{"id":"https://openalex.org/W4413270927","doi":"https://doi.org/10.1109/lsp.2025.3589933","title":"Radar Intra-Pulse Modulation Fast Perception via Adaptive Random Magnitude Channel Pruning and Knowledge Distillation","display_name":"Radar Intra-Pulse Modulation Fast Perception via Adaptive Random Magnitude Channel Pruning and Knowledge Distillation","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4413270927","doi":"https://doi.org/10.1109/lsp.2025.3589933"},"language":"en","primary_location":{"id":"doi:10.1109/lsp.2025.3589933","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lsp.2025.3589933","pdf_url":null,"source":{"id":"https://openalex.org/S120629676","display_name":"IEEE Signal Processing Letters","issn_l":"1070-9908","issn":["1070-9908","1558-2361"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Signal Processing Letters","raw_type":"journal-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/A5020021273","display_name":"Xuan Zhu","orcid":"https://orcid.org/0000-0002-0116-4790"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuan Zhu","raw_affiliation_strings":["School of Electrical Engineering and Automation, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-0116-4790","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Automation, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074537183","display_name":"Jiangjun Ruan","orcid":"https://orcid.org/0000-0002-1557-7211"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiangjun Ruan","raw_affiliation_strings":["School of Electrical Engineering and Automation, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-1557-7211","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Automation, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043868810","display_name":"Hao Wu","orcid":"https://orcid.org/0000-0002-4584-1677"},"institutions":[{"id":"https://openalex.org/I2800710378","display_name":"Naval University of Engineering","ror":"https://ror.org/056vyez31","country_code":"CN","type":"education","lineage":["https://openalex.org/I2800710378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Wu","raw_affiliation_strings":["National Key Laboratory of Electromagnetic Energy, Naval University of Engineering, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0002-4584-1677","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Electromagnetic Energy, Naval University of Engineering, Wuhan, China","institution_ids":["https://openalex.org/I2800710378"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100445485","display_name":"Jiahao Zhang","orcid":"https://orcid.org/0000-0001-7083-3778"},"institutions":[{"id":"https://openalex.org/I2800710378","display_name":"Naval University of Engineering","ror":"https://ror.org/056vyez31","country_code":"CN","type":"education","lineage":["https://openalex.org/I2800710378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiahao Zhang","raw_affiliation_strings":["National Key Laboratory of Electromagnetic Energy, Naval University of Engineering, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0001-7083-3778","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Electromagnetic Energy, Naval University of Engineering, Wuhan, China","institution_ids":["https://openalex.org/I2800710378"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014595844","display_name":"Jin Meng","orcid":"https://orcid.org/0000-0003-4672-0567"},"institutions":[{"id":"https://openalex.org/I2800710378","display_name":"Naval University of Engineering","ror":"https://ror.org/056vyez31","country_code":"CN","type":"education","lineage":["https://openalex.org/I2800710378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jin Meng","raw_affiliation_strings":["National Key Laboratory of Electromagnetic Energy, Naval University of Engineering, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-4672-0567","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Electromagnetic Energy, Naval University of Engineering, Wuhan, China","institution_ids":["https://openalex.org/I2800710378"]}]}],"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":0.26735527,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"32","issue":null,"first_page":"2898","last_page":"2902"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10891","display_name":"Radar Systems and Signal Processing","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T10891","display_name":"Radar Systems and Signal Processing","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9994999766349792,"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/T11038","display_name":"Advanced SAR Imaging Techniques","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/radar","display_name":"Radar","score":0.558340847492218},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.5447389483451843},{"id":"https://openalex.org/keywords/modulation","display_name":"Modulation (music)","score":0.5291149020195007},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5287734270095825},{"id":"https://openalex.org/keywords/magnitude","display_name":"Magnitude (astronomy)","score":0.512418806552887},{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.4820188283920288},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.46773988008499146},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35841405391693115},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.23033276200294495},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.22978124022483826},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.20887887477874756},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.11884042620658875}],"concepts":[{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.558340847492218},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.5447389483451843},{"id":"https://openalex.org/C123079801","wikidata":"https://www.wikidata.org/wiki/Q750240","display_name":"Modulation (music)","level":2,"score":0.5291149020195007},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5287734270095825},{"id":"https://openalex.org/C126691448","wikidata":"https://www.wikidata.org/wiki/Q2028919","display_name":"Magnitude (astronomy)","level":2,"score":0.512418806552887},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.4820188283920288},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.46773988008499146},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35841405391693115},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.23033276200294495},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.22978124022483826},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.20887887477874756},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11884042620658875},{"id":"https://openalex.org/C1276947","wikidata":"https://www.wikidata.org/wiki/Q333","display_name":"Astronomy","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lsp.2025.3589933","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lsp.2025.3589933","pdf_url":null,"source":{"id":"https://openalex.org/S120629676","display_name":"IEEE Signal Processing Letters","issn_l":"1070-9908","issn":["1070-9908","1558-2361"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Signal Processing Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7627379146","display_name":null,"funder_award_id":"61801502","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8924337821","display_name":null,"funder_award_id":"62271497","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2094672162","https://openalex.org/W2118210512","https://openalex.org/W2194775991","https://openalex.org/W2294292751","https://openalex.org/W2586095846","https://openalex.org/W2963163009","https://openalex.org/W3042290507","https://openalex.org/W3094502228","https://openalex.org/W3095618168","https://openalex.org/W3101503122","https://openalex.org/W3126471803","https://openalex.org/W3138516171","https://openalex.org/W3164063707","https://openalex.org/W4214524539","https://openalex.org/W4317796270","https://openalex.org/W4383337778","https://openalex.org/W4387885782","https://openalex.org/W4392187896","https://openalex.org/W4398756379","https://openalex.org/W4399110776","https://openalex.org/W4401210801","https://openalex.org/W4401907613","https://openalex.org/W4402754006","https://openalex.org/W4404303854","https://openalex.org/W4405264407","https://openalex.org/W4405600894","https://openalex.org/W4406170477","https://openalex.org/W6784333009","https://openalex.org/W6811415122","https://openalex.org/W6868582632","https://openalex.org/W6873881505"],"related_works":["https://openalex.org/W2376418092","https://openalex.org/W2072983018","https://openalex.org/W1016952678","https://openalex.org/W2257644995","https://openalex.org/W1513444457","https://openalex.org/W4311345787","https://openalex.org/W2188141918","https://openalex.org/W3185336960","https://openalex.org/W2042652790","https://openalex.org/W2225665239"],"abstract_inverted_index":{"Towards":[0],"the":[1,29,41,52,61,87,104,109,135],"intelligent":[2],"perception":[3],"of":[4,23,83,89,107,122],"radar":[5,24,152],"intra-pulse":[6,25,110],"modulation":[7,26,111],"signals":[8],"in":[9],"complex":[10],"environments,":[11],"this":[12],"paper":[13],"proposes":[14],"a":[15,57,66,119,144],"method":[16],"for":[17,77,93,150],"fast":[18],"recognition":[19,112,120],"and":[20,73,132,147],"SINR":[21,95,136],"estimation":[22,137],"signals.":[27],"First,":[28],"adaptive":[30],"random":[31],"magnitude":[32],"channel":[33],"pruning":[34,105],"algorithm":[35],"(ARMCP)":[36],"is":[37,75,139],"designed":[38],"to":[39,59,141],"compress":[40],"YOLOv8n":[42],"baseline":[43],"model,":[44],"coupled":[45],"with":[46,118],"channel-wise":[47],"knowledge":[48],"distillation":[49],"(CWD)":[50],"using":[51],"YOLOv8x":[53],"large":[54],"model":[55],"as":[56,130],"teacher":[58],"restore":[60],"pruned":[62],"YOLOv8n\u2019s":[63],"accuracy.":[64],"Subsequently,":[65],"hybrid":[67],"approach":[68],"integrating":[69],"hyper":[70],"color":[71],"segmenter":[72],"MobileNetv2":[74],"employed":[76],"feature":[78],"extraction":[79],"within":[80],"identified":[81],"regions":[82],"interest":[84],"(ROIs),":[85],"facilitating":[86],"training":[88],"an":[90],"XGBoost":[91],"estimator":[92],"precise":[94],"prediction.":[96],"The":[97],"experimental":[98],"results":[99],"show":[100],"that":[101],"even":[102],"at":[103],"rate":[106],"80%,":[108],"accuracy":[113],"can":[114],"still":[115],"reach":[116],"99.07%,":[117],"speed":[121],"3.2":[123],"ms,":[124],"surpassing":[125],"existing":[126],"mainstream":[127],"models":[128],"such":[129],"YOLOv10":[131],"YOLOv11.":[133],"Additionally,":[134],"error":[138],"minimized":[140],"0.958%,":[142],"offering":[143],"novel":[145],"paradigm":[146],"technical":[148],"reference":[149],"advanced":[151],"signal":[153],"processing.":[154]},"counts_by_year":[],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}
