{"id":"https://openalex.org/W4285256074","doi":"https://doi.org/10.1109/tc.2022.3176803","title":"Scenario-based AI Benchmark Evaluation of Distributed Cloud/Edge Computing Systems","display_name":"Scenario-based AI Benchmark Evaluation of Distributed Cloud/Edge Computing Systems","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4285256074","doi":"https://doi.org/10.1109/tc.2022.3176803"},"language":"en","primary_location":{"id":"doi:10.1109/tc.2022.3176803","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tc.2022.3176803","pdf_url":null,"source":{"id":"https://openalex.org/S157670870","display_name":"IEEE Transactions on Computers","issn_l":"0018-9340","issn":["0018-9340","1557-9956","2326-3814"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computers","raw_type":"journal-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/A5002465838","display_name":"Tianshu Hao","orcid":"https://orcid.org/0000-0001-5540-8722"},"institutions":[{"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":true,"raw_author_name":"Tianshu Hao","raw_affiliation_strings":["Research Center for Advanced Computer Systems, Institute of Computing Technology Chinese Academy of Sciences, 53035 Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Research Center for Advanced Computer Systems, Institute of Computing Technology Chinese Academy of Sciences, 53035 Beijing, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046994015","display_name":"Kai Hwang","orcid":"https://orcid.org/0000-0001-5503-3932"},"institutions":[{"id":"https://openalex.org/I4210116924","display_name":"Chinese University of Hong Kong, Shenzhen","ror":"https://ror.org/02d5ks197","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633","https://openalex.org/I180726961","https://openalex.org/I4210116924"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Hwang","raw_affiliation_strings":["School of Data Science, Chinese University of Hong Kong, 26451 Shenzhen, Guangdong, China, 518172"],"affiliations":[{"raw_affiliation_string":"School of Data Science, Chinese University of Hong Kong, 26451 Shenzhen, Guangdong, China, 518172","institution_ids":["https://openalex.org/I4210116924"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085963553","display_name":"Jianfeng Zhan","orcid":"https://orcid.org/0000-0002-3728-6837"},"institutions":[{"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"]},{"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianfeng Zhan","raw_affiliation_strings":["Institute of Computing Technology, Chinese Academy of Sciences, Beijing, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Institute of Computing Technology, Chinese Academy of Sciences, Beijing, Beijing, China","institution_ids":["https://openalex.org/I4210090176","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040908982","display_name":"Yuejin Li","orcid":"https://orcid.org/0000-0003-1284-4668"},"institutions":[{"id":"https://openalex.org/I4210116924","display_name":"Chinese University of Hong Kong, Shenzhen","ror":"https://ror.org/02d5ks197","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633","https://openalex.org/I180726961","https://openalex.org/I4210116924"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuejin Li","raw_affiliation_strings":["School of Science and Engineering, The Chinese University of Hong Kong - Shenzhen, 407605 Shenzhen, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"School of Science and Engineering, The Chinese University of Hong Kong - Shenzhen, 407605 Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I4210116924"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103023862","display_name":"Yong Cao","orcid":"https://orcid.org/0000-0001-7639-7647"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Cao","raw_affiliation_strings":["School of Computer of Science and Technology, Huazhong University of Science and Technology, 12443 Wuhan, Hubei, China"],"affiliations":[{"raw_affiliation_string":"School of Computer of Science and Technology, Huazhong University of Science and Technology, 12443 Wuhan, Hubei, China","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5002465838"],"corresponding_institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210090176"],"apc_list":null,"apc_paid":null,"fwci":4.0036,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.93962528,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9991999864578247,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9991999864578247,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9922000169754028,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9864000082015991,"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/benchmark","display_name":"Benchmark (surveying)","score":0.821765661239624},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8202337026596069},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7774360179901123},{"id":"https://openalex.org/keywords/suite","display_name":"Suite","score":0.6361862421035767},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4854910671710968},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4568314552307129},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.44162386655807495},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3559727668762207},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33029353618621826},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.28207969665527344}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.821765661239624},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8202337026596069},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7774360179901123},{"id":"https://openalex.org/C79581498","wikidata":"https://www.wikidata.org/wiki/Q1367530","display_name":"Suite","level":2,"score":0.6361862421035767},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4854910671710968},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4568314552307129},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.44162386655807495},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3559727668762207},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33029353618621826},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.28207969665527344},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tc.2022.3176803","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tc.2022.3176803","pdf_url":null,"source":{"id":"https://openalex.org/S157670870","display_name":"IEEE Transactions on Computers","issn_l":"0018-9340","issn":["0018-9340","1557-9956","2326-3814"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.44999998807907104}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W24089286","https://openalex.org/W1494198834","https://openalex.org/W1575670837","https://openalex.org/W2038249652","https://openalex.org/W2108598243","https://openalex.org/W2117876524","https://openalex.org/W2135442311","https://openalex.org/W2204750386","https://openalex.org/W2396881363","https://openalex.org/W2416799949","https://openalex.org/W2597505554","https://openalex.org/W2725179571","https://openalex.org/W2780740184","https://openalex.org/W2894310146","https://openalex.org/W2917748490","https://openalex.org/W2982424334","https://openalex.org/W2986404693","https://openalex.org/W3002258616","https://openalex.org/W3008591352","https://openalex.org/W3043571714","https://openalex.org/W3080967833","https://openalex.org/W3101973032","https://openalex.org/W3157916075","https://openalex.org/W3161014634","https://openalex.org/W3191893381","https://openalex.org/W3207856258","https://openalex.org/W3214188003","https://openalex.org/W4200610525","https://openalex.org/W6600983433"],"related_works":["https://openalex.org/W2083794993","https://openalex.org/W4379115841","https://openalex.org/W1511772879","https://openalex.org/W3170750609","https://openalex.org/W2979471250","https://openalex.org/W2127898439","https://openalex.org/W2186315912","https://openalex.org/W2098397451","https://openalex.org/W2248125223","https://openalex.org/W3195664246"],"abstract_inverted_index":{"Distributed":[0],"cloud/edge":[1],"(DCE)":[2],"platform":[3],"has":[4],"become":[5],"popular":[6],"in":[7,25,85,128,144,157],"recent":[8],"years.":[9],"This":[10],"paper":[11],"proposes":[12],"a":[13,111],"new":[14],"AI":[15,70,80,125,167,178],"benchmark":[16,34,90,130,133,162],"suite":[17,35],"for":[18,77],"assessing":[19],"the":[20,44,86,101,120,129,136,140,158],"performance":[21,41],"of":[22,56,104,114,122,138],"DCE":[23,141],"platforms":[24],"machine":[26],"learning":[27],"(ML)":[28],"and":[29,58,150,165,177,184,194],"cognitive":[30],"science":[31],"applications.":[32],"The":[33],"is":[36,74],"custom-designed":[37],"to":[38,117],"satisfy":[39],"scenario-based":[40],"requirements,":[42],"namely":[43],"model":[45,50],"training":[46],"time,":[47,54],"inference":[48],"speed,":[49],"accuracy,":[51],"job":[52],"response":[53],"quality":[55],"service,":[57],"system":[59,175],"reliability.":[60],"These":[61],"metrics":[62],"are":[63,156,188],"substantiated":[64],"by":[65,190],"intensive":[66],"experiments":[67,91],"with":[68],"real-life":[69],"workloads.":[71],"Our":[72,89,132,153,170],"work":[73,171],"specially":[75],"tailored":[76],"supporting":[78],"massive":[79],"multitasking":[81],"across":[82],"distributed":[83,166],"resources":[84],"networking":[87],"environment.":[88],"were":[92],"conducted":[93],"on":[94,181],"an":[95],"AI-oriented":[96],"AIRS":[97,159],"cloud":[98,160],"built":[99],"at":[100],"Chinese":[102],"University":[103],"Hong":[105],"Kong,":[106],"Shenzhen.":[107],"We":[108],"have":[109],"tested":[110],"large":[112],"number":[113],"ML/DL":[115],"programs":[116],"narrow":[118],"down":[119],"inclusion":[121],"ten":[123],"representative":[124],"kernel":[126],"codes":[127],"suite.":[131],"results":[134],"reveal":[135],"advantages":[137],"using":[139],"systems":[142],"cost-effectively":[143],"smart":[145],"cities,":[146],"healthcare,":[147],"community":[148],"surveillance,":[149],"transportation":[151],"services.":[152],"technical":[154],"contributions":[155],"architecture,":[161],"design,":[163],"testing,":[164],"computing":[168],"requirements.":[169],"will":[172],"benefit":[173],"computer":[174],"designers":[176],"application":[179],"developers":[180],"clouds,":[182],"edge,":[183],"mobile":[185,192],"devices,":[186],"that":[187],"supported":[189],"5G":[191],"networks":[193],"AIoT":[195],"resources.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
