{"id":"https://openalex.org/W4415744105","doi":"https://doi.org/10.1109/qrs-c65679.2025.00088","title":"Holistic Lookahead Scheduling for Real-time Workflow Applications in Heterogeneous Clouds","display_name":"Holistic Lookahead Scheduling for Real-time Workflow Applications in Heterogeneous Clouds","publication_year":2025,"publication_date":"2025-07-16","ids":{"openalex":"https://openalex.org/W4415744105","doi":"https://doi.org/10.1109/qrs-c65679.2025.00088"},"language":null,"primary_location":{"id":"doi:10.1109/qrs-c65679.2025.00088","is_oa":false,"landing_page_url":"https://doi.org/10.1109/qrs-c65679.2025.00088","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 25th International Conference on Software Quality, Reliability, and Security Companion (QRS-C)","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/A5085346031","display_name":"Ping Zhu","orcid":"https://orcid.org/0000-0002-1153-0379"},"institutions":[{"id":"https://openalex.org/I4210119942","display_name":"Wuhan Textile University","ror":"https://ror.org/02jgsf398","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210119942"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ping Zhu","raw_affiliation_strings":["Wuhan Textile University,School of Computer Science and Artificial Intelligence,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"Wuhan Textile University,School of Computer Science and Artificial Intelligence,Wuhan,China","institution_ids":["https://openalex.org/I4210119942"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063036772","display_name":"Sheng Gao","orcid":"https://orcid.org/0000-0002-6027-6928"},"institutions":[{"id":"https://openalex.org/I4210119942","display_name":"Wuhan Textile University","ror":"https://ror.org/02jgsf398","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210119942"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sheng Gao","raw_affiliation_strings":["Wuhan Textile University,School of Computer Science and Artificial Intelligence,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"Wuhan Textile University,School of Computer Science and Artificial Intelligence,Wuhan,China","institution_ids":["https://openalex.org/I4210119942"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083061249","display_name":"Junwei Tang","orcid":"https://orcid.org/0000-0002-1627-3244"},"institutions":[{"id":"https://openalex.org/I4210119942","display_name":"Wuhan Textile University","ror":"https://ror.org/02jgsf398","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210119942"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junwei Tang","raw_affiliation_strings":["Wuhan Textile University,School of Computer Science and Artificial Intelligence,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"Wuhan Textile University,School of Computer Science and Artificial Intelligence,Wuhan,China","institution_ids":["https://openalex.org/I4210119942"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024540054","display_name":"Tao Peng","orcid":"https://orcid.org/0000-0003-1085-7246"},"institutions":[{"id":"https://openalex.org/I4210119942","display_name":"Wuhan Textile University","ror":"https://ror.org/02jgsf398","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210119942"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Peng","raw_affiliation_strings":["Wuhan Textile University,School of Computer Science and Artificial Intelligence,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"Wuhan Textile University,School of Computer Science and Artificial Intelligence,Wuhan,China","institution_ids":["https://openalex.org/I4210119942"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100719017","display_name":"Min Li","orcid":"https://orcid.org/0000-0003-3843-8991"},"institutions":[{"id":"https://openalex.org/I4210119942","display_name":"Wuhan Textile University","ror":"https://ror.org/02jgsf398","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210119942"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Li","raw_affiliation_strings":["Wuhan Textile University,School of Computer Science and Artificial Intelligence,Wuhan,China"],"affiliations":[{"raw_affiliation_string":"Wuhan Textile University,School of Computer Science and Artificial Intelligence,Wuhan,China","institution_ids":["https://openalex.org/I4210119942"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5085346031"],"corresponding_institution_ids":["https://openalex.org/I4210119942"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.46953782,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"679","last_page":"688"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.8998000025749207,"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":0.8998000025749207,"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/T14347","display_name":"Big Data and Digital Economy","score":0.04820000007748604,"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":0.008500000461935997,"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/energy-consumption","display_name":"Energy consumption","score":0.6951000094413757},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.6736999750137329},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6448000073432922},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.6172000169754028},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.5946999788284302},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5493000149726868},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4683000147342682},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.45410001277923584}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7469000220298767},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.6951000094413757},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.6736999750137329},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6448000073432922},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6237999796867371},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6172000169754028},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.5946999788284302},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5493000149726868},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4683000147342682},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.45410001277923584},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.41990000009536743},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.40389999747276306},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3427000045776367},{"id":"https://openalex.org/C31689143","wikidata":"https://www.wikidata.org/wiki/Q733809","display_name":"Fair-share scheduling","level":3,"score":0.34049999713897705},{"id":"https://openalex.org/C75027835","wikidata":"https://www.wikidata.org/wiki/Q1064746","display_name":"Green computing","level":3,"score":0.3384999930858612},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.33559998869895935},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.3257000148296356},{"id":"https://openalex.org/C107568181","wikidata":"https://www.wikidata.org/wiki/Q5319000","display_name":"Dynamic priority scheduling","level":3,"score":0.30979999899864197},{"id":"https://openalex.org/C2989134064","wikidata":"https://www.wikidata.org/wiki/Q288510","display_name":"Execution time","level":2,"score":0.2874000072479248},{"id":"https://openalex.org/C520301825","wikidata":"https://www.wikidata.org/wiki/Q380170","display_name":"Energy conservation","level":2,"score":0.27570000290870667},{"id":"https://openalex.org/C14961307","wikidata":"https://www.wikidata.org/wiki/Q5377176","display_name":"Energy minimization","level":2,"score":0.2734000086784363}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/qrs-c65679.2025.00088","is_oa":false,"landing_page_url":"https://doi.org/10.1109/qrs-c65679.2025.00088","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 25th International Conference on Software Quality, Reliability, and Security Companion (QRS-C)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W2149294210","https://openalex.org/W2758953455","https://openalex.org/W2989730261","https://openalex.org/W3157646864","https://openalex.org/W3176055051","https://openalex.org/W4205902144","https://openalex.org/W4206840943","https://openalex.org/W4220864027","https://openalex.org/W4281685777","https://openalex.org/W4285170919","https://openalex.org/W4285217780","https://openalex.org/W4293770403","https://openalex.org/W4311255630","https://openalex.org/W4311817345","https://openalex.org/W4312849504","https://openalex.org/W4321600128","https://openalex.org/W4321606794","https://openalex.org/W4365459462","https://openalex.org/W4366298646","https://openalex.org/W4367599200","https://openalex.org/W4378982095","https://openalex.org/W4380607123","https://openalex.org/W4385819798","https://openalex.org/W4386193390","https://openalex.org/W4386453621","https://openalex.org/W4387016176","https://openalex.org/W4391093614","https://openalex.org/W4391133493","https://openalex.org/W4391664815","https://openalex.org/W4394852179","https://openalex.org/W4396241467","https://openalex.org/W4399391102","https://openalex.org/W4402654857","https://openalex.org/W4405756890","https://openalex.org/W4407956069"],"related_works":[],"abstract_inverted_index":{"As":[0],"heterogeneous":[1],"cloud":[2],"computing":[3],"environments":[4],"become":[5,17],"increasingly":[6],"prevalent":[7],"for":[8,92,105,123],"executing":[9],"complex":[10],"and":[11,27,71,120,152,166],"large-scale":[12],"applications,":[13],"energy":[14,25,57,72,104,134],"efficiency":[15,83],"has":[16],"a":[18,40,131],"critical":[19],"concern,":[20],"particularly":[21],"in":[22,75],"scenarios":[23],"where":[24],"costs":[26],"environmental":[28],"sustainability":[29],"are":[30],"key":[31],"considerations.":[32],"To":[33],"address":[34],"this":[35,37],"issue,":[36],"paper":[38],"investigates":[39],"novel":[41],"Holistic":[42],"Lookahead":[43],"(HOLO)":[44],"algorithm":[45,113],"to":[46,51,85,90,100,114,160],"schedule":[47],"DAG-type":[48],"workflow,":[49,69],"aiming":[50],"minimize":[52],"the":[53,62,68,76,82,102,116,137,161],"makespan":[54,144],"while":[55],"ensuring":[56,130],"consumption":[58,73],"does":[59],"not":[60],"exceed":[61],"user-specified":[63],"constraint.":[64],"We":[65],"first":[66],"model":[67],"processors,":[70],"involved":[74],"scheduling":[77],"process.":[78],"Next,":[79],"we":[80,110],"define":[81],"metric":[84],"characterize":[86],"each":[87,124],"task\u2019s":[88],"ability":[89],"compete":[91],"power":[93],"energy.":[94],"Furthermore,":[95],"Algorithm":[96],"EnergyProvision":[97],"is":[98],"developed":[99],"quantify":[101],"pre-allocate":[103,128],"tasks":[106],"before":[107],"scheduling.":[108],"Then,":[109],"investigate":[111],"HOLO":[112],"search":[115],"most":[117],"suitable":[118],"processor":[119],"operating":[121],"frequency":[122],"task,":[125],"which":[126],"satisfy":[127],"energy,":[129],"globally":[132],"efficient":[133],"distribution":[135],"across":[136],"system.":[138],"The":[139],"simulation":[140],"results":[141],"show":[142],"that":[143],"exhibits":[145],"improvements":[146],"by":[147],"38.10":[148],"percent,":[149],"40.11":[150],"percent":[151,154],"3.74":[153],"on":[155],"average":[156],"compared":[157],"with":[158],"respect":[159],"methods":[162],"of":[163],"HEFT,":[164],"CPOP":[165],"LESA,":[167],"respectively.":[168]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-31T00:00:00"}