{"id":"https://openalex.org/W3163179125","doi":"https://doi.org/10.1109/access.2021.3079139","title":"Towards HPC and Big Data Analytics Convergence: Design and Experimental Evaluation of a HPDA Framework for eScience at Scale","display_name":"Towards HPC and Big Data Analytics Convergence: Design and Experimental Evaluation of a HPDA Framework for eScience at Scale","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3163179125","doi":"https://doi.org/10.1109/access.2021.3079139","mag":"3163179125"},"language":"en","primary_location":{"id":"doi:10.1109/access.2021.3079139","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3079139","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09428012.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09428012.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038281463","display_name":"Donatello Elia","orcid":"https://orcid.org/0000-0002-9206-2385"},"institutions":[{"id":"https://openalex.org/I4210111827","display_name":"CMCC Foundation - Euro-Mediterranean Center on Climate Change","ror":"https://ror.org/01tf11a61","country_code":"IT","type":"funder","lineage":["https://openalex.org/I4210111827"]},{"id":"https://openalex.org/I142910587","display_name":"University of Salento","ror":"https://ror.org/03fc1k060","country_code":"IT","type":"education","lineage":["https://openalex.org/I142910587"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Donatello Elia","raw_affiliation_strings":["Euro-Mediterranean Centre on Climate Change (CMCC) Foundation, Lecce, Italy","University of Salento, Lecce, Italy"],"affiliations":[{"raw_affiliation_string":"Euro-Mediterranean Centre on Climate Change (CMCC) Foundation, Lecce, Italy","institution_ids":["https://openalex.org/I4210111827"]},{"raw_affiliation_string":"University of Salento, Lecce, Italy","institution_ids":["https://openalex.org/I142910587"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022160194","display_name":"Sandro Fiore","orcid":"https://orcid.org/0000-0002-8430-6087"},"institutions":[{"id":"https://openalex.org/I193223587","display_name":"University of Trento","ror":"https://ror.org/05trd4x28","country_code":"IT","type":"education","lineage":["https://openalex.org/I193223587"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sandro Fiore","raw_affiliation_strings":["University of Trento, Trento, Italy"],"affiliations":[{"raw_affiliation_string":"University of Trento, Trento, Italy","institution_ids":["https://openalex.org/I193223587"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068232148","display_name":"Giovanni Aloisio","orcid":"https://orcid.org/0000-0001-5902-6983"},"institutions":[{"id":"https://openalex.org/I142910587","display_name":"University of Salento","ror":"https://ror.org/03fc1k060","country_code":"IT","type":"education","lineage":["https://openalex.org/I142910587"]},{"id":"https://openalex.org/I4210111827","display_name":"CMCC Foundation - Euro-Mediterranean Center on Climate Change","ror":"https://ror.org/01tf11a61","country_code":"IT","type":"funder","lineage":["https://openalex.org/I4210111827"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanni Aloisio","raw_affiliation_strings":["Euro-Mediterranean Centre on Climate Change (CMCC) Foundation, Lecce, Italy","University of Salento, Lecce, Italy"],"affiliations":[{"raw_affiliation_string":"Euro-Mediterranean Centre on Climate Change (CMCC) Foundation, Lecce, Italy","institution_ids":["https://openalex.org/I4210111827"]},{"raw_affiliation_string":"University of Salento, Lecce, Italy","institution_ids":["https://openalex.org/I142910587"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5038281463"],"corresponding_institution_ids":["https://openalex.org/I142910587","https://openalex.org/I4210111827"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.5484,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.89568003,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"9","issue":null,"first_page":"73307","last_page":"73326"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11181","display_name":"Advanced Data Storage Technologies","score":0.9968000054359436,"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9968000054359436,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9908000230789185,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.984499990940094,"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":0.8178762793540955},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.7576853036880493},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.7466530799865723},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7234066128730774},{"id":"https://openalex.org/keywords/petascale-computing","display_name":"Petascale computing","score":0.6305202841758728},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6206465363502502},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5619025230407715},{"id":"https://openalex.org/keywords/supercomputer","display_name":"Supercomputer","score":0.45284900069236755},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4505668878555298},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.4382021725177765},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3204943537712097},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2106468677520752},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.1485065519809723}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8178762793540955},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.7576853036880493},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7466530799865723},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7234066128730774},{"id":"https://openalex.org/C185410017","wikidata":"https://www.wikidata.org/wiki/Q7171778","display_name":"Petascale computing","level":3,"score":0.6305202841758728},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6206465363502502},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5619025230407715},{"id":"https://openalex.org/C83283714","wikidata":"https://www.wikidata.org/wiki/Q121117","display_name":"Supercomputer","level":2,"score":0.45284900069236755},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4505668878555298},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.4382021725177765},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3204943537712097},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2106468677520752},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.1485065519809723},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2021.3079139","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3079139","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09428012.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:3becbd629dfb45d08083d2f059c8623d","is_oa":true,"landing_page_url":"https://doaj.org/article/3becbd629dfb45d08083d2f059c8623d","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 9, Pp 73307-73326 (2021)","raw_type":"article"},{"id":"pmh:oai:iris.unitn.it:11572/324936","is_oa":true,"landing_page_url":"https://ieeexplore.ieee.org/document/9428012","pdf_url":null,"source":{"id":"https://openalex.org/S4377196320","display_name":"Iris (University of Trento)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193223587","host_organization_name":"University of Trento","host_organization_lineage":["https://openalex.org/I193223587"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1109/access.2021.3079139","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2021.3079139","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09428012.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5151128876","display_name":"European eXtreme Data and Computing Initiative - 2","funder_award_id":"800957","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5638849549","display_name":null,"funder_award_id":"800957","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"},{"id":"https://openalex.org/G8051717526","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8318064016","display_name":null,"funder_award_id":"Horizon","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G8793530710","display_name":null,"funder_award_id":"823988","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320321047","display_name":"Partnership for Advanced Computing in Europe AISBL","ror":"https://ror.org/038j4hz26"},{"id":"https://openalex.org/F4320323868","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96"},{"id":"https://openalex.org/F4320332999","display_name":"Horizon 2020 Framework Programme","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3163179125.pdf","grobid_xml":"https://content.openalex.org/works/W3163179125.grobid-xml"},"referenced_works_count":95,"referenced_works":["https://openalex.org/W31634058","https://openalex.org/W1485293642","https://openalex.org/W1515811018","https://openalex.org/W1527905812","https://openalex.org/W1534422116","https://openalex.org/W1548849615","https://openalex.org/W1587157059","https://openalex.org/W1596936080","https://openalex.org/W1605746882","https://openalex.org/W1607625392","https://openalex.org/W1859126261","https://openalex.org/W1868798185","https://openalex.org/W1932616807","https://openalex.org/W1964941055","https://openalex.org/W1987822482","https://openalex.org/W1988888548","https://openalex.org/W1992491565","https://openalex.org/W1999427920","https://openalex.org/W2011301426","https://openalex.org/W2013486114","https://openalex.org/W2014830756","https://openalex.org/W2019183416","https://openalex.org/W2039623259","https://openalex.org/W2045125148","https://openalex.org/W2057714068","https://openalex.org/W2083036673","https://openalex.org/W2088734805","https://openalex.org/W2105524676","https://openalex.org/W2115447249","https://openalex.org/W2119738171","https://openalex.org/W2126623642","https://openalex.org/W2131975293","https://openalex.org/W2157954477","https://openalex.org/W2169251528","https://openalex.org/W2173213060","https://openalex.org/W2189465200","https://openalex.org/W2193503481","https://openalex.org/W2204857797","https://openalex.org/W2248601410","https://openalex.org/W2296335794","https://openalex.org/W2301545354","https://openalex.org/W2342249984","https://openalex.org/W2343962638","https://openalex.org/W2417913344","https://openalex.org/W2483051661","https://openalex.org/W2488548223","https://openalex.org/W2496391885","https://openalex.org/W2527672088","https://openalex.org/W2559872089","https://openalex.org/W2583618877","https://openalex.org/W2604239613","https://openalex.org/W2604607747","https://openalex.org/W2613409207","https://openalex.org/W2615593025","https://openalex.org/W2619401847","https://openalex.org/W2620485168","https://openalex.org/W2622918491","https://openalex.org/W2730929352","https://openalex.org/W2736569376","https://openalex.org/W2767526854","https://openalex.org/W2770766982","https://openalex.org/W2777476837","https://openalex.org/W2792297482","https://openalex.org/W2884606811","https://openalex.org/W2899753476","https://openalex.org/W2901303390","https://openalex.org/W2906137127","https://openalex.org/W2913827366","https://openalex.org/W2921100033","https://openalex.org/W2922339449","https://openalex.org/W2950143562","https://openalex.org/W2969832195","https://openalex.org/W2978903239","https://openalex.org/W2982668955","https://openalex.org/W2991756646","https://openalex.org/W2993275981","https://openalex.org/W2997651281","https://openalex.org/W2999282239","https://openalex.org/W3035965352","https://openalex.org/W3047533223","https://openalex.org/W3096918824","https://openalex.org/W3099253635","https://openalex.org/W3099878876","https://openalex.org/W3101622615","https://openalex.org/W3142730227","https://openalex.org/W6635113777","https://openalex.org/W6677070872","https://openalex.org/W6679815717","https://openalex.org/W6687322159","https://openalex.org/W6697144307","https://openalex.org/W6697717178","https://openalex.org/W6722683717","https://openalex.org/W6727291802","https://openalex.org/W6738781482","https://openalex.org/W6770563418"],"related_works":["https://openalex.org/W2021702679","https://openalex.org/W3038449658","https://openalex.org/W1582746211","https://openalex.org/W3129378740","https://openalex.org/W2607572736","https://openalex.org/W2266027327","https://openalex.org/W2278366184","https://openalex.org/W1486544172","https://openalex.org/W4206324154","https://openalex.org/W1978931242"],"abstract_inverted_index":{"Over":[0],"the":[1,12,58,78,90,103,143,156,161,164,175,178,196,225,236],"last":[2],"two":[3],"decades,":[4],"scientific":[5,129,221,237],"discovery":[6],"has":[7],"increasingly":[8],"been":[9],"driven":[10],"by":[11,235],"large":[13],"availability":[14],"of":[15,20,34,60,73,77,81,89,102,109,135,142,155,163,177,180,184,201,209,220,229],"data":[16,47],"from":[17,70],"a":[18,41,152,216],"multitude":[19],"sources,":[21],"including":[22],"high-resolution":[23],"simulations,":[24],"observations":[25],"and":[26,36,43,66,114,130,159,186,207,231],"instruments,":[27],"as":[28,30],"well":[29],"an":[31,168],"enormous":[32],"network":[33],"sensors":[35],"edge":[37],"components.":[38],"In":[39,75],"such":[40],"dynamic":[42],"growing":[44],"landscape":[45],"where":[46],"continue":[48],"to":[49,63,93,119],"expand,":[50],"advances":[51],"in":[52,174,182,188,218],"Science":[53],"have":[54],"become":[55],"intertwined":[56],"with":[57],"capacity":[59],"analysis":[61],"tools":[62],"effectively":[64],"handle":[65],"extract":[67],"valuable":[68],"information":[69],"this":[71,136],"ocean":[72],"data.":[74],"view":[76],"exascale":[79],"era":[80],"supercomputers":[82],"that":[83,97,195],"is":[84,88,117,138,199,215],"rapidly":[85],"approaching,":[86],"it":[87],"utmost":[91],"importance":[92],"design":[94],"novel":[95],"solutions":[96,127],"can":[98],"take":[99],"full":[100],"advantage":[101],"upcoming":[104],"computing":[105],"infrastructures.":[106],"The":[107,133,191,212],"convergence":[108,227],"High":[110,122],"Performance":[111,123],"Computing":[112],"(HPC)":[113],"data-intensive":[115],"analytics":[116],"key":[118],"delivering":[120],"scalable":[121],"Data":[124,233],"Analytics":[125],"(HPDA)":[126],"for":[128],"engineering":[131],"applications.":[132],"aim":[134],"paper":[137],"threefold:":[139],"reviewing":[140],"some":[141],"most":[144],"relevant":[145],"challenges":[146],"towards":[147],"HPDA":[148],"at":[149],"scale,":[150],"presenting":[151],"HPDA-enabled":[153],"version":[154],"Ophidia":[157],"framework":[158,166],"validating":[160],"scalability":[162],"proposed":[165,197,213],"through":[167],"experimental":[169,192],"performance":[170],"evaluation":[171],"carried":[172],"out":[173],"context":[176],"Centre":[179],"Excellence":[181],"Simulation":[183],"Weather":[185],"Climate":[187],"Europe":[189],"(ESiWACE).":[190],"results":[193],"show":[194],"solution":[198],"capable":[200],"scaling":[202],"over":[203],"several":[204],"thousand":[205],"cores":[206],"hundreds":[208],"cluster":[210],"nodes.":[211],"work":[214],"contribution":[217],"support":[219],"large-scale":[222],"applications":[223],"along":[224],"wider":[226],"path":[228],"HPC":[230],"Big":[232],"followed":[234],"research":[238],"community.":[239]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":4}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
