{"id":"https://openalex.org/W3013394288","doi":"https://doi.org/10.1109/ispa-bdcloud-sustaincom-socialcom48970.2019.00088","title":"Workload-Aware Scheduling for Data Analytics upon Heterogeneous Storage","display_name":"Workload-Aware Scheduling for Data Analytics upon Heterogeneous Storage","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3013394288","doi":"https://doi.org/10.1109/ispa-bdcloud-sustaincom-socialcom48970.2019.00088","mag":"3013394288"},"language":"en","primary_location":{"id":"doi:10.1109/ispa-bdcloud-sustaincom-socialcom48970.2019.00088","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ispa-bdcloud-sustaincom-socialcom48970.2019.00088","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Intl Conf on Parallel & Distributed Processing with Applications, Big Data & Cloud Computing, Sustainable Computing & Communications, Social Computing & Networking (ISPA/BDCloud/SocialCom/SustainCom)","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/A5015547394","display_name":"Zhuzhong Qian","orcid":"https://orcid.org/0000-0003-1625-7575"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhuzhong Qian","raw_affiliation_strings":["State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041916234","display_name":"Yuan Gao","orcid":"https://orcid.org/0000-0001-5629-6574"},"institutions":[{"id":"https://openalex.org/I4210118629","display_name":"NARI Group (China)","ror":"https://ror.org/02egn3136","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118629"]},{"id":"https://openalex.org/I1335486098","display_name":"Electric Power Research Institute","ror":"https://ror.org/02dqztz06","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1335486098"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Yuan Gao","raw_affiliation_strings":["NARI Research Institute, NARI Group Corporation(State Grid Electric Power Research Institute), Nanjing","State Key Laboratory of Smart Grid Protection and Control, NARI Group Corporation, Nanjing","System R&D Center, NARI Technology Co. Ltd., Nanjing"],"affiliations":[{"raw_affiliation_string":"NARI Research Institute, NARI Group Corporation(State Grid Electric Power Research Institute), Nanjing","institution_ids":["https://openalex.org/I4210118629","https://openalex.org/I1335486098"]},{"raw_affiliation_string":"State Key Laboratory of Smart Grid Protection and Control, NARI Group Corporation, Nanjing","institution_ids":["https://openalex.org/I4210118629"]},{"raw_affiliation_string":"System R&D Center, NARI Technology Co. Ltd., Nanjing","institution_ids":["https://openalex.org/I4210118629"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071514706","display_name":"Mingtao Ji","orcid":"https://orcid.org/0000-0002-2638-6007"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingtao Ji","raw_affiliation_strings":["State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009702637","display_name":"Hui Peng","orcid":"https://orcid.org/0000-0001-7954-9028"},"institutions":[{"id":"https://openalex.org/I4210118629","display_name":"NARI Group (China)","ror":"https://ror.org/02egn3136","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118629"]},{"id":"https://openalex.org/I1335486098","display_name":"Electric Power Research Institute","ror":"https://ror.org/02dqztz06","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1335486098"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Hui Peng","raw_affiliation_strings":["NARI Research Institute, NARI Group Corporation(State Grid Electric Power Research Institute), Nanjing","State Key Laboratory of Smart Grid Protection and Control, NARI Group Corporation, Nanjing","System R&D Center, NARI Technology Co. Ltd., Nanjing"],"affiliations":[{"raw_affiliation_string":"NARI Research Institute, NARI Group Corporation(State Grid Electric Power Research Institute), Nanjing","institution_ids":["https://openalex.org/I4210118629","https://openalex.org/I1335486098"]},{"raw_affiliation_string":"State Key Laboratory of Smart Grid Protection and Control, NARI Group Corporation, Nanjing","institution_ids":["https://openalex.org/I4210118629"]},{"raw_affiliation_string":"System R&D Center, NARI Technology Co. Ltd., Nanjing","institution_ids":["https://openalex.org/I4210118629"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100338429","display_name":"Peng Chen","orcid":"https://orcid.org/0000-0001-5221-3655"},"institutions":[{"id":"https://openalex.org/I1335486098","display_name":"Electric Power Research Institute","ror":"https://ror.org/02dqztz06","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1335486098"]},{"id":"https://openalex.org/I4210118629","display_name":"NARI Group (China)","ror":"https://ror.org/02egn3136","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118629"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Peng Chen","raw_affiliation_strings":["NARI Research Institute, NARI Group Corporation(State Grid Electric Power Research Institute), Nanjing","State Key Laboratory of Smart Grid Protection and Control, NARI Group Corporation, Nanjing","System R&D Center, NARI Technology Co. Ltd., Nanjing"],"affiliations":[{"raw_affiliation_string":"NARI Research Institute, NARI Group Corporation(State Grid Electric Power Research Institute), Nanjing","institution_ids":["https://openalex.org/I4210118629","https://openalex.org/I1335486098"]},{"raw_affiliation_string":"State Key Laboratory of Smart Grid Protection and Control, NARI Group Corporation, Nanjing","institution_ids":["https://openalex.org/I4210118629"]},{"raw_affiliation_string":"System R&D Center, NARI Technology Co. Ltd., Nanjing","institution_ids":["https://openalex.org/I4210118629"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033393527","display_name":"Yibo Jin","orcid":"https://orcid.org/0000-0001-5560-1338"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yibo Jin","raw_affiliation_strings":["State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043533769","display_name":"Sanglu Lu","orcid":"https://orcid.org/0000-0003-1467-4519"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sanglu Lu","raw_affiliation_strings":["State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5015547394"],"corresponding_institution_ids":["https://openalex.org/I881766915"],"apc_list":null,"apc_paid":null,"fwci":0.7009,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.80513022,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"5","issue":null,"first_page":"580","last_page":"587"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9993000030517578,"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":0.9993000030517578,"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9987000226974487,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9947999715805054,"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":0.8128523826599121},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.7929840087890625},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.599994957447052},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5924453139305115},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.4524073898792267},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.2725977301597595},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.2003381848335266},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.15790367126464844},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.05670860409736633}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8128523826599121},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.7929840087890625},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.599994957447052},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5924453139305115},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.4524073898792267},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2725977301597595},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.2003381848335266},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.15790367126464844},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.05670860409736633},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ispa-bdcloud-sustaincom-socialcom48970.2019.00088","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ispa-bdcloud-sustaincom-socialcom48970.2019.00088","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Intl Conf on Parallel & Distributed Processing with Applications, Big Data & Cloud Computing, Sustainable Computing & Communications, Social Computing & Networking (ISPA/BDCloud/SocialCom/SustainCom)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.7799999713897705}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W816881077","https://openalex.org/W1555915743","https://openalex.org/W1566630565","https://openalex.org/W1984222112","https://openalex.org/W1985790218","https://openalex.org/W1996438407","https://openalex.org/W2074988668","https://openalex.org/W2087481326","https://openalex.org/W2094469165","https://openalex.org/W2095977162","https://openalex.org/W2096125134","https://openalex.org/W2117702591","https://openalex.org/W2131043098","https://openalex.org/W2140486418","https://openalex.org/W2155027007","https://openalex.org/W2166909680","https://openalex.org/W2173213060","https://openalex.org/W2273056468","https://openalex.org/W2284922339","https://openalex.org/W2340632230","https://openalex.org/W2401610261","https://openalex.org/W2621239346","https://openalex.org/W2725179571","https://openalex.org/W2751513073","https://openalex.org/W2899010102","https://openalex.org/W2915653915","https://openalex.org/W2960515599","https://openalex.org/W2960911172","https://openalex.org/W3149604617","https://openalex.org/W4231139262","https://openalex.org/W6649353803","https://openalex.org/W6679752225","https://openalex.org/W6738811965"],"related_works":["https://openalex.org/W4226266853","https://openalex.org/W4210252074","https://openalex.org/W3092201768","https://openalex.org/W2796632413","https://openalex.org/W2740083192","https://openalex.org/W4382315681","https://openalex.org/W2794907032","https://openalex.org/W4255802207","https://openalex.org/W3123352720","https://openalex.org/W2462007151"],"abstract_inverted_index":{"A":[0],"trend":[1],"in":[2,54],"nowadays":[3],"data":[4,26,41,58,71,83,107,112,154],"centers":[5],"is":[6,102],"that":[7,149],"equipped":[8],"with":[9,143],"SSD,":[10],"HDD,":[11],"etc.,":[12],"heterogeneous":[13],"storage":[14,34,86,95],"devices":[15,35,96],"are":[16,36],"widely":[17],"deployed":[18],"to":[19,103,121,161],"meet":[20],"diverse":[21],"demands":[22],"of":[23,32,56,70,82,100],"various":[24,33],"big":[25],"workloads.":[27],"Since":[28],"the":[29,52,57,62,67,98,105,152,164],"reading":[30],"performance":[31],"quite":[37],"different,":[38],"traditional":[39],"concurrent":[40],"fetching":[42,79,108,155],"easily":[43],"incurs":[44],"unbalanced":[45,63,76],"use":[46,77],"among":[47],"devices.":[48],"As":[49],"a":[50,117,123],"result,":[51],"straggler":[53],"terms":[55],"fetching,":[59],"derived":[60],"from":[61,85],"use,":[64],"directly":[65],"increases":[66],"overall":[68],"latency":[69],"analytics.":[72],"To":[73],"avoid":[74],"such":[75],"on":[78,131,140],"large":[80],"volume":[81],"concurrently":[84],"devices,":[87],"we":[88],"formulate":[89],"Workload-Aware":[90],"Scheduling":[91],"problem":[92],"for":[93,110,127,157],"Heterogeneous":[94],"(WASH),":[97],"goal":[99],"which":[101,135],"minimize":[104],"maximum":[106],"time":[109,156],"parallel":[111],"analytical":[113],"tasks.":[114],"We":[115],"design":[116],"randomized":[118],"algorithm":[119],"(rWASH)":[120],"select":[122],"proper":[124],"source":[125],"device":[126],"each":[128],"task":[129],"based":[130],"delicate":[132],"calculated":[133],"probabilities,":[134],"can":[136],"be":[137],"proved":[138],"concentrated":[139],"its":[141],"optimum":[142],"high":[144],"probability.":[145],"Extensive":[146],"experiments":[147],"show":[148],"rWASH":[150],"reduces":[151],"average":[153],"tasks":[158],"by":[159],"up":[160],"55%":[162],"over":[163],"state-of-the-art":[165],"algorithms.":[166]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}