{"id":"https://openalex.org/W3091963153","doi":"https://doi.org/10.3390/e22101134","title":"Deep Learning-Based Security Verification for a Random Number Generator Using White Chaos","display_name":"Deep Learning-Based Security Verification for a Random Number Generator Using White Chaos","publication_year":2020,"publication_date":"2020-10-06","ids":{"openalex":"https://openalex.org/W3091963153","doi":"https://doi.org/10.3390/e22101134","mag":"3091963153","pmid":"https://pubmed.ncbi.nlm.nih.gov/33286903"},"language":"en","primary_location":{"id":"doi:10.3390/e22101134","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e22101134","pdf_url":"https://www.mdpi.com/1099-4300/22/10/1134/pdf?version=1602646434","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1099-4300/22/10/1134/pdf?version=1602646434","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100767107","display_name":"Li Cai","orcid":"https://orcid.org/0000-0003-0021-5442"},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cai Li","raw_affiliation_strings":["College of Physics and Optoelectronics, Taiyuan University of Technology, Taiyuan 030024, China","Key Laboratory of Advanced Transducers and Intelligent Control System, Ministry of Education, Taiyuan University of Technology, Taiyuan 030024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Physics and Optoelectronics, Taiyuan University of Technology, Taiyuan 030024, China","institution_ids":["https://openalex.org/I9086337"]},{"raw_affiliation_string":"Key Laboratory of Advanced Transducers and Intelligent Control System, Ministry of Education, Taiyuan University of Technology, Taiyuan 030024, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100461783","display_name":"Jianguo Zhang","orcid":"https://orcid.org/0000-0001-9317-0268"},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianguo Zhang","raw_affiliation_strings":["College of Physics and Optoelectronics, Taiyuan University of Technology, Taiyuan 030024, China","Key Laboratory of Advanced Transducers and Intelligent Control System, Ministry of Education, Taiyuan University of Technology, Taiyuan 030024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Physics and Optoelectronics, Taiyuan University of Technology, Taiyuan 030024, China","institution_ids":["https://openalex.org/I9086337"]},{"raw_affiliation_string":"Key Laboratory of Advanced Transducers and Intelligent Control System, Ministry of Education, Taiyuan University of Technology, Taiyuan 030024, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083933926","display_name":"Luxiao Sang","orcid":null},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Luxiao Sang","raw_affiliation_strings":["College of Physics and Optoelectronics, Taiyuan University of Technology, Taiyuan 030024, China","Key Laboratory of Advanced Transducers and Intelligent Control System, Ministry of Education, Taiyuan University of Technology, Taiyuan 030024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Physics and Optoelectronics, Taiyuan University of Technology, Taiyuan 030024, China","institution_ids":["https://openalex.org/I9086337"]},{"raw_affiliation_string":"Key Laboratory of Advanced Transducers and Intelligent Control System, Ministry of Education, Taiyuan University of Technology, Taiyuan 030024, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029811464","display_name":"Lishuang Gong","orcid":"https://orcid.org/0000-0002-0010-1886"},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lishuang Gong","raw_affiliation_strings":["College of Physics and Optoelectronics, Taiyuan University of Technology, Taiyuan 030024, China","Key Laboratory of Advanced Transducers and Intelligent Control System, Ministry of Education, Taiyuan University of Technology, Taiyuan 030024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Physics and Optoelectronics, Taiyuan University of Technology, Taiyuan 030024, China","institution_ids":["https://openalex.org/I9086337"]},{"raw_affiliation_string":"Key Laboratory of Advanced Transducers and Intelligent Control System, Ministry of Education, Taiyuan University of Technology, Taiyuan 030024, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054688849","display_name":"Longsheng Wang","orcid":"https://orcid.org/0000-0001-9910-4050"},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Longsheng Wang","raw_affiliation_strings":["College of Physics and Optoelectronics, Taiyuan University of Technology, Taiyuan 030024, China","Key Laboratory of Advanced Transducers and Intelligent Control System, Ministry of Education, Taiyuan University of Technology, Taiyuan 030024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Physics and Optoelectronics, Taiyuan University of Technology, Taiyuan 030024, China","institution_ids":["https://openalex.org/I9086337"]},{"raw_affiliation_string":"Key Laboratory of Advanced Transducers and Intelligent Control System, Ministry of Education, Taiyuan University of Technology, Taiyuan 030024, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087904147","display_name":"Anbang Wang","orcid":"https://orcid.org/0000-0001-5972-9566"},"institutions":[{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anbang Wang","raw_affiliation_strings":["College of Physics and Optoelectronics, Taiyuan University of Technology, Taiyuan 030024, China","Key Laboratory of Advanced Transducers and Intelligent Control System, Ministry of Education, Taiyuan University of Technology, Taiyuan 030024, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Physics and Optoelectronics, Taiyuan University of Technology, Taiyuan 030024, China","institution_ids":["https://openalex.org/I9086337"]},{"raw_affiliation_string":"Key Laboratory of Advanced Transducers and Intelligent Control System, Ministry of Education, Taiyuan University of Technology, Taiyuan 030024, China","institution_ids":["https://openalex.org/I9086337"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026700007","display_name":"Yuncai Wang","orcid":"https://orcid.org/0000-0003-2319-8913"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuncai Wang","raw_affiliation_strings":["Guangdong Provincial Key Laboratory of Photonics Information Technology, Guangzhou 510006, China","School of Information Engineering, Guangdong University of Technology, Guangzhou 510006, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Photonics Information Technology, Guangzhou 510006, China","institution_ids":[]},{"raw_affiliation_string":"School of Information Engineering, Guangdong University of Technology, Guangzhou 510006, China","institution_ids":["https://openalex.org/I139024713"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5026700007","https://openalex.org/A5100461783"],"corresponding_institution_ids":["https://openalex.org/I139024713","https://openalex.org/I9086337"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":1.0788,"has_fulltext":true,"cited_by_count":28,"citation_normalized_percentile":{"value":0.80183164,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"22","issue":"10","first_page":"1134","last_page":"1134"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11017","display_name":"Chaos-based Image/Signal Encryption","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11017","display_name":"Chaos-based Image/Signal Encryption","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10244","display_name":"Chaos control and synchronization","score":0.9872999787330627,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"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/T12357","display_name":"Digital Media Forensic Detection","score":0.96670001745224,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/chaotic","display_name":"Chaotic","score":0.7826316356658936},{"id":"https://openalex.org/keywords/random-number-generation","display_name":"Random number generation","score":0.7680150270462036},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.723859965801239},{"id":"https://openalex.org/keywords/generator","display_name":"Generator (circuit theory)","score":0.6524457931518555},{"id":"https://openalex.org/keywords/pseudorandom-number-generator","display_name":"Pseudorandom number generator","score":0.5984790325164795},{"id":"https://openalex.org/keywords/chaos","display_name":"CHAOS (operating system)","score":0.5106258988380432},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4569253921508789},{"id":"https://openalex.org/keywords/signature","display_name":"Signature (topology)","score":0.4261711537837982},{"id":"https://openalex.org/keywords/white-noise","display_name":"White noise","score":0.4196361303329468},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39996612071990967},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19592830538749695}],"concepts":[{"id":"https://openalex.org/C2777052490","wikidata":"https://www.wikidata.org/wiki/Q5072826","display_name":"Chaotic","level":2,"score":0.7826316356658936},{"id":"https://openalex.org/C201866948","wikidata":"https://www.wikidata.org/wiki/Q228206","display_name":"Random number generation","level":2,"score":0.7680150270462036},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.723859965801239},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.6524457931518555},{"id":"https://openalex.org/C140642157","wikidata":"https://www.wikidata.org/wiki/Q1623338","display_name":"Pseudorandom number generator","level":2,"score":0.5984790325164795},{"id":"https://openalex.org/C2779374083","wikidata":"https://www.wikidata.org/wiki/Q5011038","display_name":"CHAOS (operating system)","level":2,"score":0.5106258988380432},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4569253921508789},{"id":"https://openalex.org/C2779696439","wikidata":"https://www.wikidata.org/wiki/Q7512811","display_name":"Signature (topology)","level":2,"score":0.4261711537837982},{"id":"https://openalex.org/C112633086","wikidata":"https://www.wikidata.org/wiki/Q381287","display_name":"White noise","level":2,"score":0.4196361303329468},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39996612071990967},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19592830538749695},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","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},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/e22101134","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e22101134","pdf_url":"https://www.mdpi.com/1099-4300/22/10/1134/pdf?version=1602646434","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy","raw_type":"journal-article"},{"id":"pmid:33286903","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33286903","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:doaj.org/article:43f58bf40cbd4aac95f8ef6a5f5518db","is_oa":true,"landing_page_url":"https://doaj.org/article/43f58bf40cbd4aac95f8ef6a5f5518db","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":"Entropy, Vol 22, Iss 10, p 1134 (2020)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1099-4300/22/10/1134/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/e22101134","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Entropy; Volume 22; Issue 10; Pages: 1134","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7597277","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7597277","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Entropy (Basel)","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/e22101134","is_oa":true,"landing_page_url":"https://doi.org/10.3390/e22101134","pdf_url":"https://www.mdpi.com/1099-4300/22/10/1134/pdf?version=1602646434","source":{"id":"https://openalex.org/S195231649","display_name":"Entropy","issn_l":"1099-4300","issn":["1099-4300"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Entropy","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.4300000071525574,"display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G2311253232","display_name":null,"funder_award_id":"201801D121145","funder_id":"https://openalex.org/F4320322666","funder_display_name":"Natural Science Foundation of Shanxi Province"},{"id":"https://openalex.org/G3843059205","display_name":null,"funder_award_id":"61601319","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3967505519","display_name":null,"funder_award_id":"61731014","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6183341412","display_name":null,"funder_award_id":"61671316","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6267685315","display_name":null,"funder_award_id":"2017-key-2","funder_id":"https://openalex.org/F4320321884","funder_display_name":"Shanxi Scholarship Council of China"},{"id":"https://openalex.org/G6804394333","display_name":null,"funder_award_id":"201703D321037","funder_id":"https://openalex.org/F4320336035","funder_display_name":"Shanxi Provincial Key Research and Development Project"},{"id":"https://openalex.org/G7304787983","display_name":null,"funder_award_id":"61731014; 61671316; 61601319","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"},{"id":"https://openalex.org/F4320321884","display_name":"Shanxi Scholarship Council of China","ror":"https://ror.org/04atp4p48"},{"id":"https://openalex.org/F4320322666","display_name":"Natural Science Foundation of Shanxi Province","ror":null},{"id":"https://openalex.org/F4320336035","display_name":"Shanxi Provincial Key Research and Development Project","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3091963153.pdf","grobid_xml":"https://content.openalex.org/works/W3091963153.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W1517403092","https://openalex.org/W1555966803","https://openalex.org/W1839118408","https://openalex.org/W1963898916","https://openalex.org/W1989683026","https://openalex.org/W2041779618","https://openalex.org/W2075917111","https://openalex.org/W2078537410","https://openalex.org/W2461407378","https://openalex.org/W2554129713","https://openalex.org/W2587689626","https://openalex.org/W2769013889","https://openalex.org/W2784781042","https://openalex.org/W2792550544","https://openalex.org/W2811230938","https://openalex.org/W2890096158","https://openalex.org/W2894536116","https://openalex.org/W2907263986","https://openalex.org/W2919115771","https://openalex.org/W2920671507","https://openalex.org/W2920714358","https://openalex.org/W2921538199","https://openalex.org/W2921772741","https://openalex.org/W2942693802","https://openalex.org/W2943346431","https://openalex.org/W2944851425","https://openalex.org/W2946752227","https://openalex.org/W2951845198","https://openalex.org/W2953883537","https://openalex.org/W2962734301","https://openalex.org/W2962894061","https://openalex.org/W2963311488","https://openalex.org/W2967256509","https://openalex.org/W2971642564","https://openalex.org/W2972034512","https://openalex.org/W2973255917","https://openalex.org/W2980868061","https://openalex.org/W2984568577","https://openalex.org/W2991489129","https://openalex.org/W3000281501","https://openalex.org/W3004665554","https://openalex.org/W3033896703","https://openalex.org/W3034348343","https://openalex.org/W3045699402","https://openalex.org/W3101183376","https://openalex.org/W3101846793","https://openalex.org/W3121650651","https://openalex.org/W4243494487","https://openalex.org/W6633251507","https://openalex.org/W6769693210","https://openalex.org/W6788673543"],"related_works":["https://openalex.org/W2772380824","https://openalex.org/W2104480405","https://openalex.org/W1995595470","https://openalex.org/W2062045810","https://openalex.org/W1534576401","https://openalex.org/W2988803943","https://openalex.org/W3103095306","https://openalex.org/W2775374936","https://openalex.org/W3124991594","https://openalex.org/W3111658143"],"abstract_inverted_index":{"In":[0,25],"this":[1],"paper,":[2],"a":[3,16,52,137],"deep":[4],"learning":[5],"(DL)-based":[6],"predictive":[7,116,124,152],"analysis":[8],"is":[9,34,129,154],"proposed":[10],"to":[11,36,119,136,156],"analyze":[12,39],"the":[13,27,40,46,48,59,64,67,70,74,82,97,108,111,115,122,127,150,163],"security":[14,164],"of":[15,45,51,63,88,126,167],"non-deterministic":[17],"random":[18,138],"number":[19,139],"generator":[20,140],"(NRNG)":[21],"using":[22,142],"white":[23],"chaos.":[24],"particular,":[26],"temporal":[28],"pattern":[29],"attention":[30],"(TPA)-based":[31],"DL":[32],"model":[33,75,98,128,153],"employed":[35],"learn":[37],"and":[38,58,92,131,165],"data":[41,50,62],"from":[42],"both":[43],"stages":[44],"NRNG:":[47],"output":[49,61],"chaotic":[53,90],"external-cavity":[54],"semiconductor":[55],"laser":[56],"(ECL)":[57],"final":[60],"NRNG.":[65],"For":[66],"ECL":[68],"stage,":[69],"results":[71],"show":[72],"that":[73,107,149],"successfully":[76],"detects":[77,99],"inherent":[78],"correlations":[79],"caused":[80],"by":[81,133],"time-delay":[83],"signature.":[84],"After":[85],"optical":[86],"heterodyning":[87],"two":[89],"ECLs":[91],"minimal":[93],"post-processing":[94],"are":[95],"introduced,":[96],"no":[100],"patterns":[101],"among":[102],"corresponding":[103],"data.":[104],"It":[105],"demonstrates":[106],"NRNG":[109],"has":[110],"strong":[112],"resistance":[113],"against":[114],"model.":[117],"Prior":[118],"these":[120],"works,":[121],"powerful":[123],"capability":[125],"investigated":[130],"demonstrated":[132],"applying":[134],"it":[135],"(RNG)":[141],"linear":[143],"congruential":[144],"algorithm.":[145],"Our":[146],"research":[147],"shows":[148],"DL-based":[151],"expected":[155],"provide":[157],"an":[158],"efficient":[159],"supplement":[160],"for":[161],"evaluating":[162],"quality":[166],"RNGs.":[168]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}