{"id":"https://openalex.org/W2899409225","doi":"https://doi.org/10.1109/access.2018.2878864","title":"Joint Scheduling of Tasks and Network Flows in Big Data Clusters","display_name":"Joint Scheduling of Tasks and Network Flows in Big Data Clusters","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2899409225","doi":"https://doi.org/10.1109/access.2018.2878864","mag":"2899409225"},"language":"en","primary_location":{"id":"doi:10.1109/access.2018.2878864","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2878864","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2018.2878864","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050067325","display_name":"Lei Yang","orcid":"https://orcid.org/0000-0002-8732-3675"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Yang","raw_affiliation_strings":["School of Software Engineering, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-8732-3675","affiliations":[{"raw_affiliation_string":"School of Software Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072491273","display_name":"Xuxun Liu","orcid":"https://orcid.org/0000-0003-3132-0616"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuxun Liu","raw_affiliation_strings":["School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-3132-0616","affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100740023","display_name":"Jiannong Cao","orcid":"https://orcid.org/0000-0002-2725-2529"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Jiannong Cao","raw_affiliation_strings":["Department of Computing, The Hong Kong Polytechnic University, Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computing, The Hong Kong Polytechnic University, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100344974","display_name":"Zhenyu Wang","orcid":"https://orcid.org/0000-0002-9815-8775"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenyu Wang","raw_affiliation_strings":["School of Software Engineering, South China University of Technology, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Engineering, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.0134,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.90531841,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"6","issue":null,"first_page":"66600","last_page":"66611"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10714","display_name":"Software-Defined Networks and 5G","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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9980999827384949,"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":0.8558428287506104},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6603668332099915},{"id":"https://openalex.org/keywords/two-level-scheduling","display_name":"Two-level scheduling","score":0.5777826905250549},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5632721185684204},{"id":"https://openalex.org/keywords/fair-share-scheduling","display_name":"Fair-share scheduling","score":0.5473033785820007},{"id":"https://openalex.org/keywords/dynamic-priority-scheduling","display_name":"Dynamic priority scheduling","score":0.5389094948768616},{"id":"https://openalex.org/keywords/data-center","display_name":"Data center","score":0.5184683203697205},{"id":"https://openalex.org/keywords/fixed-priority-pre-emptive-scheduling","display_name":"Fixed-priority pre-emptive scheduling","score":0.49461862444877625},{"id":"https://openalex.org/keywords/round-robin-scheduling","display_name":"Round-robin scheduling","score":0.4682779312133789},{"id":"https://openalex.org/keywords/rate-monotonic-scheduling","display_name":"Rate-monotonic scheduling","score":0.46209895610809326},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3728998899459839},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.35792380571365356},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.11268052458763123},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.08838161826133728}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8558428287506104},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6603668332099915},{"id":"https://openalex.org/C119948110","wikidata":"https://www.wikidata.org/wiki/Q7858726","display_name":"Two-level scheduling","level":4,"score":0.5777826905250549},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5632721185684204},{"id":"https://openalex.org/C31689143","wikidata":"https://www.wikidata.org/wiki/Q733809","display_name":"Fair-share scheduling","level":3,"score":0.5473033785820007},{"id":"https://openalex.org/C107568181","wikidata":"https://www.wikidata.org/wiki/Q5319000","display_name":"Dynamic priority scheduling","level":3,"score":0.5389094948768616},{"id":"https://openalex.org/C153740404","wikidata":"https://www.wikidata.org/wiki/Q671224","display_name":"Data center","level":2,"score":0.5184683203697205},{"id":"https://openalex.org/C122141398","wikidata":"https://www.wikidata.org/wiki/Q5456330","display_name":"Fixed-priority pre-emptive scheduling","level":5,"score":0.49461862444877625},{"id":"https://openalex.org/C175893541","wikidata":"https://www.wikidata.org/wiki/Q1196582","display_name":"Round-robin scheduling","level":4,"score":0.4682779312133789},{"id":"https://openalex.org/C127456818","wikidata":"https://www.wikidata.org/wiki/Q238879","display_name":"Rate-monotonic scheduling","level":4,"score":0.46209895610809326},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3728998899459839},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.35792380571365356},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.11268052458763123},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.08838161826133728},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2018.2878864","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2878864","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:8eea437e845144e18979b59dbcb32ae8","is_oa":true,"landing_page_url":"https://doaj.org/article/8eea437e845144e18979b59dbcb32ae8","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 6, Pp 66600-66611 (2018)","raw_type":"article"},{"id":"pmh:oai:ira.lib.polyu.edu.hk:10397/80445","is_oa":false,"landing_page_url":"http://hdl.handle.net/10397/80445","pdf_url":null,"source":{"id":"https://openalex.org/S4306400205","display_name":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I14243506","host_organization_name":"Hong Kong Polytechnic University","host_organization_lineage":["https://openalex.org/I14243506"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal/Magazine Article"}],"best_oa_location":{"id":"doi:10.1109/access.2018.2878864","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2878864","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7309899849","display_name":null,"funder_award_id":"61502312","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8249776303","display_name":null,"funder_award_id":"152244/15E","funder_id":"https://openalex.org/F4320321592","funder_display_name":"Research Grants Council, University Grants Committee"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321592","display_name":"Research Grants Council, University Grants Committee","ror":"https://ror.org/00djwmt25"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1464363888","https://openalex.org/W1503989105","https://openalex.org/W1876812886","https://openalex.org/W2022678927","https://openalex.org/W2067372142","https://openalex.org/W2072396657","https://openalex.org/W2074988668","https://openalex.org/W2096125134","https://openalex.org/W2099602864","https://openalex.org/W2100830825","https://openalex.org/W2101871381","https://openalex.org/W2102549685","https://openalex.org/W2102849319","https://openalex.org/W2149294210","https://openalex.org/W2149939304","https://openalex.org/W2163291889","https://openalex.org/W2164740236","https://openalex.org/W2168427242","https://openalex.org/W2173213060","https://openalex.org/W2189465200","https://openalex.org/W2328564122","https://openalex.org/W2564517483","https://openalex.org/W2604304011","https://openalex.org/W2742610913","https://openalex.org/W2755064018","https://openalex.org/W2913854892","https://openalex.org/W4239429564","https://openalex.org/W6628558282","https://openalex.org/W6639324668","https://openalex.org/W6687322159","https://openalex.org/W6731259629"],"related_works":["https://openalex.org/W2184166483","https://openalex.org/W1545991362","https://openalex.org/W3184267879","https://openalex.org/W2225350526","https://openalex.org/W4390711934","https://openalex.org/W4390711951","https://openalex.org/W4390711911","https://openalex.org/W4386128920","https://openalex.org/W2167574351","https://openalex.org/W4390711927"],"abstract_inverted_index":{"As":[0],"an":[1],"increasing":[2],"number":[3],"of":[4,93,113,153,207],"big":[5],"data":[6,22,40,133,192],"processing":[7],"platforms":[8,36],"like":[9],"Hadoop,":[10],"Spark,":[11],"and":[12,15,28,69,83,95,99,128,150,183,211],"Storm":[13],"appear":[14],"normally":[16],"share":[17],"the":[18,21,38,45,54,56,62,75,91,108,114,120,141,147,151,171,176,180,188,199,208,214,224],"resources":[19,42],"in":[20],"center,":[23],"it":[24],"has":[25],"been":[26],"important":[27],"challenging":[29],"to":[30,131,190],"schedule":[31],"various":[32],"jobs":[33],"from":[34,157],"these":[35,158],"onto":[37],"underlying":[39],"center":[41],"such":[43,66,80],"that":[44,107,123,198],"overall":[46],"job":[47,215],"completion":[48,216],"time":[49,217],"is":[50,106],"minimized.":[51],"To":[52],"solve":[53],"problem,":[55],"existing":[57],"work":[58],"either":[59],"focus":[60,73],"on":[61,74,175,179,220],"task-level":[63],"scheduling":[64,78,92,110,143,152,167,201],"techniques,":[65,79],"as":[67,81],"Quincy":[68],"delay":[70],"scheduling,":[71],"or":[72],"network":[76,96,116,126,154,164,209],"flow":[77],"D3":[82],"preemptive":[84],"distributed":[85],"quick.":[86],"These":[87],"works":[88],"deal":[89],"with":[90,223],"tasks":[94],"flows":[97,155],"separately":[98],"cannot":[100],"achieve":[101],"optimal":[102],"performance.":[103],"The":[104],"reason":[105],"task":[109,121,148,172],"without":[111],"regard":[112],"available":[115,177],"bandwidths":[117],"may":[118],"generate":[119],"placement":[122,149,173],"causes":[124],"serious":[125],"congestions":[127],"thus":[129,212],"leads":[130],"long":[132],"transmission":[134],"time.":[135],"In":[136],"this":[137],"paper,":[138],"we":[139],"propose":[140],"joint":[142,200],"technique":[144,202],"by":[145,218],"coordinating":[146],"arising":[156],"tasks.":[159],"We":[160],"develop":[161],"a":[162],"software-defined":[163],"(SDN)-based":[165],"online":[166],"framework":[168],"which":[169],"selects":[170],"based":[174],"bandwidth":[178,189,210],"SDN":[181],"switches":[182],"at":[184],"meanwhile":[185],"optimally":[186],"allocates":[187],"each":[191],"flow.":[193],"Comprehensive":[194],"trace-driven":[195],"simulations":[196],"show":[197],"can":[203],"take":[204],"full":[205],"use":[206],"reduce":[213],"55%":[219],"average":[221],"compared":[222],"benchmark":[225],"methods.":[226]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":4}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}