{"id":"https://openalex.org/W3123666666","doi":"https://doi.org/10.1002/cpe.6193","title":"An incremental reinforcement learning scheduling strategy for data\u2010intensive scientific workflows in the cloud","display_name":"An incremental reinforcement learning scheduling strategy for data\u2010intensive scientific workflows in the cloud","publication_year":2021,"publication_date":"2021-01-26","ids":{"openalex":"https://openalex.org/W3123666666","doi":"https://doi.org/10.1002/cpe.6193","mag":"3123666666"},"language":"en","primary_location":{"id":"doi:10.1002/cpe.6193","is_oa":false,"landing_page_url":"https://doi.org/10.1002/cpe.6193","pdf_url":null,"source":{"id":"https://openalex.org/S11065456","display_name":"Concurrency and Computation Practice and Experience","issn_l":"1532-0626","issn":["1532-0626","1532-0634"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Concurrency and Computation: Practice and Experience","raw_type":"journal-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/A5074948157","display_name":"Andr\u00e9 Nascimento","orcid":"https://orcid.org/0000-0002-9333-3212"},"institutions":[{"id":"https://openalex.org/I161127581","display_name":"Universidade Federal Fluminense","ror":"https://ror.org/02rjhbb08","country_code":"BR","type":"education","lineage":["https://openalex.org/I161127581"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Andr\u00e9 Nascimento","raw_affiliation_strings":["Instituto de Computa\u00e7\u00e3o Universidade Federal Fluminense  Niter\u00f3i Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto de Computa\u00e7\u00e3o Universidade Federal Fluminense  Niter\u00f3i Brazil","institution_ids":["https://openalex.org/I161127581"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100761444","display_name":"V\u00edtor Silva","orcid":"https://orcid.org/0000-0002-5158-8815"},"institutions":[{"id":"https://openalex.org/I122140584","display_name":"Universidade Federal do Rio de Janeiro","ror":"https://ror.org/03490as77","country_code":"BR","type":"education","lineage":["https://openalex.org/I122140584"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"V\u00edtor Silva","raw_affiliation_strings":["COPPE/UFRJ Universidade Federal do Rio de Janeiro  Rio de Janeiro Brazil","COPPE/UFRJ, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"COPPE/UFRJ Universidade Federal do Rio de Janeiro  Rio de Janeiro Brazil","institution_ids":["https://openalex.org/I122140584"]},{"raw_affiliation_string":"COPPE/UFRJ, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil","institution_ids":["https://openalex.org/I122140584"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045549996","display_name":"Aline Paes","orcid":"https://orcid.org/0000-0002-9089-7303"},"institutions":[{"id":"https://openalex.org/I161127581","display_name":"Universidade Federal Fluminense","ror":"https://ror.org/02rjhbb08","country_code":"BR","type":"education","lineage":["https://openalex.org/I161127581"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Aline Paes","raw_affiliation_strings":["Instituto de Computa\u00e7\u00e3o Universidade Federal Fluminense  Niter\u00f3i Brazil"],"raw_orcid":"https://orcid.org/0000-0002-9089-7303","affiliations":[{"raw_affiliation_string":"Instituto de Computa\u00e7\u00e3o Universidade Federal Fluminense  Niter\u00f3i Brazil","institution_ids":["https://openalex.org/I161127581"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050455034","display_name":"Daniel de Oliveira","orcid":"https://orcid.org/0000-0001-9346-7651"},"institutions":[{"id":"https://openalex.org/I161127581","display_name":"Universidade Federal Fluminense","ror":"https://ror.org/02rjhbb08","country_code":"BR","type":"education","lineage":["https://openalex.org/I161127581"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Daniel de Oliveira","raw_affiliation_strings":["Instituto de Computa\u00e7\u00e3o Universidade Federal Fluminense  Niter\u00f3i Brazil"],"raw_orcid":"https://orcid.org/0000-0001-9346-7651","affiliations":[{"raw_affiliation_string":"Instituto de Computa\u00e7\u00e3o Universidade Federal Fluminense  Niter\u00f3i Brazil","institution_ids":["https://openalex.org/I161127581"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5050455034"],"corresponding_institution_ids":["https://openalex.org/I161127581"],"apc_list":{"value":4740,"currency":"USD","value_usd":4740},"apc_paid":null,"fwci":0.4886,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.80997289,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"33","issue":"11","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9995999932289124,"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":0.9991000294685364,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9987999796867371,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8265367150306702},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.8198699951171875},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7111784815788269},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7017517685890198},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.701249361038208},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6866953372955322},{"id":"https://openalex.org/keywords/workflow-management-system","display_name":"Workflow management system","score":0.47935396432876587},{"id":"https://openalex.org/keywords/virtual-machine","display_name":"Virtual machine","score":0.4666212797164917},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24549320340156555},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.17677760124206543},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.17298731207847595},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.10303062200546265}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8265367150306702},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.8198699951171875},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7111784815788269},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7017517685890198},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.701249361038208},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6866953372955322},{"id":"https://openalex.org/C140824633","wikidata":"https://www.wikidata.org/wiki/Q2808660","display_name":"Workflow management system","level":3,"score":0.47935396432876587},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.4666212797164917},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24549320340156555},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.17677760124206543},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.17298731207847595},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.10303062200546265},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1002/cpe.6193","is_oa":false,"landing_page_url":"https://doi.org/10.1002/cpe.6193","pdf_url":null,"source":{"id":"https://openalex.org/S11065456","display_name":"Concurrency and Computation Practice and Experience","issn_l":"1532-0626","issn":["1532-0626","1532-0634"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Concurrency and Computation: Practice and Experience","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321091","display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior","ror":"https://ror.org/00x0ma614"},{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"},{"id":"https://openalex.org/F4320322749","display_name":"Funda\u00e7\u00e3o Carlos Chagas Filho de Amparo \u00e0 Pesquisa do Estado do Rio de Janeiro","ror":"https://ror.org/03kk0s825"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W74053542","https://openalex.org/W147373330","https://openalex.org/W1417403813","https://openalex.org/W1480875294","https://openalex.org/W1531237901","https://openalex.org/W1532114435","https://openalex.org/W1642125203","https://openalex.org/W1859796660","https://openalex.org/W1946502935","https://openalex.org/W1971514365","https://openalex.org/W1974752004","https://openalex.org/W1976716439","https://openalex.org/W1976793531","https://openalex.org/W1978802375","https://openalex.org/W1983704199","https://openalex.org/W1986421100","https://openalex.org/W1994174225","https://openalex.org/W2010526786","https://openalex.org/W2011105550","https://openalex.org/W2012753837","https://openalex.org/W2013221213","https://openalex.org/W2028351695","https://openalex.org/W2039764824","https://openalex.org/W2041430193","https://openalex.org/W2063923758","https://openalex.org/W2079031056","https://openalex.org/W2079429717","https://openalex.org/W2083564402","https://openalex.org/W2096812688","https://openalex.org/W2097401700","https://openalex.org/W2114255682","https://openalex.org/W2121863487","https://openalex.org/W2122321252","https://openalex.org/W2129666400","https://openalex.org/W2132444624","https://openalex.org/W2132492102","https://openalex.org/W2141026015","https://openalex.org/W2145154883","https://openalex.org/W2149294210","https://openalex.org/W2150273829","https://openalex.org/W2150395948","https://openalex.org/W2151975141","https://openalex.org/W2164340292","https://openalex.org/W2170537627","https://openalex.org/W2172143128","https://openalex.org/W2183478929","https://openalex.org/W2331206060","https://openalex.org/W2351700241","https://openalex.org/W2469321762","https://openalex.org/W2614535848","https://openalex.org/W2620485168","https://openalex.org/W2674963269","https://openalex.org/W2741933858","https://openalex.org/W2744237937","https://openalex.org/W2747362881","https://openalex.org/W2748423587","https://openalex.org/W2793262237","https://openalex.org/W2892501391","https://openalex.org/W2917675345","https://openalex.org/W2929242575","https://openalex.org/W2966525955","https://openalex.org/W4249484615","https://openalex.org/W4285719527","https://openalex.org/W4293162418"],"related_works":["https://openalex.org/W2375304607","https://openalex.org/W2391168633","https://openalex.org/W2353477037","https://openalex.org/W2385499106","https://openalex.org/W2110462752","https://openalex.org/W1574425962","https://openalex.org/W4310820052","https://openalex.org/W2354357087","https://openalex.org/W2352774566","https://openalex.org/W4243836028"],"abstract_inverted_index":{"Summary":[0],"Most":[1],"scientific":[2,54],"experiments":[3],"can":[4],"be":[5],"modeled":[6],"as":[7,24,91],"workflows.":[8,180],"These":[9],"workflows":[10],"are":[11,50,98],"usually":[12],"computing\u2010":[13],"and":[14,27,140],"data\u2010intensive,":[15],"demanding":[16],"the":[17,32,35,41,84,137,144,152,159,182,189,194,205],"use":[18],"of":[19,34,43,86,154,158,165,204],"high\u2010performance":[20],"computing":[21],"environments":[22],"such":[23,79,90],"clusters,":[25],"grids,":[26],"clouds.":[28],"This":[29,104],"latter":[30],"offers":[31],"advantage":[33],"elasticity,":[36],"which":[37,97],"allows":[38],"for":[39,64,136,178],"changing":[40],"number":[42],"virtual":[44],"machines":[45],"(VMs)":[46],"on":[47,115,121,148],"demand.":[48],"Workflows":[49],"typically":[51],"managed":[52],"using":[53,196,209],"workflow":[55,168,190,213],"management":[56],"systems":[57],"(SWfMS).":[58],"Many":[59],"existing":[60],"SWfMSs":[61],"offer":[62],"support":[63],"cloud\u2010based":[65],"execution.":[66],"Each":[67],"SWfMS":[68],"has":[69],"its":[70],"scheduler":[71],"that":[72,128],"follows":[73],"a":[74,87,107,155,166,201,210],"well\u2010defined":[75],"cost":[76,80],"function.":[77],"However,":[78],"functions":[81],"should":[82],"consider":[83],"characteristics":[85],"dynamic":[88],"environment,":[89],"live":[92],"migrations":[93],"or":[94],"performance":[95],"fluctuations,":[96],"far":[99],"from":[100],"trivial":[101],"to":[102,173],"model.":[103],"article":[105],"proposes":[106],"novel":[108],"scheduling":[109,138,146,179,183,207],"strategy,":[110],"named":[111,214],"ReASSIgN":[112],",":[113],"based":[114,147],"reinforcement":[116],"learning":[117,143],"(RL).":[118],"By":[119],"relying":[120],"an":[122,131,163,175],"RL":[123,176],"technique,":[124],"one":[125],"may":[126],"assume":[127],"there":[129],"is":[130,171,185,191],"optimal":[132],"(or":[133],"suboptimal)":[134],"solution":[135],"problem,":[139],"aims":[141],"at":[142],"best":[145],"previous":[149],"executions":[150],"in":[151,193],"absence":[153],"mathematical":[156],"model":[157],"environment.":[160],"For":[161],"this,":[162],"extension":[164],"well\u2010known":[167],"simulator":[169],"WorkflowSim":[170],"proposed":[172,206],"implement":[174],"strategy":[177,208],"Once":[181],"plan":[184],"generated":[186],"via":[187],"simulation,":[188],"executed":[192],"cloud":[195],"SciCumulus":[197],"SWfMS.":[198],"We":[199],"conducted":[200],"throughout":[202],"evaluation":[203],"real":[211],"astronomy":[212],"Montage.":[215]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}