{"id":"https://openalex.org/W4391381721","doi":"https://doi.org/10.1109/wsc60868.2023.10408699","title":"Identifying Quality Mersenne Twister Streams for Parallel Stochastic Simulations","display_name":"Identifying Quality Mersenne Twister Streams for Parallel Stochastic Simulations","publication_year":2023,"publication_date":"2023-12-10","ids":{"openalex":"https://openalex.org/W4391381721","doi":"https://doi.org/10.1109/wsc60868.2023.10408699"},"language":"en","primary_location":{"id":"doi:10.1109/wsc60868.2023.10408699","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc60868.2023.10408699","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://uca.hal.science/hal-04426829/document","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012712372","display_name":"Benjamin A. Antunes","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210099416","display_name":"Laboratoire d'Informatique, de Mod\u00e9lisation et d'Optimisation des Syst\u00e8mes","ror":"https://ror.org/00t3fpp34","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I198244214","https://openalex.org/I198244214","https://openalex.org/I203339264","https://openalex.org/I205703379","https://openalex.org/I3019848993","https://openalex.org/I4210099416","https://openalex.org/I4210123221","https://openalex.org/I4210159245","https://openalex.org/I4387154249"]},{"id":"https://openalex.org/I4387154249","display_name":"Clermont Auvergne INP","ror":"https://ror.org/001f39w38","country_code":null,"type":"education","lineage":["https://openalex.org/I198244214","https://openalex.org/I4387154249"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Benjamin Antunes","raw_affiliation_strings":["Université Clermont Auvergne,CNRS, Clermont Auvergne INP,Clermont-Ferrand,France,63000","LIMOS - Laboratoire d'Informatique, de Mod\u00e9lisation et d'Optimisation des Syst\u00e8mes (Campus Universitaire des C\u00e9zeaux, 1 rue de la Chebarde, TSA 60125 / CS 60026, 63178 Aubi\u00e8re Cedex  - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université Clermont Auvergne,CNRS, Clermont Auvergne INP,Clermont-Ferrand,France,63000","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4387154249"]},{"raw_affiliation_string":"LIMOS - Laboratoire d'Informatique, de Mod\u00e9lisation et d'Optimisation des Syst\u00e8mes (Campus Universitaire des C\u00e9zeaux, 1 rue de la Chebarde, TSA 60125 / CS 60026, 63178 Aubi\u00e8re Cedex  - France)","institution_ids":["https://openalex.org/I4210099416"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069793023","display_name":"Claude Mazel","orcid":null},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210099416","display_name":"Laboratoire d'Informatique, de Mod\u00e9lisation et d'Optimisation des Syst\u00e8mes","ror":"https://ror.org/00t3fpp34","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I198244214","https://openalex.org/I198244214","https://openalex.org/I203339264","https://openalex.org/I205703379","https://openalex.org/I3019848993","https://openalex.org/I4210099416","https://openalex.org/I4210123221","https://openalex.org/I4210159245","https://openalex.org/I4387154249"]},{"id":"https://openalex.org/I4387154249","display_name":"Clermont Auvergne INP","ror":"https://ror.org/001f39w38","country_code":null,"type":"education","lineage":["https://openalex.org/I198244214","https://openalex.org/I4387154249"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Claude Mazel","raw_affiliation_strings":["Université Clermont Auvergne,CNRS, Clermont Auvergne INP,Clermont-Ferrand,France,63000","LIMOS - Laboratoire d'Informatique, de Mod\u00e9lisation et d'Optimisation des Syst\u00e8mes (Campus Universitaire des C\u00e9zeaux, 1 rue de la Chebarde, TSA 60125 / CS 60026, 63178 Aubi\u00e8re Cedex  - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université Clermont Auvergne,CNRS, Clermont Auvergne INP,Clermont-Ferrand,France,63000","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4387154249"]},{"raw_affiliation_string":"LIMOS - Laboratoire d'Informatique, de Mod\u00e9lisation et d'Optimisation des Syst\u00e8mes (Campus Universitaire des C\u00e9zeaux, 1 rue de la Chebarde, TSA 60125 / CS 60026, 63178 Aubi\u00e8re Cedex  - France)","institution_ids":["https://openalex.org/I4210099416"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108125366","display_name":"David R.C. Hill","orcid":"https://orcid.org/0000-0003-2820-2766"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210099416","display_name":"Laboratoire d'Informatique, de Mod\u00e9lisation et d'Optimisation des Syst\u00e8mes","ror":"https://ror.org/00t3fpp34","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I198244214","https://openalex.org/I198244214","https://openalex.org/I203339264","https://openalex.org/I205703379","https://openalex.org/I3019848993","https://openalex.org/I4210099416","https://openalex.org/I4210123221","https://openalex.org/I4210159245","https://openalex.org/I4387154249"]},{"id":"https://openalex.org/I4210104097","display_name":"Institut Sup\u00e9rieur d\u2019Informatique, de Mod\u00e9lisation et de leurs Applications","ror":"https://ror.org/01bv2n867","country_code":"FR","type":"education","lineage":["https://openalex.org/I4210104097"]},{"id":"https://openalex.org/I4387154249","display_name":"Clermont Auvergne INP","ror":"https://ror.org/001f39w38","country_code":null,"type":"education","lineage":["https://openalex.org/I198244214","https://openalex.org/I4387154249"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"David Hill","raw_affiliation_strings":["Université Clermont Auvergne,CNRS, Clermont Auvergne INP,Clermont-Ferrand,France,63000","ISIMA - Institut Sup\u00e9rieur d'Informatique, de Mod\u00e9lisation et de leurs Applications (1 Rue de la Chebarde / 63178 Aubi\u00e8re CEDEX - France)","LIMOS - Laboratoire d'Informatique, de Mod\u00e9lisation et d'Optimisation des Syst\u00e8mes (Campus Universitaire des C\u00e9zeaux, 1 rue de la Chebarde, TSA 60125 / CS 60026, 63178 Aubi\u00e8re Cedex  - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Université Clermont Auvergne,CNRS, Clermont Auvergne INP,Clermont-Ferrand,France,63000","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4387154249"]},{"raw_affiliation_string":"ISIMA - Institut Sup\u00e9rieur d'Informatique, de Mod\u00e9lisation et de leurs Applications (1 Rue de la Chebarde / 63178 Aubi\u00e8re CEDEX - France)","institution_ids":["https://openalex.org/I4210104097"]},{"raw_affiliation_string":"LIMOS - Laboratoire d'Informatique, de Mod\u00e9lisation et d'Optimisation des Syst\u00e8mes (Campus Universitaire des C\u00e9zeaux, 1 rue de la Chebarde, TSA 60125 / CS 60026, 63178 Aubi\u00e8re Cedex  - France)","institution_ids":["https://openalex.org/I4210099416"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2293,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.60455612,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"2801","last_page":"2812"},"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11269","display_name":"Algorithms and Data Compression","score":0.9977999925613403,"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/computer-science","display_name":"Computer science","score":0.7017533779144287},{"id":"https://openalex.org/keywords/pseudorandom-number-generator","display_name":"Pseudorandom number generator","score":0.6620092988014221},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.6030203700065613},{"id":"https://openalex.org/keywords/random-number-generation","display_name":"Random number generation","score":0.5936821699142456},{"id":"https://openalex.org/keywords/mersenne-prime","display_name":"Mersenne prime","score":0.5826672911643982},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.5794066786766052},{"id":"https://openalex.org/keywords/streams","display_name":"STREAMS","score":0.548096239566803},{"id":"https://openalex.org/keywords/random-sequence","display_name":"Random sequence","score":0.5259499549865723},{"id":"https://openalex.org/keywords/stream-processing","display_name":"Stream processing","score":0.5083386301994324},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5049653649330139},{"id":"https://openalex.org/keywords/generator","display_name":"Generator (circuit theory)","score":0.47276976704597473},{"id":"https://openalex.org/keywords/stochastic-computing","display_name":"Stochastic computing","score":0.4597035348415375},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4114704132080078},{"id":"https://openalex.org/keywords/computational-science","display_name":"Computational science","score":0.3647978901863098},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1664312481880188},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12280133366584778},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.10757938027381897},{"id":"https://openalex.org/keywords/discrete-mathematics","display_name":"Discrete mathematics","score":0.09165480732917786}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7017533779144287},{"id":"https://openalex.org/C140642157","wikidata":"https://www.wikidata.org/wiki/Q1623338","display_name":"Pseudorandom number generator","level":2,"score":0.6620092988014221},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.6030203700065613},{"id":"https://openalex.org/C201866948","wikidata":"https://www.wikidata.org/wiki/Q228206","display_name":"Random number generation","level":2,"score":0.5936821699142456},{"id":"https://openalex.org/C29641680","wikidata":"https://www.wikidata.org/wiki/Q186875","display_name":"Mersenne prime","level":2,"score":0.5826672911643982},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.5794066786766052},{"id":"https://openalex.org/C42090638","wikidata":"https://www.wikidata.org/wiki/Q4048907","display_name":"STREAMS","level":2,"score":0.548096239566803},{"id":"https://openalex.org/C186515451","wikidata":"https://www.wikidata.org/wiki/Q228191","display_name":"Random sequence","level":3,"score":0.5259499549865723},{"id":"https://openalex.org/C107027933","wikidata":"https://www.wikidata.org/wiki/Q2006448","display_name":"Stream processing","level":2,"score":0.5083386301994324},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5049653649330139},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.47276976704597473},{"id":"https://openalex.org/C2780971903","wikidata":"https://www.wikidata.org/wiki/Q2933705","display_name":"Stochastic computing","level":3,"score":0.4597035348415375},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4114704132080078},{"id":"https://openalex.org/C459310","wikidata":"https://www.wikidata.org/wiki/Q117801","display_name":"Computational science","level":1,"score":0.3647978901863098},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1664312481880188},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12280133366584778},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.10757938027381897},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.09165480732917786},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"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/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/wsc60868.2023.10408699","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wsc60868.2023.10408699","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 Winter Simulation Conference (WSC)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-04426829v1","is_oa":true,"landing_page_url":"https://uca.hal.science/hal-04426829","pdf_url":"https://uca.hal.science/hal-04426829/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"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":"https://meetings.informs.org/wordpress/wsc2023/","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04426829v1","is_oa":true,"landing_page_url":"https://uca.hal.science/hal-04426829","pdf_url":"https://uca.hal.science/hal-04426829/document","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"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":"https://meetings.informs.org/wordpress/wsc2023/","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321147","display_name":"Ministry of Higher Education","ror":"https://ror.org/0512bh102"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391381721.pdf","grobid_xml":"https://content.openalex.org/works/W4391381721.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1773301879","https://openalex.org/W1963898916","https://openalex.org/W1985043179","https://openalex.org/W1986517320","https://openalex.org/W1990752200","https://openalex.org/W2028579627","https://openalex.org/W2037231736","https://openalex.org/W2042719484","https://openalex.org/W2075075402","https://openalex.org/W2095595785","https://openalex.org/W2123577276","https://openalex.org/W2129817693","https://openalex.org/W2145779853","https://openalex.org/W2149116239","https://openalex.org/W2170741821","https://openalex.org/W2175102988","https://openalex.org/W2179731956","https://openalex.org/W2189227215","https://openalex.org/W2416145065","https://openalex.org/W2481777865","https://openalex.org/W2528236653","https://openalex.org/W2734665458","https://openalex.org/W2900190845","https://openalex.org/W3084758425","https://openalex.org/W3142659981","https://openalex.org/W3198310217","https://openalex.org/W4220770850","https://openalex.org/W4233137009","https://openalex.org/W4243494487","https://openalex.org/W6679469509","https://openalex.org/W6744529318","https://openalex.org/W6782767089","https://openalex.org/W6800733230","https://openalex.org/W6843131784","https://openalex.org/W6850572036"],"related_works":["https://openalex.org/W2787807455","https://openalex.org/W1486556453","https://openalex.org/W4307182166","https://openalex.org/W2391180182","https://openalex.org/W4377969730","https://openalex.org/W4307182194","https://openalex.org/W3103095306","https://openalex.org/W4321787861","https://openalex.org/W2316835829","https://openalex.org/W2187092244"],"abstract_inverted_index":{"The":[0,51],"Mersenne":[1],"Twister":[2],"(MT)":[3],"is":[4,56],"a":[5,104],"pseudo-random":[6,37],"number":[7,106],"generator":[8],"(PRNG)":[9],"widely":[10],"used":[11,30,57,135],"in":[12,117],"High":[13],"Performance":[14],"Computing":[15],"for":[16,65,136],"parallel":[17,138],"stochastic":[18],"simulations.":[19],"We":[20,39],"aim":[21],"to":[22,31,58,103,123],"assess":[23],"the":[24,60,88,98],"quality":[25,61,86],"of":[26,35,62,79,107,110],"common":[27],"parallelization":[28],"techniques":[29,75],"generate":[32],"large":[33],"streams":[34,64,128],"MT":[36,48],"numbers.":[38],"compare":[40],"three":[41,69],"techniques:":[42],"sequence":[43],"splitting,":[44],"random":[45],"spacing":[46],"and":[47,144],"indexed":[49],"sequence.":[50],"TestU01":[52],"Big":[53,93],"Crush":[54,94],"battery":[55],"evaluate":[59],"4096":[63],"each":[66],"technique":[67,83],"on":[68],"different":[70],"hardware":[71],"configurations.":[72],"Surprisingly,":[73],"all":[74,91],"exhibited":[76],"almost":[77],"30%":[78],"defects":[80],"with":[81],"no":[82],"showing":[84],"better":[85],"than":[87],"others.":[89],"While":[90],"106":[92],"tests":[95,108,112],"showed":[96],"failures,":[97],"failure":[99],"rate":[100],"was":[101],"limited":[102],"small":[105],"(maximum":[109],"6":[111],"failed":[113],"per":[114],"stream,":[115],"resulting":[116],"over":[118],"94%":[119],"success":[120],"rate).":[121],"Thanks":[122],"33":[124],"CPU":[125],"years,":[126],"high-quality":[127],"identified":[129],"are":[130],"given.":[131],"They":[132],"can":[133],"be":[134],"sensitive":[137],"simulations":[139],"such":[140],"as":[141],"nuclear":[142],"medicine":[143],"precise":[145],"high-energy":[146],"physics":[147],"applications.":[148]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-08-26T07:47:46.906454","created_date":"2025-10-10T00:00:00"}