{"id":"https://openalex.org/W4302988094","doi":"https://doi.org/10.7148/2022-0278","title":"Predicting Performance of Heterogeneous AI Systems with Discrete-Event Simulations","display_name":"Predicting Performance of Heterogeneous AI Systems with Discrete-Event Simulations","publication_year":2022,"publication_date":"2022-06-03","ids":{"openalex":"https://openalex.org/W4302988094","doi":"https://doi.org/10.7148/2022-0278"},"language":"en","primary_location":{"id":"doi:10.7148/2022-0278","is_oa":false,"landing_page_url":"https://doi.org/10.7148/2022-0278","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ECMS 2022 Proceedings edited by Ibrahim A. Hameed, Agus Hasan, Saleh Abdel-Afou Alaliyat","raw_type":"proceedings-article"},"type":"conference-paper","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/A5031899675","display_name":"Vyacheslav Zhdanovskiy","orcid":"https://orcid.org/0000-0002-5079-9530"},"institutions":[{"id":"https://openalex.org/I153845743","display_name":"Moscow Institute of Physics and Technology","ror":"https://ror.org/00v0z9322","country_code":"RU","type":"education","lineage":["https://openalex.org/I153845743"]},{"id":"https://openalex.org/I4210107660","display_name":"Institute for Information Transmission Problems","ror":"https://ror.org/013w2d378","country_code":"RU","type":"facility","lineage":["https://openalex.org/I4210107660"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Vyacheslav Zhdanovskiy","raw_affiliation_strings":["(National Research University) Institutskiy per. 9, Dolgoprudny, 141701, Russia","Institute for Information Institute for Information Transmission Problems, RAS Transmission Problems, RAS Bolshoy Karetny per. 19, Moscow, 127051, Russia; Bolshoy Karetny per. 19, Moscow, 127051, Russia Moscow Institute of Physics and Technology","Institute for Information Transmission Problems, RAS Bolshoy Karetny per. 19, Moscow, 127051, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"(National Research University) Institutskiy per. 9, Dolgoprudny, 141701, Russia","institution_ids":["https://openalex.org/I153845743"]},{"raw_affiliation_string":"Institute for Information Institute for Information Transmission Problems, RAS Transmission Problems, RAS Bolshoy Karetny per. 19, Moscow, 127051, Russia; Bolshoy Karetny per. 19, Moscow, 127051, Russia Moscow Institute of Physics and Technology","institution_ids":["https://openalex.org/I153845743","https://openalex.org/I4210107660"]},{"raw_affiliation_string":"Institute for Information Transmission Problems, RAS Bolshoy Karetny per. 19, Moscow, 127051, Russia","institution_ids":["https://openalex.org/I4210107660"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066717365","display_name":"Lev Teplyakov","orcid":"https://orcid.org/0000-0003-2720-8795"},"institutions":[{"id":"https://openalex.org/I153845743","display_name":"Moscow Institute of Physics and Technology","ror":"https://ror.org/00v0z9322","country_code":"RU","type":"education","lineage":["https://openalex.org/I153845743"]},{"id":"https://openalex.org/I4210107660","display_name":"Institute for Information Transmission Problems","ror":"https://ror.org/013w2d378","country_code":"RU","type":"facility","lineage":["https://openalex.org/I4210107660"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Lev Teplyakov","raw_affiliation_strings":["(National Research University) Institutskiy per. 9, Dolgoprudny, 141701, Russia","Institute for Information Institute for Information Transmission Problems, RAS Transmission Problems, RAS Bolshoy Karetny per. 19, Moscow, 127051, Russia; Bolshoy Karetny per. 19, Moscow, 127051, Russia Moscow Institute of Physics and Technology","Institute for Information Transmission Problems, RAS Bolshoy Karetny per. 19, Moscow, 127051, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"(National Research University) Institutskiy per. 9, Dolgoprudny, 141701, Russia","institution_ids":["https://openalex.org/I153845743"]},{"raw_affiliation_string":"Institute for Information Institute for Information Transmission Problems, RAS Transmission Problems, RAS Bolshoy Karetny per. 19, Moscow, 127051, Russia; Bolshoy Karetny per. 19, Moscow, 127051, Russia Moscow Institute of Physics and Technology","institution_ids":["https://openalex.org/I153845743","https://openalex.org/I4210107660"]},{"raw_affiliation_string":"Institute for Information Transmission Problems, RAS Bolshoy Karetny per. 19, Moscow, 127051, Russia","institution_ids":["https://openalex.org/I4210107660"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110940769","display_name":"Anton Grigoryev","orcid":null},"institutions":[{"id":"https://openalex.org/I153845743","display_name":"Moscow Institute of Physics and Technology","ror":"https://ror.org/00v0z9322","country_code":"RU","type":"education","lineage":["https://openalex.org/I153845743"]},{"id":"https://openalex.org/I4210107660","display_name":"Institute for Information Transmission Problems","ror":"https://ror.org/013w2d378","country_code":"RU","type":"facility","lineage":["https://openalex.org/I4210107660"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Anton Grigoryev","raw_affiliation_strings":["(National Research University) Institutskiy per. 9, Dolgoprudny, 141701, Russia","Institute for Information Institute for Information Transmission Problems, RAS Transmission Problems, RAS Bolshoy Karetny per. 19, Moscow, 127051, Russia; Bolshoy Karetny per. 19, Moscow, 127051, Russia Moscow Institute of Physics and Technology","Institute for Information Transmission Problems, RAS Bolshoy Karetny per. 19, Moscow, 127051, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"(National Research University) Institutskiy per. 9, Dolgoprudny, 141701, Russia","institution_ids":["https://openalex.org/I153845743"]},{"raw_affiliation_string":"Institute for Information Institute for Information Transmission Problems, RAS Transmission Problems, RAS Bolshoy Karetny per. 19, Moscow, 127051, Russia; Bolshoy Karetny per. 19, Moscow, 127051, Russia Moscow Institute of Physics and Technology","institution_ids":["https://openalex.org/I153845743","https://openalex.org/I4210107660"]},{"raw_affiliation_string":"Institute for Information Transmission Problems, RAS Bolshoy Karetny per. 19, Moscow, 127051, Russia","institution_ids":["https://openalex.org/I4210107660"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0925,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.37303335,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"278","last_page":"284"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9944999814033508,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9944999814033508,"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/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive 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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9923999905586243,"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":0.8466023206710815},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.8402113914489746},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7760028839111328},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.7352328300476074},{"id":"https://openalex.org/keywords/discrete-event-simulation","display_name":"Discrete event simulation","score":0.5467560887336731},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5226756930351257},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5216161012649536},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.46575337648391724},{"id":"https://openalex.org/keywords/performance-prediction","display_name":"Performance prediction","score":0.44116345047950745},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4372212886810303},{"id":"https://openalex.org/keywords/software-performance-testing","display_name":"Software performance testing","score":0.4264041781425476},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3886207342147827},{"id":"https://openalex.org/keywords/software-system","display_name":"Software system","score":0.36300912499427795},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.25269097089767456},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.2456064522266388},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11990880966186523}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8466023206710815},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.8402113914489746},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7760028839111328},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.7352328300476074},{"id":"https://openalex.org/C147203929","wikidata":"https://www.wikidata.org/wiki/Q574814","display_name":"Discrete event simulation","level":2,"score":0.5467560887336731},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5226756930351257},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5216161012649536},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.46575337648391724},{"id":"https://openalex.org/C2777115002","wikidata":"https://www.wikidata.org/wiki/Q7168246","display_name":"Performance prediction","level":2,"score":0.44116345047950745},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4372212886810303},{"id":"https://openalex.org/C178059732","wikidata":"https://www.wikidata.org/wiki/Q1982529","display_name":"Software performance testing","level":5,"score":0.4264041781425476},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3886207342147827},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.36300912499427795},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.25269097089767456},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.2456064522266388},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11990880966186523},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.7148/2022-0278","is_oa":false,"landing_page_url":"https://doi.org/10.7148/2022-0278","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ECMS 2022 Proceedings edited by Ibrahim A. Hameed, Agus Hasan, Saleh Abdel-Afou Alaliyat","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5099999904632568,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W55478891","https://openalex.org/W2058155782","https://openalex.org/W2058991476","https://openalex.org/W2061405730","https://openalex.org/W2117228865","https://openalex.org/W2195750176","https://openalex.org/W2196351237","https://openalex.org/W2566794593","https://openalex.org/W2622826443","https://openalex.org/W2766188491","https://openalex.org/W2770233088","https://openalex.org/W2901136733","https://openalex.org/W2911486422","https://openalex.org/W2958856796","https://openalex.org/W2961935915","https://openalex.org/W2970247659","https://openalex.org/W2988916019","https://openalex.org/W3018757597","https://openalex.org/W3047375952","https://openalex.org/W3188917597","https://openalex.org/W3202962003","https://openalex.org/W4241572512"],"related_works":["https://openalex.org/W4234868872","https://openalex.org/W2132526614","https://openalex.org/W4312632439","https://openalex.org/W4388483166","https://openalex.org/W1992772536","https://openalex.org/W1984135560","https://openalex.org/W2187907213","https://openalex.org/W2149682860","https://openalex.org/W2099870165","https://openalex.org/W2040688189"],"abstract_inverted_index":{"In":[0,112],"recent":[1],"years,":[2],"artificial":[3],"intelligence":[4],"(AI)":[5],"technologies":[6],"have":[7],"found":[8],"industrial":[9],"applications":[10],"in":[11,108,127],"various":[12],"fields.":[13],"AI":[14,125],"systems":[15],"typically":[16],"possess":[17],"complex":[18],"software":[19,36],"and":[20,35,86,100,195],"heterogeneous":[21,124],"CPU/GPU":[22],"hardware":[23],"architecture,":[24],"making":[25],"it":[26],"difficult":[27],"to":[28,62,69,91,96,105],"answer":[29],"basic":[30],"questions":[31,71],"considering":[32],"performance":[33,48,141,151,160,171],"evaluation":[34],"optimization.":[37],"Where":[38],"is":[39,95,178,199],"the":[40,43,47,51,54,63,67,75,109,128,134,140,144,150,159,170,175,186,203],"bottleneck":[41],"impeding":[42],"system?":[44,65],"How":[45,53],"does":[46],"scale":[49],"with":[50,143],"workload?":[52],"speed-up":[55],"of":[56,82,121,130,147,153,174],"a":[57,80,98,117,122,155,164,190],"specific":[58],"module":[59],"would":[60],"contribute":[61],"whole":[64],"Finding":[66],"answers":[68],"these":[70,93],"through":[72],"experiments":[73],"on":[74],"real":[76,110],"system":[77,126,188],"could":[78],"require":[79],"lot":[81],"computational,":[83],"human,":[84],"financial,":[85],"time":[87],"resources.":[88],"A":[89],"solution":[90],"cut":[92],"costs":[94],"use":[97],"fast":[99],"accurate":[101],"simulation":[102,119,205],"model":[103,120,177],"preparatory":[104],"implementing":[106],"anything":[107],"system.":[111],"this":[113],"paper,":[114],"we":[115,137],"propose":[116],"discrete-event":[118],"high-load":[123],"context":[129],"video":[131],"analytics.":[132],"Using":[133],"proposed":[135,176,204],"model,":[136],"estimate:":[138],"1)":[139],"scalability":[142],"increasing":[145],"number":[146],"cameras;":[148],"2)":[149],"impact":[152],"integrating":[154],"new":[156],"module;":[157],"3)":[158],"gain":[161],"from":[162],"optimizing":[163],"single":[165],"module.":[166],"We":[167,182],"show":[168],"that":[169,185],"estimation":[172],"accuracy":[173],"higher":[179],"than":[180],"90%.":[181],"also":[183],"demonstrate,":[184],"considered":[187],"possesses":[189],"counter-intuitive":[191],"relationship":[192],"between":[193],"workload":[194],"performance,":[196],"which":[197],"nevertheless":[198],"correctly":[200],"inferred":[201],"by":[202],"model.":[206]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
