2563000023365021}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/milcom64451.2025.11309923","is_oa":false,"landing_page_url":"https://doi.org/10.1109/milcom64451.2025.11309923","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"MILCOM 2025 - 2025 IEEE Military Communications Conference (MILCOM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4118488132953644,"id":"https://metadata.un.org/sdg/8","display_name":"Decent work and economic growth"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2046758955","https://openalex.org/W2072987322","https://openalex.org/W2101354295","https://openalex.org/W2128628369","https://openalex.org/W2138885677","https://openalex.org/W2149255982","https://openalex.org/W2160389555","https://openalex.org/W2321627895","https://openalex.org/W2962883549","https://openalex.org/W2969290773","https://openalex.org/W2990019815","https://openalex.org/W3042050058","https://openalex.org/W3111198313","https://openalex.org/W3129817624","https://openalex.org/W3142457648","https://openalex.org/W4200465093","https://openalex.org/W4285240547","https://openalex.org/W4288313418","https://openalex.org/W4401508107","https://openalex.org/W4405103742"],"related_works":[],"abstract_inverted_index":{"This":[0,73],"paper":[1],"introduces":[2],"a":[3,34],"novel":[4],"approach":[5,76],"to":[6],"interference":[7,79],"suppression":[8],"in":[9,82],"wireless":[10],"communication":[11,95],"systems":[12],"by":[13,33],"exploiting":[14],"cyclostationary":[15,28],"signal":[16,84],"characteristics":[17],"of":[18,48],"the":[19],"signal.":[20],"We":[21],"demonstrate":[22],"that":[23],"partitioning":[24],"interfered":[25],"waveforms":[26],"into":[27],"phase-aligned":[29],"segments,":[30,85],"each":[31],"processed":[32],"dedicated":[35],"Convolutional":[36],"Autoencoder,":[37],"outperforms":[38],"conventional":[39],"methods.":[40],"Our":[41],"proposed":[42],"architecture":[43],"achieves":[44],"greater":[45],"than":[46],"70%":[47],"baseline":[49],"Error":[50],"Vector":[51],"Magnitude":[52],"(EVM)":[53],"performance":[54],"while":[55],"requiring":[56],"85%":[57],"fewer":[58],"parameters.":[59],"Results":[60],"show":[61],"faster":[62],"convergence,":[63],"enhanced":[64],"stability,":[65],"and":[66,93],"parallelizable":[67],"processing":[68],"suitable":[69],"for":[70,89],"resource-constrained":[71],"applications.":[72],"phase-specific":[74],"modeling":[75],"enables":[77],"efficient":[78],"mitigation":[80],"even":[81],"narrow":[83],"making":[86],"it":[87],"ideal":[88],"IoT":[90],"edge":[91],"devices":[92],"real-time":[94],"systems.":[96]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-01-01T00:00:00"}