{"id":"https://openalex.org/W4410772480","doi":"https://doi.org/10.1145/3727353.3727446","title":"Load-Aware Task-Based Scheduling Policy in Spark","display_name":"Load-Aware Task-Based Scheduling Policy in Spark","publication_year":2025,"publication_date":"2025-01-10","ids":{"openalex":"https://openalex.org/W4410772480","doi":"https://doi.org/10.1145/3727353.3727446"},"language":"en","primary_location":{"id":"doi:10.1145/3727353.3727446","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3727353.3727446","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3727353.3727446","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 4th International Conference on Big Data, Information and Computer Network","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3727353.3727446","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008499728","display_name":"Congyang Wang","orcid":"https://orcid.org/0000-0002-8053-8251"},"institutions":[{"id":"https://openalex.org/I173899330","display_name":"Henan University","ror":"https://ror.org/003xyzq10","country_code":"CN","type":"education","lineage":["https://openalex.org/I173899330"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Congyang Wang","raw_affiliation_strings":["School of Software, Henan University, Kaifeng, Henan, China"],"raw_orcid":"https://orcid.org/0009-0000-1365-3826","affiliations":[{"raw_affiliation_string":"School of Software, Henan University, Kaifeng, Henan, China","institution_ids":["https://openalex.org/I173899330"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Haifeng Fei","orcid":"https://orcid.org/0009-0002-7980-5217"},"institutions":[{"id":"https://openalex.org/I173899330","display_name":"Henan University","ror":"https://ror.org/003xyzq10","country_code":"CN","type":"education","lineage":["https://openalex.org/I173899330"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haifeng Fei","raw_affiliation_strings":["School of Software, Henan University, Kaifeng, Henan, China"],"raw_orcid":"https://orcid.org/0009-0002-7980-5217","affiliations":[{"raw_affiliation_string":"School of Software, Henan University, Kaifeng, Henan, China","institution_ids":["https://openalex.org/I173899330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019114317","display_name":"Yanhao Zhang","orcid":"https://orcid.org/0009-0008-4960-4872"},"institutions":[{"id":"https://openalex.org/I173899330","display_name":"Henan University","ror":"https://ror.org/003xyzq10","country_code":"CN","type":"education","lineage":["https://openalex.org/I173899330"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanhao Zhang","raw_affiliation_strings":["School of Software, Henan University, Kaifeng, Henan, China"],"raw_orcid":"https://orcid.org/0009-0008-4960-4872","affiliations":[{"raw_affiliation_string":"School of Software, Henan University, Kaifeng, Henan, China","institution_ids":["https://openalex.org/I173899330"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Han Li","orcid":"https://orcid.org/0009-0000-3639-5890"},"institutions":[{"id":"https://openalex.org/I173899330","display_name":"Henan University","ror":"https://ror.org/003xyzq10","country_code":"CN","type":"education","lineage":["https://openalex.org/I173899330"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Han Li","raw_affiliation_strings":["School of Software, Henan University, Kaifeng, Henan, China"],"raw_orcid":"https://orcid.org/0009-0000-3639-5890","affiliations":[{"raw_affiliation_string":"School of Software, Henan University, Kaifeng, Henan, China","institution_ids":["https://openalex.org/I173899330"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083705297","display_name":"Junyang Yu","orcid":"https://orcid.org/0000-0003-0151-580X"},"institutions":[{"id":"https://openalex.org/I173899330","display_name":"Henan University","ror":"https://ror.org/003xyzq10","country_code":"CN","type":"education","lineage":["https://openalex.org/I173899330"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junyang Yu","raw_affiliation_strings":["School of Software, Henan University, Kaifeng, Henan, China"],"raw_orcid":"https://orcid.org/0000-0003-0151-580X","affiliations":[{"raw_affiliation_string":"School of Software, Henan University, Kaifeng, Henan, China","institution_ids":["https://openalex.org/I173899330"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5008499728"],"corresponding_institution_ids":["https://openalex.org/I173899330"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15495289,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"581","last_page":"586"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9991999864578247,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9957000017166138,"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":0.7875388860702515},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.569719135761261},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.5383966565132141},{"id":"https://openalex.org/keywords/processor-scheduling","display_name":"Processor scheduling","score":0.5162163376808167},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.44458478689193726},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.18420106172561646},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.0834326446056366},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.07209944725036621},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.07150039076805115},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.06779047846794128},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.05717700719833374}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7875388860702515},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.569719135761261},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.5383966565132141},{"id":"https://openalex.org/C2984822820","wikidata":"https://www.wikidata.org/wiki/Q1123036","display_name":"Processor scheduling","level":3,"score":0.5162163376808167},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.44458478689193726},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.18420106172561646},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0834326446056366},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.07209944725036621},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.07150039076805115},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.06779047846794128},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.05717700719833374}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3727353.3727446","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3727353.3727446","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3727353.3727446","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 4th International Conference on Big Data, Information and Computer Network","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3727353.3727446","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3727353.3727446","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3727353.3727446","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 4th International Conference on Big Data, Information and Computer Network","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410772480.pdf","grobid_xml":"https://content.openalex.org/works/W4410772480.grobid-xml"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W2173213060","https://openalex.org/W2508469669","https://openalex.org/W2752849956","https://openalex.org/W2886384632","https://openalex.org/W2900875675","https://openalex.org/W3173375626","https://openalex.org/W4399110491"],"related_works":["https://openalex.org/W2128410848","https://openalex.org/W2118368532","https://openalex.org/W2102390841","https://openalex.org/W3047653192","https://openalex.org/W2096289371","https://openalex.org/W2126232624","https://openalex.org/W2434525066","https://openalex.org/W3140149227","https://openalex.org/W2946406471","https://openalex.org/W2130555437"],"abstract_inverted_index":{"In":[0],"Spark's":[1],"distributed":[2],"computing":[3],"environment,":[4],"the":[5,15,61,67,71,78,86,96,142,151],"heterogeneity":[6],"of":[7,18,64,70],"clusters":[8],"and":[9,33,49,66,95,112,119,134,166],"load":[10,69],"distribution":[11],"problems":[12],"seriously":[13],"limit":[14],"execution":[16,44,88],"efficiency":[17],"tasks.":[19,84],"This":[20],"often":[21],"leads":[22],"to":[23,76],"performance":[24,128,148],"issues":[25],"such":[26],"as":[27],"longer":[28],"overall":[29],"job":[30,147],"run":[31],"times":[32],"some":[34],"nodes":[35,65],"being":[36],"overloaded.":[37],"To":[38],"address":[39],"these":[40],"challenges,":[41],"a":[42,50,107],"task":[43,87,97],"time":[45,89,98],"model":[46],"is":[47,54,75,104],"established":[48],"load-aware":[51],"scheduling":[52,80,154],"algorithm":[53,57,144],"proposed.":[55],"The":[56,102,117],"takes":[58],"into":[59,106],"account":[60],"different":[62],"characteristics":[63],"current":[68],"cluster.":[72],"Its":[73],"goal":[74],"create":[77],"best":[79],"plan":[81],"for":[82],"Reducer":[83],"Then,":[85],"on":[90],"each":[91],"node":[92],"was":[93,100],"modeled,":[94],"matrix":[99],"established.":[101],"problem":[103,111],"transformed":[105],"classical":[108],"graph":[109],"theory":[110],"solved":[113],"by":[114,159],"Kuhn-Munkres":[115],"algorithm.":[116],"algorithms":[118],"policies":[120],"are":[121],"implemented":[122],"in":[123],"Spark.":[124],"We":[125],"evaluate":[126],"their":[127],"using":[129],"several":[130],"standard":[131],"micro":[132],"benchmark":[133,136],"macro":[135],"tests.":[137],"Experimental":[138],"results":[139],"show":[140],"that":[141],"proposed":[143],"significantly":[145],"improves":[146],"compared":[149],"with":[150],"other":[152],"two":[153],"algorithms.":[155],"It":[156],"does":[157],"this":[158],"reducing":[160],"network":[161],"traffic,":[162],"relieving":[163],"cluster":[164],"load,":[165],"maximizing":[167],"resource":[168],"utilization.":[169]},"counts_by_year":[],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}