{"id":"https://openalex.org/W2583559423","doi":"https://doi.org/10.1109/bigdata.2016.7840835","title":"On-demand data analytics in HPC environments at leadership computing facilities: Challenges and experiences","display_name":"On-demand data analytics in HPC environments at leadership computing facilities: Challenges and experiences","publication_year":2016,"publication_date":"2016-12-01","ids":{"openalex":"https://openalex.org/W2583559423","doi":"https://doi.org/10.1109/bigdata.2016.7840835","mag":"2583559423"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata.2016.7840835","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2016.7840835","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Conference on Big Data (Big Data)","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/A5110008618","display_name":"John Harney","orcid":null},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"John Harney","raw_affiliation_strings":["National Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, TN, US"],"affiliations":[{"raw_affiliation_string":"National Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, TN, US","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029824262","display_name":"Seung\u2013Hwan Lim","orcid":"https://orcid.org/0000-0001-9461-6866"},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Seung-Hwan Lim","raw_affiliation_strings":["National Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, TN, US"],"affiliations":[{"raw_affiliation_string":"National Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, TN, US","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079418386","display_name":"Sreenivas R. Sukumar","orcid":"https://orcid.org/0000-0003-4031-2888"},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sreenivas Sukumar","raw_affiliation_strings":["National Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, TN, US"],"affiliations":[{"raw_affiliation_string":"National Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, TN, US","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020122284","display_name":"Dale Stansberry","orcid":"https://orcid.org/0000-0002-0006-4640"},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dale Stansberry","raw_affiliation_strings":["National Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, TN, US"],"affiliations":[{"raw_affiliation_string":"National Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, TN, US","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036139759","display_name":"Peter Xenopoulos","orcid":"https://orcid.org/0000-0001-8594-3400"},"institutions":[{"id":"https://openalex.org/I1289243028","display_name":"Oak Ridge National Laboratory","ror":"https://ror.org/01qz5mb56","country_code":"US","type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peter Xenopoulos","raw_affiliation_strings":["National Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, TN, US"],"affiliations":[{"raw_affiliation_string":"National Center for Computational Sciences, Oak Ridge National Laboratory, Oak Ridge, TN, US","institution_ids":["https://openalex.org/I1289243028"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5110008618"],"corresponding_institution_ids":["https://openalex.org/I1289243028"],"apc_list":null,"apc_paid":null,"fwci":1.9904,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.90599844,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"19","issue":null,"first_page":"2087","last_page":"2096"},"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11181","display_name":"Advanced Data Storage Technologies","score":0.9955000281333923,"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/spark","display_name":"SPARK (programming language)","score":0.9368400573730469},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.7953405380249023},{"id":"https://openalex.org/keywords/oak-ridge-national-laboratory","display_name":"Oak Ridge National Laboratory","score":0.7672374844551086},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7342885136604309},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6329105496406555},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6094980239868164},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5942100286483765},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.4390982687473297},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.43739259243011475},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.4180387854576111},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.35984599590301514},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.27420806884765625},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.12562566995620728}],"concepts":[{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.9368400573730469},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7953405380249023},{"id":"https://openalex.org/C2775907726","wikidata":"https://www.wikidata.org/wiki/Q714439","display_name":"Oak Ridge National Laboratory","level":2,"score":0.7672374844551086},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7342885136604309},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6329105496406555},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6094980239868164},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5942100286483765},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.4390982687473297},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.43739259243011475},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4180387854576111},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.35984599590301514},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.27420806884765625},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.12562566995620728},{"id":"https://openalex.org/C185544564","wikidata":"https://www.wikidata.org/wiki/Q81197","display_name":"Nuclear physics","level":1,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata.2016.7840835","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2016.7840835","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6399999856948853,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W1575777113","https://openalex.org/W1581677478","https://openalex.org/W1868798185","https://openalex.org/W1989017925","https://openalex.org/W2006801410","https://openalex.org/W2006808488","https://openalex.org/W2013455564","https://openalex.org/W2014812733","https://openalex.org/W2029237784","https://openalex.org/W2039724126","https://openalex.org/W2044102377","https://openalex.org/W2050123813","https://openalex.org/W2077583079","https://openalex.org/W2079487069","https://openalex.org/W2079885973","https://openalex.org/W2102636083","https://openalex.org/W2104846587","https://openalex.org/W2109722477","https://openalex.org/W2117539524","https://openalex.org/W2124256298","https://openalex.org/W2131975293","https://openalex.org/W2172014267","https://openalex.org/W2206758307","https://openalex.org/W2208735439","https://openalex.org/W3118608800","https://openalex.org/W4235574128","https://openalex.org/W6634667783","https://openalex.org/W6675434541","https://openalex.org/W6676367512","https://openalex.org/W6679815717","https://openalex.org/W6787972765"],"related_works":["https://openalex.org/W3083262785","https://openalex.org/W2019038080","https://openalex.org/W3191926225","https://openalex.org/W4226266853","https://openalex.org/W4210252074","https://openalex.org/W3092201768","https://openalex.org/W2796632413","https://openalex.org/W2740083192","https://openalex.org/W2794907032","https://openalex.org/W4255802207"],"abstract_inverted_index":{"The":[0],"construction":[1],"of":[2,25,32,95,110,118,140,153],"data":[3,10],"analysis":[4,41],"infrastructures":[5,42],"that":[6,59,86,99,117,123],"handle":[7],"continuously":[8],"accumulating":[9],"is":[11],"quickly":[12,71],"becoming":[13],"an":[14,55,119],"essential":[15],"requirement":[16],"for":[17,79,97],"many":[18],"organizations":[19],"such":[20],"as":[21],"the":[22,33,38,108,138,144,151,157],"U.S.":[23],"Department":[24],"Energy":[26],"(DOE).":[27],"While":[28],"DOE":[29],"supports":[30],"some":[31],"largest":[34],"computing":[35,158],"facilities":[36],"in":[37,103,156],"world,":[39],"new":[40],"like":[43],"Apache":[44],"Spark":[45,57,69,82,111,127,155],"are":[46,90,100],"difficult":[47],"to":[48,66,149],"implement.":[49],"In":[50],"this":[51],"paper,":[52],"we":[53,106,131],"propose":[54],"on-demand":[56],"service":[58],"mitigates":[60],"these":[61,81],"difficulties,":[62],"allowing":[63],"facility":[64,114],"users":[65],"flexibly":[67],"create":[68],"instances":[70,83],"and":[72,84],"easily.":[73],"We":[74],"define":[75],"a":[76,93,125,133],"systematic":[77],"approach":[78],"creating":[80],"validate":[85],"optimal":[87],"performance":[88],"benefits":[89],"maintained.":[91],"Using":[92],"series":[94],"benchmarks":[96],"algorithms":[98],"commonly":[101],"used":[102],"scientific":[104,134],"workflows,":[105],"compared":[107],"behavior":[109],"tasks":[112],"using":[113,154],"resources":[115],"with":[116],"open":[120],"research":[121],"cloud":[122],"has":[124],"dedicated":[126],"infrastructure":[128],"deployed.":[129],"Finally,":[130],"leveraged":[132],"use":[135],"case":[136],"from":[137],"Center":[139],"Nanophase":[141],"Materials":[142],"at":[143],"Oak":[145],"Ridge":[146],"National":[147],"Laboratory":[148],"demonstrate":[150],"utility":[152],"facility.":[159]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
