{"id":"https://openalex.org/W4225146567","doi":"https://doi.org/10.1142/s0218126622502528","title":"A Time and Reliability Optimization Algorithm for Workflow Scheduling in Heterogeneous Distributed Computing System","display_name":"A Time and Reliability Optimization Algorithm for Workflow Scheduling in Heterogeneous Distributed Computing System","publication_year":2022,"publication_date":"2022-04-30","ids":{"openalex":"https://openalex.org/W4225146567","doi":"https://doi.org/10.1142/s0218126622502528"},"language":"en","primary_location":{"id":"doi:10.1142/s0218126622502528","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126622502528","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and 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/A5001361901","display_name":"Junqiang Jiang","orcid":"https://orcid.org/0000-0002-6934-0113"},"institutions":[{"id":"https://openalex.org/I100286613","display_name":"Hunan Institute of Science and Technology","ror":"https://ror.org/044ysd349","country_code":"CN","type":"education","lineage":["https://openalex.org/I100286613"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junqiang Jiang","raw_affiliation_strings":["School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang 414006, P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-6934-0113","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang 414006, P. R. China","institution_ids":["https://openalex.org/I100286613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070482013","display_name":"Hailin Cai","orcid":null},"institutions":[{"id":"https://openalex.org/I100286613","display_name":"Hunan Institute of Science and Technology","ror":"https://ror.org/044ysd349","country_code":"CN","type":"education","lineage":["https://openalex.org/I100286613"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hailin Cai","raw_affiliation_strings":["School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang 414006, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang 414006, P. R. China","institution_ids":["https://openalex.org/I100286613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043209040","display_name":"Lunxin Xie","orcid":null},"institutions":[{"id":"https://openalex.org/I100286613","display_name":"Hunan Institute of Science and Technology","ror":"https://ror.org/044ysd349","country_code":"CN","type":"education","lineage":["https://openalex.org/I100286613"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lunxin Xie","raw_affiliation_strings":["School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang 414006, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang 414006, P. R. China","institution_ids":["https://openalex.org/I100286613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064109834","display_name":"Zhifang Sun","orcid":"https://orcid.org/0000-0003-3247-9813"},"institutions":[{"id":"https://openalex.org/I100286613","display_name":"Hunan Institute of Science and Technology","ror":"https://ror.org/044ysd349","country_code":"CN","type":"education","lineage":["https://openalex.org/I100286613"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhifang Sun","raw_affiliation_strings":["School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang 414006, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang 414006, P. R. China","institution_ids":["https://openalex.org/I100286613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037159442","display_name":"Li Pan","orcid":"https://orcid.org/0000-0001-6157-3740"},"institutions":[{"id":"https://openalex.org/I100286613","display_name":"Hunan Institute of Science and Technology","ror":"https://ror.org/044ysd349","country_code":"CN","type":"education","lineage":["https://openalex.org/I100286613"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Pan","raw_affiliation_strings":["School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang 414006, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang 414006, P. R. China","institution_ids":["https://openalex.org/I100286613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100619259","display_name":"Zhihe Yang","orcid":"https://orcid.org/0000-0002-5971-1355"},"institutions":[{"id":"https://openalex.org/I100286613","display_name":"Hunan Institute of Science and Technology","ror":"https://ror.org/044ysd349","country_code":"CN","type":"education","lineage":["https://openalex.org/I100286613"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihe Yang","raw_affiliation_strings":["School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang 414006, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang 414006, P. R. China","institution_ids":["https://openalex.org/I100286613"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021691975","display_name":"Ruiqi Lu","orcid":"https://orcid.org/0000-0001-6192-8177"},"institutions":[{"id":"https://openalex.org/I100286613","display_name":"Hunan Institute of Science and Technology","ror":"https://ror.org/044ysd349","country_code":"CN","type":"education","lineage":["https://openalex.org/I100286613"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ruiqi Lu","raw_affiliation_strings":["School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang 414006, P. R. China"],"raw_orcid":"https://orcid.org/0000-0001-6192-8177","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Hunan Institute of Science and Technology, Yueyang 414006, P. R. China","institution_ids":["https://openalex.org/I100286613"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5021691975"],"corresponding_institution_ids":["https://openalex.org/I100286613"],"apc_list":null,"apc_paid":null,"fwci":0.1336,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.42698867,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"31","issue":"14","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"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"}},"topics":[{"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9983999729156494,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9811000227928162,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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":0.7521281838417053},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.7249410152435303},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.5695510506629944},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5355987548828125},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.4769919514656067},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4426411986351013},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.42254072427749634},{"id":"https://openalex.org/keywords/data-deduplication","display_name":"Data deduplication","score":0.4172621965408325},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.343738317489624},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.3236545920372009},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.16040056943893433},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.11475083231925964},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0909675657749176},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.08537718653678894},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.07534411549568176},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.06497371196746826}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7521281838417053},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7249410152435303},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5695510506629944},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5355987548828125},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.4769919514656067},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4426411986351013},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.42254072427749634},{"id":"https://openalex.org/C32587265","wikidata":"https://www.wikidata.org/wiki/Q1182260","display_name":"Data deduplication","level":2,"score":0.4172621965408325},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.343738317489624},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.3236545920372009},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.16040056943893433},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.11475083231925964},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0909675657749176},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.08537718653678894},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07534411549568176},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.06497371196746826},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"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},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218126622502528","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218126622502528","pdf_url":null,"source":{"id":"https://openalex.org/S167602672","display_name":"Journal of Circuits Systems and Computers","issn_l":"0218-1266","issn":["0218-1266","1793-6454"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Circuits, Systems and Computers","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6906772955","display_name":null,"funder_award_id":"19K037","funder_id":"https://openalex.org/F4320333642","funder_display_name":"Scientific Research Foundation of Hunan Provincial Education Department"}],"funders":[{"id":"https://openalex.org/F4320333642","display_name":"Scientific Research Foundation of Hunan Provincial Education Department","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W1996944555","https://openalex.org/W2045674116","https://openalex.org/W2057075662","https://openalex.org/W2085358537","https://openalex.org/W2089213927","https://openalex.org/W2094972030","https://openalex.org/W2096709532","https://openalex.org/W2101966237","https://openalex.org/W2103110199","https://openalex.org/W2108103697","https://openalex.org/W2143109153","https://openalex.org/W2149294210","https://openalex.org/W2160969018","https://openalex.org/W2163354311","https://openalex.org/W2176163491","https://openalex.org/W2295863450","https://openalex.org/W2335440829","https://openalex.org/W2488745305","https://openalex.org/W2510140370","https://openalex.org/W2521433907","https://openalex.org/W2586848540","https://openalex.org/W2594432035","https://openalex.org/W2612565054","https://openalex.org/W2771896814","https://openalex.org/W2896026282","https://openalex.org/W2903374488","https://openalex.org/W2903410716","https://openalex.org/W2925901603","https://openalex.org/W2962882676","https://openalex.org/W3119528274","https://openalex.org/W3124172571","https://openalex.org/W3148014290","https://openalex.org/W3173055684"],"related_works":["https://openalex.org/W3144870715","https://openalex.org/W3142319788","https://openalex.org/W2587188779","https://openalex.org/W2943088381","https://openalex.org/W3132870970","https://openalex.org/W4385804830","https://openalex.org/W2144348063","https://openalex.org/W4296125805","https://openalex.org/W2074021203","https://openalex.org/W3204654320"],"abstract_inverted_index":{"In":[0,25,79,115,149],"the":[1,21,80,106,111,116,121,125,131,141,145,150,158,167,173,178,182,189,193,196,199,203,208,214,218,223],"heterogeneous":[2],"distributed":[3],"computing":[4],"systems,":[5],"efficient":[6],"task":[7,43,46,67,70,77,81,118,123,155,184],"scheduling":[8,161],"is":[9,62,100,128,163,169,175,186],"necessary":[10],"for":[11,36],"high":[12],"performance.":[13],"System":[14],"reliability":[15,55,73,127,142,151,162,174,194,220],"and":[16,34,38,45,56,72,153,211,221],"completion":[17,57,147],"time":[18],"are":[19,91,134],"generally":[20],"two":[22,84],"important":[23],"metrics.":[24],"this":[26,98],"paper,":[27],"we":[28],"proposed":[29],"an":[30],"algorithm":[31,61],"named":[32],"Merging":[33],"Duplication":[35],"Makespan":[37],"Reliability":[39],"(MDMR)":[40],"which":[41,133],"combines":[42],"merging":[44,82,107],"duplication":[47,71,119,156,185],"to":[48,139,202],"achieve":[49],"single-objective":[50],"constrained":[51],"optimization":[52],"of":[53,191],"workflow":[54,146,160,216,224],"time.":[58,148],"The":[59],"MDMR":[60,206],"divided":[63],"into":[64,93],"three":[65],"phases:":[66],"merging,":[68],"entry":[69,117,122],"detection":[74,152],"with":[75,86,124,188],"nonentry":[76,154,183],"duplication.":[78],"phase,":[83,120,157],"tasks":[85,104],"a":[87,94],"sole":[88],"parent\u2013child":[89],"relationship":[90],"merged":[92],"single":[95],"task,":[96],"then":[97,166],"process":[99],"iterated":[101],"until":[102,195],"no":[103],"satisfy":[105],"condition,":[108],"thus":[109],"simplifying":[110],"directed":[112],"acyclic":[113],"graph.":[114],"lowest":[126],"duplicated":[129],"on":[130],"processors,":[132],"available":[135],"at":[136],"that":[137,213],"moment":[138],"increase":[140],"while":[143],"reducing":[144],"current":[159],"first":[164],"calculated,":[165],"result":[168],"directly":[170],"output":[171],"if":[172],"higher":[176],"than":[177],"target":[179,219],"value,":[180],"otherwise":[181],"executed":[187],"aim":[190],"increasing":[192],"value":[197],"surpasses":[198],"target.":[200],"According":[201],"experimental":[204],"results,":[205],"dominates":[207],"compared":[209],"algorithms":[210],"ensures":[212],"entire":[215],"achieves":[217],"shortens":[222],"makespan":[225],"as":[226,228],"much":[227],"possible.":[229]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
