{"id":"https://openalex.org/W3000624908","doi":"https://doi.org/10.1109/apccas47518.2019.8953106","title":"A Comparative Study on the Robustness of Chaos-Based Random Number Generators","display_name":"A Comparative Study on the Robustness of Chaos-Based Random Number Generators","publication_year":2019,"publication_date":"2019-11-01","ids":{"openalex":"https://openalex.org/W3000624908","doi":"https://doi.org/10.1109/apccas47518.2019.8953106","mag":"3000624908"},"language":"en","primary_location":{"id":"doi:10.1109/apccas47518.2019.8953106","is_oa":false,"landing_page_url":"https://doi.org/10.1109/apccas47518.2019.8953106","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Asia Pacific Conference on Circuits and Systems (APCCAS)","raw_type":"proceedings-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/A5052984597","display_name":"Kaya Demir","orcid":"https://orcid.org/0000-0002-4915-6386"},"institutions":[{"id":"https://openalex.org/I4210141511","display_name":"TUBITAK BILGEM","ror":"https://ror.org/057kvja37","country_code":"TR","type":"government","lineage":["https://openalex.org/I4210141511"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Kaya Demir","raw_affiliation_strings":["TUBITAK - Informatics and Information Security Research Center, Gebze, Kocaeli, Turkey"],"affiliations":[{"raw_affiliation_string":"TUBITAK - Informatics and Information Security Research Center, Gebze, Kocaeli, Turkey","institution_ids":["https://openalex.org/I4210141511"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038657581","display_name":"Salih Erg\u00fcn","orcid":"https://orcid.org/0000-0001-7070-9726"},"institutions":[{"id":"https://openalex.org/I4210141511","display_name":"TUBITAK BILGEM","ror":"https://ror.org/057kvja37","country_code":"TR","type":"government","lineage":["https://openalex.org/I4210141511"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Salih Ergun","raw_affiliation_strings":["TUBITAK - Informatics and Information Security Research Center, Gebze, Kocaeli, Turkey"],"affiliations":[{"raw_affiliation_string":"TUBITAK - Informatics and Information Security Research Center, Gebze, Kocaeli, Turkey","institution_ids":["https://openalex.org/I4210141511"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5052984597"],"corresponding_institution_ids":["https://openalex.org/I4210141511"],"apc_list":null,"apc_paid":null,"fwci":0.1022,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.47683553,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"245","last_page":"248"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11017","display_name":"Chaos-based Image/Signal Encryption","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9919000267982483,"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/T12162","display_name":"Cellular Automata and Applications","score":0.9739000201225281,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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":0.7844706177711487},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.7642043828964233},{"id":"https://openalex.org/keywords/random-number-generation","display_name":"Random number generation","score":0.6388759613037109},{"id":"https://openalex.org/keywords/waveform","display_name":"Waveform","score":0.6152271628379822},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.511011004447937},{"id":"https://openalex.org/keywords/autocorrelation","display_name":"Autocorrelation","score":0.48194432258605957},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.42243435978889465},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.4194828271865845},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.41297098994255066},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.3451669216156006},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.32114720344543457},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.16355043649673462},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.10352316498756409},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10343477129936218},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08638978004455566}],"concepts":[{"id":"https://openalex.org/C2777052490","wikidata":"https://www.wikidata.org/wiki/Q5072826","display_name":"Chaotic","level":2,"score":0.7844706177711487},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7642043828964233},{"id":"https://openalex.org/C201866948","wikidata":"https://www.wikidata.org/wiki/Q228206","display_name":"Random number generation","level":2,"score":0.6388759613037109},{"id":"https://openalex.org/C197424946","wikidata":"https://www.wikidata.org/wiki/Q1165717","display_name":"Waveform","level":3,"score":0.6152271628379822},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.511011004447937},{"id":"https://openalex.org/C5297727","wikidata":"https://www.wikidata.org/wiki/Q786970","display_name":"Autocorrelation","level":2,"score":0.48194432258605957},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.42243435978889465},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.4194828271865845},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.41297098994255066},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.3451669216156006},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.32114720344543457},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.16355043649673462},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.10352316498756409},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10343477129936218},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08638978004455566},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.0},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/apccas47518.2019.8953106","is_oa":false,"landing_page_url":"https://doi.org/10.1109/apccas47518.2019.8953106","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Asia Pacific Conference on Circuits and Systems (APCCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W206222754","https://openalex.org/W1585665690","https://openalex.org/W2009094079","https://openalex.org/W2077204677","https://openalex.org/W2081024858","https://openalex.org/W2098543956","https://openalex.org/W2106963640","https://openalex.org/W2113158626","https://openalex.org/W2245091346","https://openalex.org/W2289605772","https://openalex.org/W2946857736","https://openalex.org/W4254369800"],"related_works":["https://openalex.org/W747394405","https://openalex.org/W1974895211","https://openalex.org/W2129841057","https://openalex.org/W2176409448","https://openalex.org/W3040712279","https://openalex.org/W2364769705","https://openalex.org/W1987236514","https://openalex.org/W174653542","https://openalex.org/W2056136368","https://openalex.org/W2626887348"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3,79],"comparative":[4],"study":[5],"on":[6,69],"continous-time":[7],"chaos-based":[8],"random":[9,31,58,103,145],"number":[10,59,104],"generation":[11,84,105,169],"methods":[12,101,170],"regarding":[13],"their":[14],"robustness":[15,164,192],"against":[16,171,193],"changes":[17,195],"in":[18,78,139],"chaos":[19,53],"controlling":[20,54],"parameters":[21,55],"and":[22,37,92,116,134,156,174,196],"external":[23,64,93,175,197],"interference.":[24,94],"Chaotic":[25,118],"systems":[26],"suggest":[27],"enabling":[28],"high":[29],"throughput":[30],"data":[32],"without":[33],"need":[34],"for":[35,102],"postprocessing":[36],"with":[38],"less":[39],"complex":[40],"hardware.":[41],"However,":[42],"due":[43],"to":[44,73,89,143,159,200],"effects":[45],"of":[46,56,112,120,154,165,186,203],"aging":[47],"or":[48],"fabrication":[49],"process":[50],"variations,":[51],"the":[52,57,70,82,131,152,160,163,166],"generator":[60],"may":[61],"change.":[62],"Furthermore,":[63],"interference":[65,176,198],"can":[66],"be":[67,87],"applied":[68],"chaotic":[71,80,113,126,132,184,204],"oscillator":[72,133],"manipulate":[74],"its":[75],"output.":[76],"Therefore,":[77],"RNG,":[81],"bit":[83,146,168],"method":[85,189],"should":[86],"immune":[88],"parameter":[90,172,194],"variation":[91,173],"In":[95],"this":[96],"study,":[97],"two":[98,167],"widely":[99],"used":[100],"have":[106,177],"been":[107,178],"compared:":[108],"1)":[109],"Regular":[110],"sampling":[111,119,185,202],"waveform":[114,122,188,205],"(RSCW),":[115],"2)":[117],"regular":[121,187,201],"(CSRW).":[123],"A":[124],"double-scroll":[125],"system":[127],"is":[128,136,181],"chosen":[129],"as":[130],"it":[135],"numerically":[137],"simulated":[138],"normalized":[140],"time":[141],"domain":[142],"generate":[144],"sequences":[147],"using":[148],"both":[149],"methods.":[150],"Applying":[151],"concepts":[153],"autocorrelation":[155],"approximate":[157],"entropy":[158],"output":[161],"bitstreams,":[162],"compared.":[179],"It":[180],"demonstrated":[182],"that":[183],"provides":[190],"more":[191],"compared":[199],"method.":[206]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-25T13:04:00.132906","created_date":"2025-10-10T00:00:00"}