{"id":"https://openalex.org/W4309946813","doi":"https://doi.org/10.1109/iscc55528.2022.9912919","title":"A Discrete-event-based Simulator for Distributed Deep Learning","display_name":"A Discrete-event-based Simulator for Distributed Deep Learning","publication_year":2022,"publication_date":"2022-06-30","ids":{"openalex":"https://openalex.org/W4309946813","doi":"https://doi.org/10.1109/iscc55528.2022.9912919"},"language":"en","primary_location":{"id":"doi:10.1109/iscc55528.2022.9912919","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc55528.2022.9912919","pdf_url":null,"source":{"id":"https://openalex.org/S4363605780","display_name":"2022 IEEE Symposium on Computers and Communications (ISCC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE Symposium on Computers and Communications (ISCC)","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/A5065215852","display_name":"Xiaoyan Liu","orcid":"https://orcid.org/0000-0002-1768-9014"},"institutions":[{"id":"https://openalex.org/I55654194","display_name":"Inner Mongolia University of Technology","ror":"https://ror.org/05564e019","country_code":"CN","type":"education","lineage":["https://openalex.org/I55654194"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaoyan Liu","raw_affiliation_strings":["College of Data Science and Application, Inner Mongolia University of Technology,Hohhot,China","College of Data Science and Application, Inner Mongolia University of Technology, Hohhot, China"],"affiliations":[{"raw_affiliation_string":"College of Data Science and Application, Inner Mongolia University of Technology,Hohhot,China","institution_ids":["https://openalex.org/I55654194"]},{"raw_affiliation_string":"College of Data Science and Application, Inner Mongolia University of Technology, Hohhot, China","institution_ids":["https://openalex.org/I55654194"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100628168","display_name":"Zhiwei Xu","orcid":"https://orcid.org/0000-0002-0754-5295"},"institutions":[{"id":"https://openalex.org/I55654194","display_name":"Inner Mongolia University of Technology","ror":"https://ror.org/05564e019","country_code":"CN","type":"education","lineage":["https://openalex.org/I55654194"]},{"id":"https://openalex.org/I4210090176","display_name":"Institute of Computing Technology","ror":"https://ror.org/0090r4d87","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210090176"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiwei Xu","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences,Beijing,China","Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","College of Data Science and Application, Inner Mongolia University of Technology, Hohhot, China"],"affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]},{"raw_affiliation_string":"College of Data Science and Application, Inner Mongolia University of Technology, Hohhot, China","institution_ids":["https://openalex.org/I55654194"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074109387","display_name":"Yana Qin","orcid":"https://orcid.org/0000-0003-4242-4533"},"institutions":[{"id":"https://openalex.org/I55654194","display_name":"Inner Mongolia University of Technology","ror":"https://ror.org/05564e019","country_code":"CN","type":"education","lineage":["https://openalex.org/I55654194"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yana Qin","raw_affiliation_strings":["College of Data Science and Application, Inner Mongolia University of Technology,Hohhot,China","College of Data Science and Application, Inner Mongolia University of Technology, Hohhot, China"],"affiliations":[{"raw_affiliation_string":"College of Data Science and Application, Inner Mongolia University of Technology,Hohhot,China","institution_ids":["https://openalex.org/I55654194"]},{"raw_affiliation_string":"College of Data Science and Application, Inner Mongolia University of Technology, Hohhot, China","institution_ids":["https://openalex.org/I55654194"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048274360","display_name":"Jie Tian","orcid":null},"institutions":[{"id":"https://openalex.org/I118118575","display_name":"New Jersey Institute of Technology","ror":"https://ror.org/05e74xb87","country_code":"US","type":"education","lineage":["https://openalex.org/I118118575"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jie Tian","raw_affiliation_strings":["New Jersey Institute of Technology,Department of Computer Science,Newark,USA","Department of Computer Science, New Jersey Institute of Technology, Newark, USA"],"affiliations":[{"raw_affiliation_string":"New Jersey Institute of Technology,Department of Computer Science,Newark,USA","institution_ids":["https://openalex.org/I118118575"]},{"raw_affiliation_string":"Department of Computer Science, New Jersey Institute of Technology, Newark, USA","institution_ids":["https://openalex.org/I118118575"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5065215852"],"corresponding_institution_ids":["https://openalex.org/I55654194"],"apc_list":null,"apc_paid":null,"fwci":0.8639,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.68214683,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T13553","display_name":"Age of Information Optimization","score":0.9993000030517578,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9944000244140625,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8083862066268921},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7705630660057068},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.612164318561554},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5974087715148926},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5531672835350037},{"id":"https://openalex.org/keywords/discrete-event-simulation","display_name":"Discrete event simulation","score":0.5389609336853027},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5224496722221375},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.48487409949302673},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4735868573188782},{"id":"https://openalex.org/keywords/network-simulation","display_name":"Network simulation","score":0.4375772774219513},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.3405361771583557},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3369450569152832}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8083862066268921},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7705630660057068},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.612164318561554},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5974087715148926},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5531672835350037},{"id":"https://openalex.org/C147203929","wikidata":"https://www.wikidata.org/wiki/Q574814","display_name":"Discrete event simulation","level":2,"score":0.5389609336853027},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5224496722221375},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.48487409949302673},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4735868573188782},{"id":"https://openalex.org/C139940560","wikidata":"https://www.wikidata.org/wiki/Q290036","display_name":"Network simulation","level":2,"score":0.4375772774219513},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.3405361771583557},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3369450569152832},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscc55528.2022.9912919","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc55528.2022.9912919","pdf_url":null,"source":{"id":"https://openalex.org/S4363605780","display_name":"2022 IEEE Symposium on Computers and Communications (ISCC)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2013487705","https://openalex.org/W2168695798","https://openalex.org/W2920270483","https://openalex.org/W2964169433","https://openalex.org/W2979987893","https://openalex.org/W3005228016","https://openalex.org/W3102301871","https://openalex.org/W3140472320"],"related_works":["https://openalex.org/W2389214306","https://openalex.org/W4375867731","https://openalex.org/W4235240664","https://openalex.org/W2965083567","https://openalex.org/W1838576100","https://openalex.org/W2095886385","https://openalex.org/W2889616422","https://openalex.org/W2089704382","https://openalex.org/W2291303373","https://openalex.org/W2357884043"],"abstract_inverted_index":{"New":[0],"intelligence":[1,50,75],"applications":[2,51],"are":[3,40],"driving":[4],"increasing":[5],"interest":[6],"in":[7,13,52,79,92],"deploying":[8],"deep":[9,21,116],"neural":[10],"networks":[11],"(DNN)":[12],"a":[14,26,93,107,115,120],"distributed":[15,20,74,100,129],"way.":[16],"To":[17],"set":[18],"up":[19],"learning":[22,117,141],"involves":[23],"alterations":[24],"of":[25,29,33,49,63,99,127,138],"great":[27],"number":[28],"the":[30,53,61,73,134,139],"parameter":[31],"configurations":[32],"network/edge":[34],"devices":[35],"and":[36,119,136,143],"DNN":[37],"models,":[38],"which":[39,113],"crucial":[41],"to":[42,59,96,124],"achieve":[43],"best":[44],"performances.":[45],"Simulations":[46],"measure":[47],"scalability":[48],"early":[54],"stage,":[55],"as":[56,58,87],"well":[57],"determine":[60],"effects":[62],"different":[64],"configurations,":[65],"thus":[66],"highly":[67],"desired.":[68],"However,":[69],"work":[70],"on":[71],"simulating":[72],"environment":[76],"is":[77],"still":[78],"its":[80],"infancy.":[81],"The":[82],"existing":[83],"simulation":[84,122,126],"frameworks,":[85],"such":[86],"NS-3,":[88],"etc.,":[89],"cannot":[90],"extended":[91],"straightforward":[94],"way":[95],"support":[97],"simulations":[98],"learning.":[101],"In":[102],"this":[103],"paper,":[104],"we":[105,132],"propose":[106],"novel":[108],"discrete":[109],"event":[110],"simulator,":[111],"sim4DistrDL,":[112],"includes":[114],"module":[118,123],"network":[121],"facilitate":[125],"DNN-based":[128],"applications.":[130],"Specifically,":[131],"give":[133],"design":[135],"implementation":[137],"proposed":[140],"simulator":[142],"present":[144],"an":[145],"illustrative":[146],"use":[147],"case.":[148]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}