{"id":"https://openalex.org/W2531631241","doi":"https://doi.org/10.1137/16m1096840","title":"Research and Education in Computational Science and Engineering","display_name":"Research and Education in Computational Science and Engineering","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2531631241","doi":"https://doi.org/10.1137/16m1096840","mag":"2531631241"},"language":"en","primary_location":{"id":"doi:10.1137/16m1096840","is_oa":true,"landing_page_url":"https://doi.org/10.1137/16m1096840","pdf_url":"https://epubs.siam.org/doi/pdf/10.1137/16M1096840","source":{"id":"https://openalex.org/S160107561","display_name":"SIAM Review","issn_l":"0036-1445","issn":["0036-1445","1095-7200"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320508","host_organization_name":"Society for Industrial and Applied Mathematics","host_organization_lineage":["https://openalex.org/P4310320508"],"host_organization_lineage_names":["Society for Industrial and Applied Mathematics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SIAM Review","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://epubs.siam.org/doi/pdf/10.1137/16M1096840","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109197540","display_name":"Ulrich R\u00fcde","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ulrich R\u00fcde","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017431306","display_name":"Karen Willcox","orcid":"https://orcid.org/0000-0003-2156-9338"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Karen Willcox","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042596655","display_name":"Lois Curfman McInnes","orcid":"https://orcid.org/0000-0002-6381-4736"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lois Curfman McInnes","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5023907914","display_name":"Hans De Sterck","orcid":"https://orcid.org/0000-0002-1641-932X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hans De Sterck","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.2269,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.88381647,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"60","issue":"3","first_page":"707","last_page":"754"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.957099974155426,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.957099974155426,"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":0.9516000151634216,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.7013903856277466},{"id":"https://openalex.org/keywords/petascale-computing","display_name":"Petascale computing","score":0.6204107403755188},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5888898372650146},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5483307838439941},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5165011286735535},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5154653191566467},{"id":"https://openalex.org/keywords/engineering-ethics","display_name":"Engineering ethics","score":0.44759470224380493},{"id":"https://openalex.org/keywords/workforce","display_name":"Workforce","score":0.4463554322719574},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.37795963883399963},{"id":"https://openalex.org/keywords/engineering-management","display_name":"Engineering management","score":0.33254045248031616},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2697518467903137},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.1553744673728943},{"id":"https://openalex.org/keywords/supercomputer","display_name":"Supercomputer","score":0.13911685347557068}],"concepts":[{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.7013903856277466},{"id":"https://openalex.org/C185410017","wikidata":"https://www.wikidata.org/wiki/Q7171778","display_name":"Petascale computing","level":3,"score":0.6204107403755188},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5888898372650146},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5483307838439941},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5165011286735535},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5154653191566467},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.44759470224380493},{"id":"https://openalex.org/C2778139618","wikidata":"https://www.wikidata.org/wiki/Q13440398","display_name":"Workforce","level":2,"score":0.4463554322719574},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.37795963883399963},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.33254045248031616},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2697518467903137},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.1553744673728943},{"id":"https://openalex.org/C83283714","wikidata":"https://www.wikidata.org/wiki/Q121117","display_name":"Supercomputer","level":2,"score":0.13911685347557068},{"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.1137/16m1096840","is_oa":true,"landing_page_url":"https://doi.org/10.1137/16m1096840","pdf_url":"https://epubs.siam.org/doi/pdf/10.1137/16M1096840","source":{"id":"https://openalex.org/S160107561","display_name":"SIAM Review","issn_l":"0036-1445","issn":["0036-1445","1095-7200"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320508","host_organization_name":"Society for Industrial and Applied Mathematics","host_organization_lineage":["https://openalex.org/P4310320508"],"host_organization_lineage_names":["Society for Industrial and Applied Mathematics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SIAM Review","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1610.02608","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1610.02608","pdf_url":"https://arxiv.org/pdf/1610.02608","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"mag:2531631241","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1610.02608.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:oai:kuscholarworks.ku.edu:1808/29794","is_oa":true,"landing_page_url":"http://hdl.handle.net/1808/29794","pdf_url":null,"source":{"id":"https://openalex.org/S4306400421","display_name":"KU ScholarWorks (The University of Kansas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I146416000","host_organization_name":"University of Kansas","host_organization_lineage":["https://openalex.org/I146416000"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:mediatum.ub.tum.de:node/1685129","is_oa":false,"landing_page_url":"https://mediatum.ub.tum.de/1685129","pdf_url":null,"source":{"id":"https://openalex.org/S4306400453","display_name":"mediaTUM \u2013 the media and publications repository of the Technical University Munich (Technical University Munich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I62916508","host_organization_name":"Technical University of Munich","host_organization_lineage":["https://openalex.org/I62916508"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"doi:10.48550/arxiv.1610.02608","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1610.02608","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.1137/16m1096840","is_oa":true,"landing_page_url":"https://doi.org/10.1137/16m1096840","pdf_url":"https://epubs.siam.org/doi/pdf/10.1137/16M1096840","source":{"id":"https://openalex.org/S160107561","display_name":"SIAM Review","issn_l":"0036-1445","issn":["0036-1445","1095-7200"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320508","host_organization_name":"Society for Industrial and Applied Mathematics","host_organization_lineage":["https://openalex.org/P4310320508"],"host_organization_lineage_names":["Society for Industrial and Applied Mathematics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SIAM Review","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5799999833106995,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G2426551852","display_name":null,"funder_award_id":"P41 GM103545","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G7954425250","display_name":null,"funder_award_id":"DE-AC02-06CH11357","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"}],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320320698","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49"},{"id":"https://openalex.org/F4320337354","display_name":"National Institute of General Medical Sciences","ror":"https://ror.org/04q48ey07"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2072659535","https://openalex.org/W2078095679","https://openalex.org/W2080102300","https://openalex.org/W2105524676","https://openalex.org/W2118411523","https://openalex.org/W2150867606","https://openalex.org/W2151777635","https://openalex.org/W2409177634","https://openalex.org/W4241660496"],"related_works":["https://openalex.org/W2963380860","https://openalex.org/W2754030768","https://openalex.org/W2182065404","https://openalex.org/W1564268521","https://openalex.org/W2888764486","https://openalex.org/W2765405237","https://openalex.org/W2478192777","https://openalex.org/W2971677083","https://openalex.org/W3190212115","https://openalex.org/W576788405","https://openalex.org/W2742473259","https://openalex.org/W2147546799","https://openalex.org/W1548849615","https://openalex.org/W2802405085","https://openalex.org/W1988307899","https://openalex.org/W2466158491","https://openalex.org/W3160298260","https://openalex.org/W3170766866","https://openalex.org/W1867811507","https://openalex.org/W3022548824"],"abstract_inverted_index":{"This":[0,208],"report":[1],"presents":[2],"challenges,":[3],"opportunities,":[4],"and":[5,10,14,33,39,48,52,60,82,87,93,117,127,129,155,161,175,185,200,217,225,235,243,256,265],"directions":[6],"for":[7,16,188,197,262],"computational":[8,64,233],"science":[9,234],"engineering":[11,53],"(CSE)":[12],"research":[13,35,254],"education":[15,224,264],"the":[17,21,25,50,97,130,135,146,152,162,167,173,178,189,215,230,252,260],"next":[18],"decade.":[19],"Over":[20],"past":[22],"two":[23],"decades":[24],"field":[26],"of":[27,58,99,105,115,123,137,143,149,177],"CSE":[28,62,79,95,131,179,190,198,205,211,263],"has":[29,110],"penetrated":[30],"both":[31,214],"basic":[32],"applied":[34],"in":[36,119],"academia,":[37],"industry,":[38],"laboratories":[40],"to":[41,66,77,101,158,165,169,203,250],"advance":[42],"discovery,":[43,160],"optimize":[44],"systems,":[45],"support":[46],"decision-makers,":[47],"educate":[49],"scientific":[51],"workforce.":[54],"Informed":[55],"by":[56],"centuries":[57],"theory":[59,71],"experiment,":[61],"performs":[63],"experiments":[65],"answer":[67],"questions":[68],"that":[69,90,258],"neither":[70],"nor":[72],"experiment":[73],"alone":[74],"is":[75,133,193,248],"equipped":[76],"answer.":[78],"provides":[80],"scientists":[81],"engineers":[83],"with":[84],"algorithmic":[85],"inventions":[86],"software":[88],"systems":[89],"transcend":[91],"disciplines":[92],"scales.":[94],"brings":[96],"power":[98],"parallelism":[100],"bear":[102],"on":[103],"troves":[104],"data.":[106],"Mathematics-based":[107],"advanced":[108],"computing":[109],"become":[111],"a":[112,141,194,201],"prevalent":[113],"means":[114],"discovery":[116],"innovation":[118],"essentially":[120],"all":[121],"areas":[122],"science,":[124],"engineering,":[125],"technology,":[126],"society,":[128],"community":[132],"at":[134,213],"core":[136],"this":[138],"transformation.":[139],"However,":[140],"combination":[142],"disruptive":[144],"developments---including":[145],"architectural":[147],"complexity":[148],"extreme-scale":[150],"computing,":[151],"data":[153,236],"revolution":[154],"increased":[156],"attention":[157],"data-driven":[159],"specialization":[163],"required":[164],"follow":[166],"applications":[168],"new":[170,242],"frontiers---is":[171],"redefining":[172],"scope":[174],"reach":[176],"endeavor.":[180],"With":[181],"these":[182],"many":[183],"current":[184],"expanding":[186],"opportunities":[187,257],"field,":[191],"there":[192],"growing":[195],"demand":[196],"graduates":[199],"need":[202,209],"expand":[204],"educational":[206,245],"offerings.":[207],"includes":[210],"programs":[212],"undergraduate":[216],"graduate":[218],"levels,":[219],"as":[220,222,239],"well":[221],"continuing":[223],"professional":[226],"development":[227],"programs,":[228,246],"exploiting":[229],"synergy":[231],"between":[232],"science.":[237],"Yet,":[238],"institutions":[240],"consider":[241,251],"evolving":[244],"it":[247],"essential":[249],"broader":[253],"challenges":[255],"provide":[259],"context":[261],"workforce":[266],"development.":[267]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2025-10-10T00:00:00"}