{"id":"https://openalex.org/W2059663525","doi":"https://doi.org/10.1109/padsw.2014.7097855","title":"Using surrogate-based modeling to predict optimal I/O parameters of applications at the extreme scale","display_name":"Using surrogate-based modeling to predict optimal I/O parameters of applications at the extreme scale","publication_year":2014,"publication_date":"2014-12-01","ids":{"openalex":"https://openalex.org/W2059663525","doi":"https://doi.org/10.1109/padsw.2014.7097855","mag":"2059663525"},"language":"en","primary_location":{"id":"doi:10.1109/padsw.2014.7097855","is_oa":false,"landing_page_url":"https://doi.org/10.1109/padsw.2014.7097855","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 20th IEEE International Conference on Parallel and Distributed Systems (ICPADS)","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/A5011689338","display_name":"Michael E. Matheny","orcid":"https://orcid.org/0000-0003-3217-4147"},"institutions":[{"id":"https://openalex.org/I86501945","display_name":"University of Delaware","ror":"https://ror.org/01sbq1a82","country_code":"US","type":"education","lineage":["https://openalex.org/I86501945"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"M. Matheny","raw_affiliation_strings":["University of Delaware Newark, DE","University of Delaware, Newark 19716, USA"],"affiliations":[{"raw_affiliation_string":"University of Delaware Newark, DE","institution_ids":["https://openalex.org/I86501945"]},{"raw_affiliation_string":"University of Delaware, Newark 19716, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087124073","display_name":"Stephen Herbein","orcid":"https://orcid.org/0000-0003-0141-0653"},"institutions":[{"id":"https://openalex.org/I86501945","display_name":"University of Delaware","ror":"https://ror.org/01sbq1a82","country_code":"US","type":"education","lineage":["https://openalex.org/I86501945"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"S. Herbein","raw_affiliation_strings":["University of Delaware Newark, DE","University of Delaware, Newark 19716, USA"],"affiliations":[{"raw_affiliation_string":"University of Delaware Newark, DE","institution_ids":["https://openalex.org/I86501945"]},{"raw_affiliation_string":"University of Delaware, Newark 19716, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071286199","display_name":"Norbert Podhorszki","orcid":"https://orcid.org/0000-0001-9647-542X"},"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":"N. Podhorszki","raw_affiliation_strings":["Oak Ridge National Laboratory Oak Ridge, TN","Oak Ridge National Laboratory, TN, 37831, USA"],"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory Oak Ridge, TN","institution_ids":["https://openalex.org/I1289243028"]},{"raw_affiliation_string":"Oak Ridge National Laboratory, TN, 37831, USA","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030373337","display_name":"Scott Klasky","orcid":"https://orcid.org/0000-0003-3559-5772"},"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":"S. Klasky","raw_affiliation_strings":["Oak Ridge National Laboratory Oak Ridge, TN","Oak Ridge National Laboratory, TN, 37831, USA"],"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory Oak Ridge, TN","institution_ids":["https://openalex.org/I1289243028"]},{"raw_affiliation_string":"Oak Ridge National Laboratory, TN, 37831, USA","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078387820","display_name":"Michela Taufer","orcid":"https://orcid.org/0000-0002-0031-6377"},"institutions":[{"id":"https://openalex.org/I86501945","display_name":"University of Delaware","ror":"https://ror.org/01sbq1a82","country_code":"US","type":"education","lineage":["https://openalex.org/I86501945"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"M. Taufer","raw_affiliation_strings":["University of Delaware Newark, DE","University of Delaware, Newark 19716, USA"],"affiliations":[{"raw_affiliation_string":"University of Delaware Newark, DE","institution_ids":["https://openalex.org/I86501945"]},{"raw_affiliation_string":"University of Delaware, Newark 19716, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5011689338"],"corresponding_institution_ids":["https://openalex.org/I86501945"],"apc_list":null,"apc_paid":null,"fwci":1.3792,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.83927569,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"568","last_page":"575"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11181","display_name":"Advanced Data Storage Technologies","score":0.9986000061035156,"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":0.9986000061035156,"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/T10623","display_name":"Thin-Film Transistor Technologies","score":0.9865999817848206,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11338","display_name":"Advancements in Photolithography Techniques","score":0.9830999970436096,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/petascale-computing","display_name":"Petascale computing","score":0.9646922945976257},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.8014935851097107},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7179216146469116},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6376495361328125},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.47522810101509094},{"id":"https://openalex.org/keywords/surrogate-model","display_name":"Surrogate model","score":0.41140782833099365},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.36435407400131226},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20521140098571777},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2040773630142212}],"concepts":[{"id":"https://openalex.org/C185410017","wikidata":"https://www.wikidata.org/wiki/Q7171778","display_name":"Petascale computing","level":3,"score":0.9646922945976257},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.8014935851097107},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7179216146469116},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6376495361328125},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.47522810101509094},{"id":"https://openalex.org/C131675550","wikidata":"https://www.wikidata.org/wiki/Q7646884","display_name":"Surrogate model","level":2,"score":0.41140782833099365},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.36435407400131226},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20521140098571777},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2040773630142212},{"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/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/padsw.2014.7097855","is_oa":false,"landing_page_url":"https://doi.org/10.1109/padsw.2014.7097855","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 20th IEEE International Conference on Parallel and Distributed Systems (ICPADS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1575226641","https://openalex.org/W1597910325","https://openalex.org/W1974545207","https://openalex.org/W1999354630","https://openalex.org/W2000359198","https://openalex.org/W2017059273","https://openalex.org/W2038581620","https://openalex.org/W2042992924","https://openalex.org/W2056596795","https://openalex.org/W2119588642","https://openalex.org/W2140115351","https://openalex.org/W2158664119","https://openalex.org/W2171906548","https://openalex.org/W6685247953"],"related_works":["https://openalex.org/W1970451660","https://openalex.org/W2085974832","https://openalex.org/W2114834656","https://openalex.org/W2781598847","https://openalex.org/W2042262100","https://openalex.org/W157008363","https://openalex.org/W72498438","https://openalex.org/W2474015782","https://openalex.org/W2320909518","https://openalex.org/W1619295139"],"abstract_inverted_index":{"On":[0],"petascale":[1],"systems,":[2],"the":[3,15,22,27,31,51,59,64,74,84],"selection":[4],"of":[5],"optimal":[6,52],"values":[7,55],"for":[8,50],"I/O":[9,16,23,53,61,86],"parameters":[10],"without":[11],"taking":[12],"into":[13],"account":[14],"size":[17],"and":[18,39,56,76,89],"pattern":[19],"can":[20],"cause":[21],"time":[24],"to":[25,47,71],"dominate":[26],"simulation":[28],"time,":[29,81],"compromising":[30],"application's":[32,85],"scalability.":[33],"In":[34],"this":[35],"paper,":[36],"we":[37],"adopt":[38],"adapt":[40],"an":[41],"engineering":[42],"method":[43],"called":[44],"surrogate-based":[45],"modeling":[46],"efficiently":[48],"search":[49,75],"parameter":[54],"accurately":[57],"predict":[58],"associated":[60],"times":[62],"at":[63],"extreme":[65],"scale.":[66],"Our":[67],"approach":[68],"allows":[69],"us":[70],"address":[72],"both":[73],"prediction":[77],"in":[78],"a":[79],"short":[80],"even":[82],"when":[83],"is":[87],"large":[88],"exhibits":[90],"irregular":[91],"patterns.":[92]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}