{"id":"https://openalex.org/W3003024390","doi":"https://doi.org/10.1155/2020/2151570","title":"Jamming Prediction for Radar Signals Using Machine Learning Methods","display_name":"Jamming Prediction for Radar Signals Using Machine Learning Methods","publication_year":2020,"publication_date":"2020-01-24","ids":{"openalex":"https://openalex.org/W3003024390","doi":"https://doi.org/10.1155/2020/2151570","mag":"3003024390"},"language":"en","primary_location":{"id":"doi:10.1155/2020/2151570","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/2151570","pdf_url":"https://downloads.hindawi.com/journals/scn/2020/2151570.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/scn/2020/2151570.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056502731","display_name":"Gyeong-Hoon Lee","orcid":"https://orcid.org/0000-0002-7046-1289"},"institutions":[{"id":"https://openalex.org/I196345858","display_name":"Chungnam National University","ror":"https://ror.org/0227as991","country_code":"KR","type":"education","lineage":["https://openalex.org/I196345858"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Gyeong-Hoon Lee","raw_affiliation_strings":["Department of Computer Science and Engineering, Chungnam National University, Daejeon, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0002-7046-1289","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Chungnam National University, Daejeon, Republic of Korea","institution_ids":["https://openalex.org/I196345858"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049311968","display_name":"Jeil Jo","orcid":"https://orcid.org/0000-0002-3437-2916"},"institutions":[{"id":"https://openalex.org/I2801036362","display_name":"Agency for Defense Development","ror":"https://ror.org/05fhe0r85","country_code":"KR","type":"government","lineage":["https://openalex.org/I1327899338","https://openalex.org/I1344042128","https://openalex.org/I2801036362","https://openalex.org/I2801339556"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jeil Jo","raw_affiliation_strings":["The 2nd Research and Development Institute, Agency for Defense Development, Daejeon, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0002-3437-2916","affiliations":[{"raw_affiliation_string":"The 2nd Research and Development Institute, Agency for Defense Development, Daejeon, Republic of Korea","institution_ids":["https://openalex.org/I2801036362"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028761737","display_name":"Cheong Hee Park","orcid":"https://orcid.org/0000-0002-8233-2206"},"institutions":[{"id":"https://openalex.org/I196345858","display_name":"Chungnam National University","ror":"https://ror.org/0227as991","country_code":"KR","type":"education","lineage":["https://openalex.org/I196345858"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Cheong Hee Park","raw_affiliation_strings":["Department of Computer Science and Engineering, Chungnam National University, Daejeon, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0002-8233-2206","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Chungnam National University, Daejeon, Republic of Korea","institution_ids":["https://openalex.org/I196345858"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5028761737"],"corresponding_institution_ids":["https://openalex.org/I196345858"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":3.8078,"has_fulltext":true,"cited_by_count":39,"citation_normalized_percentile":{"value":0.94432852,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"2020","issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12131","display_name":"Wireless Signal Modulation Classification","score":0.9986000061035156,"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":0.9986000061035156,"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/T10891","display_name":"Radar Systems and Signal Processing","score":0.9959999918937683,"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/T12158","display_name":"Guidance and Control Systems","score":0.9832000136375427,"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/jamming","display_name":"Jamming","score":0.8795422315597534},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8585541248321533},{"id":"https://openalex.org/keywords/radar-jamming-and-deception","display_name":"Radar jamming and deception","score":0.6952353715896606},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6728407144546509},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.65107262134552},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6244914531707764},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.5948094129562378},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5041118860244751},{"id":"https://openalex.org/keywords/electronic-warfare","display_name":"Electronic warfare","score":0.49650055170059204},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4750485420227051},{"id":"https://openalex.org/keywords/digital-radio-frequency-memory","display_name":"Digital radio frequency memory","score":0.4132530689239502},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3887193202972412},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.17687475681304932},{"id":"https://openalex.org/keywords/pulse-doppler-radar","display_name":"Pulse-Doppler radar","score":0.12753325700759888},{"id":"https://openalex.org/keywords/radar-imaging","display_name":"Radar imaging","score":0.08821693062782288}],"concepts":[{"id":"https://openalex.org/C2779079576","wikidata":"https://www.wikidata.org/wiki/Q17092823","display_name":"Jamming","level":2,"score":0.8795422315597534},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8585541248321533},{"id":"https://openalex.org/C176381164","wikidata":"https://www.wikidata.org/wiki/Q1486507","display_name":"Radar jamming and deception","level":5,"score":0.6952353715896606},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6728407144546509},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.65107262134552},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6244914531707764},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.5948094129562378},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5041118860244751},{"id":"https://openalex.org/C133082901","wikidata":"https://www.wikidata.org/wiki/Q272826","display_name":"Electronic warfare","level":3,"score":0.49650055170059204},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4750485420227051},{"id":"https://openalex.org/C30406889","wikidata":"https://www.wikidata.org/wiki/Q3707600","display_name":"Digital radio frequency memory","level":5,"score":0.4132530689239502},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3887193202972412},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.17687475681304932},{"id":"https://openalex.org/C139931591","wikidata":"https://www.wikidata.org/wiki/Q1029151","display_name":"Pulse-Doppler radar","level":4,"score":0.12753325700759888},{"id":"https://openalex.org/C10929652","wikidata":"https://www.wikidata.org/wiki/Q7279985","display_name":"Radar imaging","level":3,"score":0.08821693062782288},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2020/2151570","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/2151570","pdf_url":"https://downloads.hindawi.com/journals/scn/2020/2151570.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:579e626484d24bf19774398a49bd0f49","is_oa":true,"landing_page_url":"https://doaj.org/article/579e626484d24bf19774398a49bd0f49","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Security and Communication Networks, Vol 2020 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2020/2151570","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/2151570","pdf_url":"https://downloads.hindawi.com/journals/scn/2020/2151570.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3003024390.pdf","grobid_xml":"https://content.openalex.org/works/W3003024390.grobid-xml"},"referenced_works_count":9,"referenced_works":["https://openalex.org/W1969989373","https://openalex.org/W2004039783","https://openalex.org/W2049623660","https://openalex.org/W2059322891","https://openalex.org/W2064675550","https://openalex.org/W2095705004","https://openalex.org/W2615333771","https://openalex.org/W2740956509","https://openalex.org/W2984928703"],"related_works":["https://openalex.org/W2355227927","https://openalex.org/W2376884913","https://openalex.org/W2358221753","https://openalex.org/W3081127448","https://openalex.org/W2225690030","https://openalex.org/W2375560588","https://openalex.org/W2055550092","https://openalex.org/W2361769827","https://openalex.org/W2534860221","https://openalex.org/W2355070935"],"abstract_inverted_index":{"Jamming":[0],"is":[1,33,49,78,145,172,223],"a":[2,30,50,56,59,63,67,94,102,141],"form":[3],"of":[4,55,62,87,132,134,192,209,219],"electronic":[5],"warfare":[6],"where":[7],"jammers":[8],"radiate":[9],"interfering":[10],"signals":[11,136,181,211],"toward":[12],"an":[13,24],"enemy":[14],"radar,":[15],"disrupting":[16],"the":[17,36,40,53,89,112,123,161,164,167,184,200,217,221],"receiver.":[18],"The":[19,186],"conventional":[20],"method":[21,43],"for":[22,44,93,151,178,206],"determining":[23],"effective":[25],"jamming":[26,42,91,139,149,176,204],"technique":[27,92],"corresponding":[28,138],"to":[29,52,174,202],"threat":[31,60,68,96,135,152,180],"signal":[32,45,61,69,97,153],"based":[34,159],"on":[35,106,160],"library":[37,57],"which":[38,121,147,212],"stores":[39],"appropriate":[41,90],"types.":[46],"However,":[47],"there":[48],"limit":[51],"use":[54],"when":[58],"new":[64],"type":[65],"or":[66],"that":[70],"has":[71],"been":[72],"altered":[73],"differently":[74],"from":[75,111],"existing":[76],"types":[77,208],"received.":[79],"In":[80,198],"this":[81],"paper,":[82],"we":[83],"study":[84],"two":[85,193],"methods":[86,195],"predicting":[88],"received":[95,179],"using":[98,101,116,183],"deep":[99,103,142,169],"learning:":[100],"neural":[104],"network":[105],"feature":[107],"values":[108],"extracted":[109],"manually":[110],"PDW":[113,124],"list":[114,125],"and":[115,137,189],"long":[117],"short-term":[118],"memory":[119],"(LSTM)":[120],"takes":[122],"as":[126],"input.":[127],"Using":[128],"training":[129,220],"data":[130,156],"consisting":[131],"pairs":[133],"techniques,":[140],"learning":[143,170],"model":[144,171,222],"trained":[146,168],"outputs":[148],"techniques":[150,177,205],"inputs.":[154],"Training":[155],"are":[157,196,213],"constructed":[158],"information":[162],"in":[163,216],"library,":[165],"but":[166],"used":[173,215],"predict":[175,203],"without":[182],"library.":[185],"prediction":[187],"performance":[188],"time":[190],"complexity":[191],"proposed":[194],"compared.":[197],"particular,":[199],"ability":[201],"unknown":[207],"radar":[210],"not":[214],"stage":[218],"analyzed.":[224]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":4}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
