{"id":"https://openalex.org/W2946617038","doi":"https://doi.org/10.1109/tpds.2019.2891587","title":"Pec: Proactive Elastic Collaborative Resource Scheduling in Data Stream Processing","display_name":"Pec: Proactive Elastic Collaborative Resource Scheduling in Data Stream Processing","publication_year":2019,"publication_date":"2019-01-10","ids":{"openalex":"https://openalex.org/W2946617038","doi":"https://doi.org/10.1109/tpds.2019.2891587","mag":"2946617038"},"language":"en","primary_location":{"id":"doi:10.1109/tpds.2019.2891587","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2019.2891587","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"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 Parallel and Distributed Systems","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/A5101467860","display_name":"Xiaohui Wei","orcid":"https://orcid.org/0000-0001-5597-3625"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaohui Wei","raw_affiliation_strings":["College of Computer Science & Technology, Symbol Computation and Knowledge Engineer of Ministry of Education, Jilin University, Changchun, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science & Technology, Symbol Computation and Knowledge Engineer of Ministry of Education, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100356898","display_name":"Lina Li","orcid":null},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lina Li","raw_affiliation_strings":["College of Computer Science & Technology, Jilin University, Changchun, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science & Technology, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110378604","display_name":"Xiang Li","orcid":"https://orcid.org/0009-0005-0198-1458"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang Li","raw_affiliation_strings":["High Performance Computing Center, Jilin University, Changchun, China"],"affiliations":[{"raw_affiliation_string":"High Performance Computing Center, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101709669","display_name":"Xingwang Wang","orcid":"https://orcid.org/0000-0001-6466-8876"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingwang Wang","raw_affiliation_strings":["College of Computer Science & Technology, Jilin University, Changchun, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science & Technology, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101458036","display_name":"Shang Gao","orcid":"https://orcid.org/0000-0002-1595-3176"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shang Gao","raw_affiliation_strings":["College of Computer Science & Technology, Jilin University, Changchun, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science & Technology, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100442427","display_name":"Hongliang Li","orcid":"https://orcid.org/0000-0003-4377-0550"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210134929","display_name":"Jilin Province Science and Technology Department","ror":"https://ror.org/049x38272","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134929"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongliang Li","raw_affiliation_strings":["College of Computer Science & Technology, Jilin University, Changchun, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science & Technology, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I4210134929","https://openalex.org/I194450716"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101467860"],"corresponding_institution_ids":["https://openalex.org/I194450716"],"apc_list":null,"apc_paid":null,"fwci":5.9818,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":{"value":0.96369827,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"30","issue":"7","first_page":"1628","last_page":"1642"},"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/T10715","display_name":"Distributed and Parallel Computing Systems","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/T12292","display_name":"Graph Theory and Algorithms","score":0.9961000084877014,"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/computer-science","display_name":"Computer science","score":0.8564473390579224},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.7733402252197266},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.7587000727653503},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6555735468864441},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.6156580448150635},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5902149081230164},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.4865550100803375},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.47947701811790466},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3583640456199646},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3149990439414978},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.11126968264579773},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10171142220497131}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8564473390579224},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.7733402252197266},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.7587000727653503},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6555735468864441},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.6156580448150635},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5902149081230164},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.4865550100803375},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.47947701811790466},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3583640456199646},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3149990439414978},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.11126968264579773},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10171142220497131},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"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/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tpds.2019.2891587","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2019.2891587","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"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 Parallel and Distributed Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1409207016","display_name":null,"funder_award_id":"61602205","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3989244236","display_name":null,"funder_award_id":"2017YFC1502306","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5502910782","display_name":null,"funder_award_id":"20170520066JH","funder_id":"https://openalex.org/F4320335953","funder_display_name":"Jilin Scientific and Technological Development Program"},{"id":"https://openalex.org/G6029591905","display_name":null,"funder_award_id":"61772228","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7322404914","display_name":null,"funder_award_id":"20190201024JC","funder_id":"https://openalex.org/F4320335953","funder_display_name":"Jilin Scientific and Technological Development Program"},{"id":"https://openalex.org/G8468556261","display_name":null,"funder_award_id":"2016YFB0701101","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322300","display_name":"Jilin University","ror":"https://ror.org/00js3aw79"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335953","display_name":"Jilin Scientific and Technological Development Program","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W6999733","https://openalex.org/W1481588857","https://openalex.org/W1517320208","https://openalex.org/W1579308114","https://openalex.org/W1595218086","https://openalex.org/W1720224751","https://openalex.org/W1884959966","https://openalex.org/W1968999661","https://openalex.org/W1978235430","https://openalex.org/W1984220394","https://openalex.org/W1985846073","https://openalex.org/W1994330137","https://openalex.org/W1994911600","https://openalex.org/W2003272624","https://openalex.org/W2010573139","https://openalex.org/W2017203676","https://openalex.org/W2023139685","https://openalex.org/W2027583975","https://openalex.org/W2040797713","https://openalex.org/W2042039222","https://openalex.org/W2045988392","https://openalex.org/W2062876061","https://openalex.org/W2063029095","https://openalex.org/W2068641276","https://openalex.org/W2071654233","https://openalex.org/W2071965227","https://openalex.org/W2105934661","https://openalex.org/W2117823778","https://openalex.org/W2119745055","https://openalex.org/W2120998288","https://openalex.org/W2126578910","https://openalex.org/W2129824589","https://openalex.org/W2131166445","https://openalex.org/W2141975087","https://openalex.org/W2143345392","https://openalex.org/W2152558130","https://openalex.org/W2153972927","https://openalex.org/W2164602789","https://openalex.org/W2169070268","https://openalex.org/W2171076213","https://openalex.org/W2208542492","https://openalex.org/W2223726101","https://openalex.org/W2225938006","https://openalex.org/W2252170720","https://openalex.org/W2270246289","https://openalex.org/W2282874851","https://openalex.org/W2412433130","https://openalex.org/W2423768491","https://openalex.org/W2484996141","https://openalex.org/W2586644251","https://openalex.org/W2609302349","https://openalex.org/W2614298317","https://openalex.org/W2763382507","https://openalex.org/W2913854892","https://openalex.org/W3098856588","https://openalex.org/W3104835181","https://openalex.org/W6637554844","https://openalex.org/W6653240510","https://openalex.org/W6679434643","https://openalex.org/W6688863316"],"related_works":["https://openalex.org/W986318368","https://openalex.org/W2384410913","https://openalex.org/W2352878646","https://openalex.org/W2990194547","https://openalex.org/W2004734601","https://openalex.org/W2130149817","https://openalex.org/W1480123525","https://openalex.org/W2414054180","https://openalex.org/W4214892316","https://openalex.org/W2613651632"],"abstract_inverted_index":{"In":[0,33,55],"the":[1,28,31,60,75,79,90,105,116,119,131,136,158,176,188],"Distributed":[2],"Parallel":[3],"Stream":[4],"Processing":[5],"Systems":[6],"(DPSPS),":[7],"elastic":[8,62],"resource":[9,20,44,47,50,63,126,139,149,173],"allocation":[10,48],"allows":[11],"applications":[12],"to":[13,16,27,102,114],"dynamically":[14],"response":[15],"workload":[17,99],"fluctuations.":[18],"However,":[19],"provisioning":[21],"can":[22],"be":[23],"particularly":[24],"challenging,":[25],"due":[26],"unpredictability":[29],"of":[30,118,138,198],"workload.":[32],"addition,":[34],"unlike":[35],"CPU":[36,132],"resources,":[37],"bandwidth":[38],"resources":[39],"are":[40,52,141],"often":[41],"ignored":[42],"in":[43,129],"allocation.":[45],"Moreover,":[46],"and":[49,68,83,108,135,169,187],"placement":[51,150],"considered":[53],"separately.":[54],"this":[56],"paper,":[57],"we":[58,94,122,145],"investigate":[59],"proactive":[61],"scheduling":[64],"problem":[65],"for":[66],"computation-intensive":[67],"communication-intensive":[69],"applications,":[70],"which":[71,130],"aims":[72],"at":[73,193],"meeting":[74],"latency":[76,111,117,167],"requirement":[77],"with":[78,157],"minimal":[80],"energy":[81,177],"cost,":[82],"propose":[84],"a":[85,97,110,147,194],"dynamic":[86],"collaborative":[87,98],"strategy":[88,162],"from":[89],"systemic":[91],"perspective.":[92],"Specifically,":[93],"first":[95],"model":[96,113],"prediction":[100],"pattern":[101],"accurately":[103],"predict":[104],"upcoming":[106],"workload,":[107],"construct":[109],"estimation":[112],"estimate":[115],"application.":[120],"Then,":[121],"design":[123],"an":[124,164],"energy-efficient":[125],"pre-allocation":[127],"method,":[128],"frequency":[133],"adjustment":[134],"stability":[137],"reconfigurations":[140],"both":[142],"considered.":[143],"Finally,":[144],"present":[146],"communication-aware":[148],"approach.":[151],"Simulation":[152],"results":[153],"show":[154],"that,":[155],"compared":[156],"reactive":[159],"strategies,":[160],"our":[161],"achieves":[163],"obviously":[165],"better":[166],"performance,":[168],"effectively":[170],"avoids":[171],"unnecessary":[172],"adjustments.":[174],"Meanwhile,":[175],"consumption":[178],"is":[179,191],"about":[180],"saved":[181],"by":[182],"50":[183],"percent":[184],"on":[185],"average,":[186],"communication":[189],"cost":[190],"maintained":[192],"very":[195],"low":[196],"level":[197],"4":[199],"percent.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":3}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
