{"id":"https://openalex.org/W7119083130","doi":"https://doi.org/10.28925/2663-4023.2025.31.1074","title":"APPLICATION OF ONE-DIMENSIONAL CONVULSIVE NEURAL NETWORKS FOR IDENTIFICATION OF WEAK RADIOACTIVE SIGNALS IN DYNAMIC MONITORING SYSTEMS","display_name":"APPLICATION OF ONE-DIMENSIONAL CONVULSIVE NEURAL NETWORKS FOR IDENTIFICATION OF WEAK RADIOACTIVE SIGNALS IN DYNAMIC MONITORING SYSTEMS","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W7119083130","doi":"https://doi.org/10.28925/2663-4023.2025.31.1074"},"language":"en","primary_location":{"id":"doi:10.28925/2663-4023.2025.31.1074","doi":"https://doi.org/10.28925/2663-4023.2025.31.1074","is_oa":true,"landing_page_url":"https://doi.org/10.28925/2663-4023.2025.31.1074","pdf_url":"https://csecurity.kubg.edu.ua/index.php/journal/article/download/1074/903","source":{"id":"https://openalex.org/S4210213151","display_name":"Cybersecurity Education Science Technique","issn_l":"2663-4023","issn":["2663-4023"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/I4210106508","host_organization_name":"Borys Grinchenko Kyiv Metropolitan University","host_organization_lineage":["https://openalex.org/I4210106508"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cybersecurity: Education, Science, Technique","raw_type":"journal-article"},"parent_works":[],"lineage":["https://openalex.org/W7119083130"],"child_works_count":0,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://csecurity.kubg.edu.ua/index.php/journal/article/download/1074/903","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078604937","display_name":"\u0422\u0435\u0442\u044f\u043d\u0430 \u0406\u0432\u0430\u043d\u0456\u0432\u043d\u0430 \u041d\u043e\u0441\u0435\u043d\u043a\u043e","orcid":"https://orcid.org/0000-0002-7597-9861","observed_orcids":["https://orcid.org/0000-0002-7597-9861"]},"institutions":[{"id":"https://openalex.org/I4210106508","display_name":"Borys Grinchenko Kyiv Metropolitan University","ror":"https://ror.org/01t5m8p03","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210106508"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Tetiana Nosenko","raw_affiliation_strings":["Borys Grinchenko Kyiv Metropolitan University"],"raw_orcid":"https://orcid.org/0000-0002-7597-9861","affiliations":[{"raw_affiliation_string":"Borys Grinchenko Kyiv Metropolitan University","institution_ids":["https://openalex.org/I4210106508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009686199","display_name":"Iryna Viktorivna Mashkina","orcid":"https://orcid.org/0000-0003-0667-5749","observed_orcids":["https://orcid.org/0000-0003-0667-5749"]},"institutions":[{"id":"https://openalex.org/I4210106508","display_name":"Borys Grinchenko Kyiv Metropolitan University","ror":"https://ror.org/01t5m8p03","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210106508"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Iryna Mashkina","raw_affiliation_strings":["Borys Grinchenko Kyiv Metropolitan University"],"raw_orcid":"https://orcid.org/0000-0003-0667-5749","affiliations":[{"raw_affiliation_string":"Borys Grinchenko Kyiv Metropolitan University","institution_ids":["https://openalex.org/I4210106508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5122111328","display_name":"Iryna Melnyk","orcid":"https://orcid.org/0000-0001-6041-6145","observed_orcids":["https://orcid.org/0000-0001-6041-6145"]},"institutions":[{"id":"https://openalex.org/I4210106508","display_name":"Borys Grinchenko Kyiv Metropolitan University","ror":"https://ror.org/01t5m8p03","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210106508"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Iryna Melnyk","raw_affiliation_strings":["Borys Grinchenko Kyiv Metropolitan University"],"raw_orcid":"https://orcid.org/0000-0001-6041-6145","affiliations":[{"raw_affiliation_string":"Borys Grinchenko Kyiv Metropolitan University","institution_ids":["https://openalex.org/I4210106508"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210106508"],"apc_list":null,"apc_paid":null,"fwci":0.5094,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.52063777,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"3","issue":"31","first_page":"781","last_page":"781"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11216","display_name":"Radiation Detection and Scintillator Technologies","score":0.9750999808311462,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11216","display_name":"Radiation Detection and Scintillator Technologies","score":0.9750999808311462,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13018","display_name":"Seismology and Earthquake Studies","score":0.0038999998942017555,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.0026000000070780516,"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/1d-convolutional-neural-network","display_name":"1D convolutional neural network","score":0.8970000147819519},{"id":"https://openalex.org/keywords/synthetic-time-series-generation","display_name":"synthetic time series generation","score":0.8240000009536743},{"id":"https://openalex.org/keywords/poisson-statistics","display_name":"Poisson statistics","score":0.9810000061988831},{"id":"https://openalex.org/keywords/radiation-shielding","display_name":"radiation shielding","score":0.574999988079071},{"id":"https://openalex.org/keywords/low-signal-to-noise-ratio","display_name":"low signal-to-noise ratio","score":0.7739999890327454},{"id":"https://openalex.org/keywords/false-alarm-reduction","display_name":"false alarm reduction","score":0.7020000219345093}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6969000101089478},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.6636999845504761},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5748000144958496},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.5569000244140625},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5440999865531921},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5281000137329102},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.5263000130653381},{"id":"https://openalex.org/C2776836416","wikidata":"https://www.wikidata.org/wiki/Q1364844","display_name":"False alarm","level":2,"score":0.476500004529953},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.4629000127315521},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.421999990940094},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4120999872684479},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.3621000051498413},{"id":"https://openalex.org/C104267543","wikidata":"https://www.wikidata.org/wiki/Q208163","display_name":"Signal processing","level":3,"score":0.34940001368522644},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.34389999508857727},{"id":"https://openalex.org/C183680338","wikidata":"https://www.wikidata.org/wiki/Q736634","display_name":"Particle detector","level":3,"score":0.3255999982357025},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3228999972343445},{"id":"https://openalex.org/C153385146","wikidata":"https://www.wikidata.org/wiki/Q18335","display_name":"Radiation","level":2,"score":0.31200000643730164},{"id":"https://openalex.org/C137270730","wikidata":"https://www.wikidata.org/wiki/Q120811","display_name":"Detection theory","level":3,"score":0.3050000071525574},{"id":"https://openalex.org/C2779119184","wikidata":"https://www.wikidata.org/wiki/Q294350","display_name":"ALARM","level":2,"score":0.29670000076293945},{"id":"https://openalex.org/C77052588","wikidata":"https://www.wikidata.org/wiki/Q644307","display_name":"Constant false alarm rate","level":2,"score":0.28459998965263367},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.2831999957561493},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2786000072956085},{"id":"https://openalex.org/C119247159","wikidata":"https://www.wikidata.org/wiki/Q1366192","display_name":"System identification","level":3,"score":0.2621999979019165},{"id":"https://openalex.org/C187970030","wikidata":"https://www.wikidata.org/wiki/Q1185086","display_name":"Background radiation","level":3,"score":0.2558000087738037},{"id":"https://openalex.org/C18231593","wikidata":"https://www.wikidata.org/wiki/Q186161","display_name":"Ionizing radiation","level":3,"score":0.25130000710487366}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.28925/2663-4023.2025.31.1074","doi":"https://doi.org/10.28925/2663-4023.2025.31.1074","is_oa":true,"landing_page_url":"https://doi.org/10.28925/2663-4023.2025.31.1074","pdf_url":"https://csecurity.kubg.edu.ua/index.php/journal/article/download/1074/903","source":{"id":"https://openalex.org/S4210213151","display_name":"Cybersecurity Education Science Technique","issn_l":"2663-4023","issn":["2663-4023"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/I4210106508","host_organization_name":"Borys Grinchenko Kyiv Metropolitan University","host_organization_lineage":["https://openalex.org/I4210106508"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cybersecurity: Education, Science, Technique","raw_type":"journal-article"},{"id":"pmh:oai:csecurity.kubg.edu.ua:article/1074","doi":null,"is_oa":true,"landing_page_url":"https://www.csecurity.kubg.edu.ua/index.php/journal/article/view/1074","pdf_url":"https://www.csecurity.kubg.edu.ua/index.php/journal/article/download/1074/903","source":{"id":"https://openalex.org/S4210213151","display_name":"Cybersecurity Education Science Technique","issn_l":"2663-4023","issn":["2663-4023"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/I4210106508","host_organization_name":"Borys Grinchenko Kyiv Metropolitan University","host_organization_lineage":["https://openalex.org/I4210106508"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"10.28925/2663-4023.2025.31","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:elibrary.kubg.edu.ua:55217","doi":null,"is_oa":false,"landing_page_url":"https://elibrary.kubg.edu.ua/id/eprint/55217/2/056_3_31_781-791-1-11.pdf","pdf_url":"https://elibrary.kubg.edu.ua/id/eprint/55217/2/056_3_31_781-791-1-11.pdf","source":{"id":"https://openalex.org/S4306402185","display_name":"Borys Grinchenko Kyiv University Institutional repository (Borys Grinchenko Kyiv University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210106508","host_organization_name":"Borys Grinchenko Kyiv Metropolitan University","host_organization_lineage":["https://openalex.org/I4210106508"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"\u0421\u0442\u0430\u0442\u0442\u044f"},{"id":"pmh:oai:doaj.org/article:9d971c832c7843959c2a2f64207a8ff3","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/9d971c832c7843959c2a2f64207a8ff3","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,"listed_in":[],"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":"\u041a\u0456\u0431\u0435\u0440\u0431\u0435\u0437\u043f\u0435\u043a\u0430: \u043e\u0441\u0432\u0456\u0442\u0430, \u043d\u0430\u0443\u043a\u0430, \u0442\u0435\u0445\u043d\u0456\u043a\u0430, Vol 3, Iss 31, Pp 781-791 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.28925/2663-4023.2025.31.1074","doi":"https://doi.org/10.28925/2663-4023.2025.31.1074","is_oa":true,"landing_page_url":"https://doi.org/10.28925/2663-4023.2025.31.1074","pdf_url":"https://csecurity.kubg.edu.ua/index.php/journal/article/download/1074/903","source":{"id":"https://openalex.org/S4210213151","display_name":"Cybersecurity Education Science Technique","issn_l":"2663-4023","issn":["2663-4023"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/I4210106508","host_organization_name":"Borys Grinchenko Kyiv Metropolitan University","host_organization_lineage":["https://openalex.org/I4210106508"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cybersecurity: Education, Science, Technique","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7119083130.pdf","grobid_xml":"https://content.openalex.org/works/W7119083130.grobid-xml"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W790679905","https://openalex.org/W2944356707","https://openalex.org/W3127882834","https://openalex.org/W3173684961","https://openalex.org/W3211024171","https://openalex.org/W4213064770","https://openalex.org/W4389041684","https://openalex.org/W4390354529","https://openalex.org/W4392054942","https://openalex.org/W4406942168","https://openalex.org/W4409110316","https://openalex.org/W4410047030","https://openalex.org/W4411845866"],"related_works":["https://openalex.org/W4213286283","https://openalex.org/W4406838408","https://openalex.org/W4389667068","https://openalex.org/W2954657463","https://openalex.org/W2955844847","https://openalex.org/W4401866317","https://openalex.org/W4410175050","https://openalex.org/W4386858289","https://openalex.org/W3107710210"],"abstract_inverted_index":{"The":[0,21,98,111,142],"paper":[1],"addresses":[2],"the":[3,84,108,114,121,146,155],"urgent":[4],"problem":[5],"of":[6,9,13,23,74,87,113,148,157],"automated":[7],"detection":[8,89],"low-activity":[10],"moving":[11],"sources":[12,126],"ionizing":[14],"radiation":[15,18,50,88,158],"in":[16],"dynamic":[17],"monitoring":[19],"systems.":[20,160],"limitations":[22],"classical":[24],"threshold-based":[25],"signal":[26],"processing":[27],"algorithms,":[28],"characterized":[29],"by":[30],"low":[31,39],"sensitivity":[32],"and":[33,66,95,105,129],"high":[34],"false":[35],"alarm":[36],"rates":[37],"under":[38],"signal-to-noise":[40],"ratio":[41],"conditions,":[42],"are":[43],"analyzed.":[44],"A":[45,63],"novel":[46],"method":[47],"for":[48,69,124,130],"identifying":[49],"anomalies":[51],"based":[52],"on":[53,107],"a":[54,75],"One-Dimensional":[55],"Convolutional":[56],"Neural":[57],"Network":[58],"(1D":[59],"CNN)":[60],"is":[61],"proposed.":[62],"mathematical":[64],"model":[65,102],"software":[67],"algorithm":[68],"generating":[70],"synthetic":[71],"time":[72],"series":[73],"scintillation":[76],"detector":[77],"have":[78],"been":[79,118],"developed,":[80],"taking":[81],"into":[82],"account":[83],"stochastic":[85],"nature":[86],"(Poisson":[90],"statistics),":[91],"vehicle":[92],"passage":[93],"geometry,":[94],"shielding":[96],"effects.":[97],"developed":[99],"neural":[100],"network":[101],"was":[103],"trained":[104],"tested":[106],"generated":[109],"datasets.":[110],"effectiveness":[112],"proposed":[115],"approach":[116],"has":[117],"experimentally":[119],"confirmed:":[120],"classification":[122],"accuracy":[123],"medium-activity":[125],"reached":[127],"98.5%,":[128],"extremely":[131],"weak":[132],"signals":[133],"visually":[134],"indistinguishable":[135],"from":[136],"noise,":[137],"it":[138],"remained":[139],"at":[140],"83.5%.":[141],"obtained":[143],"results":[144],"demonstrate":[145],"potential":[147],"applying":[149],"deep":[150],"learning":[151],"methods":[152],"to":[153],"enhance":[154],"reliability":[156],"security":[159]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-11-14T11:04:58.165337","created_date":"2026-01-08T00:00:00"}
