{"id":"https://openalex.org/W4365513568","doi":"https://doi.org/10.1177/10943420231167800","title":"Orchestration of materials science workflows for heterogeneous resources at large scale","display_name":"Orchestration of materials science workflows for heterogeneous resources at large scale","publication_year":2023,"publication_date":"2023-04-14","ids":{"openalex":"https://openalex.org/W4365513568","doi":"https://doi.org/10.1177/10943420231167800"},"language":"en","primary_location":{"id":"doi:10.1177/10943420231167800","is_oa":false,"landing_page_url":"https://doi.org/10.1177/10943420231167800","pdf_url":null,"source":{"id":"https://openalex.org/S60606485","display_name":"The International Journal of High Performance Computing Applications","issn_l":"1094-3420","issn":["1094-3420","1741-2846"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Journal of High Performance Computing Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.osti.gov/servlets/purl/1986538","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071109481","display_name":"Naweiluo Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I2802706902","display_name":"Knoxville College","ror":"https://ror.org/02bxrp522","country_code":"US","type":"education","lineage":["https://openalex.org/I2802706902"]},{"id":"https://openalex.org/I75027704","display_name":"University of Tennessee at Knoxville","ror":"https://ror.org/020f3ap87","country_code":"US","type":"education","lineage":["https://openalex.org/I75027704"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Naweiluo Zhou","raw_affiliation_strings":["University of Tennessee Knoxville College of Engineering, Knoxville, TN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Tennessee Knoxville College of Engineering, Knoxville, TN, USA","institution_ids":["https://openalex.org/I2802706902","https://openalex.org/I75027704"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076800717","display_name":"Giorgio Scorzelli","orcid":"https://orcid.org/0000-0002-6263-2738"},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Giorgio Scorzelli","raw_affiliation_strings":["University of Utah, Salt Lake, Utah, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Utah, Salt Lake, Utah, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088117464","display_name":"Jakob Luettgau","orcid":"https://orcid.org/0000-0002-3672-206X"},"institutions":[{"id":"https://openalex.org/I2802706902","display_name":"Knoxville College","ror":"https://ror.org/02bxrp522","country_code":"US","type":"education","lineage":["https://openalex.org/I2802706902"]},{"id":"https://openalex.org/I75027704","display_name":"University of Tennessee at Knoxville","ror":"https://ror.org/020f3ap87","country_code":"US","type":"education","lineage":["https://openalex.org/I75027704"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jakob Luettgau","raw_affiliation_strings":["University of Tennessee Knoxville College of Engineering, Knoxville, TN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Tennessee Knoxville College of Engineering, Knoxville, TN, USA","institution_ids":["https://openalex.org/I2802706902","https://openalex.org/I75027704"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029342003","display_name":"Rahul Reddy Kancharla","orcid":"https://orcid.org/0000-0001-7448-5109"},"institutions":[{"id":"https://openalex.org/I2800102766","display_name":"Idaho National Laboratory","ror":"https://ror.org/00ty2a548","country_code":"US","type":"facility","lineage":["https://openalex.org/I1325736334","https://openalex.org/I1330989302","https://openalex.org/I2800102766","https://openalex.org/I2801818860"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rahul R Kancharla","raw_affiliation_strings":["Idaho National Laboratory, Idaho Falls, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Idaho National Laboratory, Idaho Falls, USA","institution_ids":["https://openalex.org/I2800102766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033965890","display_name":"Joshua J. Kane","orcid":"https://orcid.org/0000-0003-1714-4687"},"institutions":[{"id":"https://openalex.org/I2800102766","display_name":"Idaho National Laboratory","ror":"https://ror.org/00ty2a548","country_code":"US","type":"facility","lineage":["https://openalex.org/I1325736334","https://openalex.org/I1330989302","https://openalex.org/I2800102766","https://openalex.org/I2801818860"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joshua J Kane","raw_affiliation_strings":["Idaho National Laboratory, Idaho Falls, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Idaho National Laboratory, Idaho Falls, USA","institution_ids":["https://openalex.org/I2800102766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074690047","display_name":"Robert W. Wheeler","orcid":"https://orcid.org/0000-0002-5689-9874"},"institutions":[{"id":"https://openalex.org/I4210151114","display_name":"Nanofiber Solutions (United States)","ror":"https://ror.org/05y8sjx72","country_code":"US","type":"company","lineage":["https://openalex.org/I4210151114"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Robert Wheeler","raw_affiliation_strings":["MicroTesting Solutions LLC, Hilliard, OH, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MicroTesting Solutions LLC, Hilliard, OH, USA","institution_ids":["https://openalex.org/I4210151114"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065865908","display_name":"Brendan P. Croom","orcid":"https://orcid.org/0000-0002-2771-1895"},"institutions":[{"id":"https://openalex.org/I2802946424","display_name":"Johns Hopkins University Applied Physics Laboratory","ror":"https://ror.org/029pp9z10","country_code":"US","type":"facility","lineage":["https://openalex.org/I145311948","https://openalex.org/I2802946424"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brendan P Croom","raw_affiliation_strings":["Johns Hopkins University Applied Physics Laboratory, Laurel, MD, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Johns Hopkins University Applied Physics Laboratory, Laurel, MD, USA","institution_ids":["https://openalex.org/I2802946424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058757545","display_name":"Pania Newell","orcid":"https://orcid.org/0000-0002-4038-4550"},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pania Newell","raw_affiliation_strings":["University of Utah, Salt Lake, Utah, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Utah, Salt Lake, Utah, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009460413","display_name":"Valerio Pascucci","orcid":"https://orcid.org/0000-0002-8877-2042"},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Valerio Pascucci","raw_affiliation_strings":["University of Utah, Salt Lake, Utah, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Utah, Salt Lake, Utah, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"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/I2802706902","display_name":"Knoxville College","ror":"https://ror.org/02bxrp522","country_code":"US","type":"education","lineage":["https://openalex.org/I2802706902"]},{"id":"https://openalex.org/I75027704","display_name":"University of Tennessee at Knoxville","ror":"https://ror.org/020f3ap87","country_code":"US","type":"education","lineage":["https://openalex.org/I75027704"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Michela Taufer","raw_affiliation_strings":["University of Tennessee Knoxville College of Engineering, Knoxville, TN, USA"],"raw_orcid":"https://orcid.org/0000-0002-0031-6377","affiliations":[{"raw_affiliation_string":"University of Tennessee Knoxville College of Engineering, Knoxville, TN, USA","institution_ids":["https://openalex.org/I2802706902","https://openalex.org/I75027704"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5078387820"],"corresponding_institution_ids":["https://openalex.org/I2802706902","https://openalex.org/I75027704"],"apc_list":null,"apc_paid":null,"fwci":3.5936,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.93898459,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"37","issue":"3-4","first_page":"260","last_page":"271"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9990000128746033,"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9908999800682068,"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":0.7517656683921814},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.7397080659866333},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7341958284378052},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6861536502838135},{"id":"https://openalex.org/keywords/orchestration","display_name":"Orchestration","score":0.6204749941825867},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5743595361709595},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.5366145372390747},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.4975171387195587},{"id":"https://openalex.org/keywords/elasticity","display_name":"Elasticity (physics)","score":0.4577158987522125},{"id":"https://openalex.org/keywords/data-center","display_name":"Data center","score":0.438326358795166},{"id":"https://openalex.org/keywords/computational-resource","display_name":"Computational resource","score":0.4105663299560547},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.31435465812683105},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.2267010509967804},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.17270410060882568},{"id":"https://openalex.org/keywords/computational-complexity-theory","display_name":"Computational complexity theory","score":0.09906420111656189}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7517656683921814},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7397080659866333},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7341958284378052},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6861536502838135},{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.6204749941825867},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5743595361709595},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.5366145372390747},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.4975171387195587},{"id":"https://openalex.org/C121854251","wikidata":"https://www.wikidata.org/wiki/Q62932","display_name":"Elasticity (physics)","level":2,"score":0.4577158987522125},{"id":"https://openalex.org/C153740404","wikidata":"https://www.wikidata.org/wiki/Q671224","display_name":"Data center","level":2,"score":0.438326358795166},{"id":"https://openalex.org/C127964446","wikidata":"https://www.wikidata.org/wiki/Q1092142","display_name":"Computational resource","level":3,"score":0.4105663299560547},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.31435465812683105},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.2267010509967804},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.17270410060882568},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.09906420111656189},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","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/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1177/10943420231167800","is_oa":false,"landing_page_url":"https://doi.org/10.1177/10943420231167800","pdf_url":null,"source":{"id":"https://openalex.org/S60606485","display_name":"The International Journal of High Performance Computing Applications","issn_l":"1094-3420","issn":["1094-3420","1741-2846"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Journal of High Performance Computing Applications","raw_type":"journal-article"},{"id":"pmh:oai:osti.gov:1986538","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1986538","pdf_url":"https://www.osti.gov/servlets/purl/1986538","source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:osti.gov:1986538","is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/1986538","pdf_url":"https://www.osti.gov/servlets/purl/1986538","source":{"id":"https://openalex.org/S4306402487","display_name":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139351228","host_organization_name":"Office of Scientific and Technical Information","host_organization_lineage":["https://openalex.org/I139351228"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.46000000834465027,"display_name":"Decent work and economic growth"}],"awards":[{"id":"https://openalex.org/G4167750608","display_name":"OAC: Piloting the National Science Data Fabric: A Platform Agnostic Testbed for Democratizing Data Delivery","funder_award_id":"2138811","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5538080289","display_name":"BIGDATA: IA: Collaborative Research: In Situ Data Analytics for Next Generation Molecular Dynamics Workflows","funder_award_id":"1841758","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8334053651","display_name":"Collaborative Research: Elements: SENSORY: Software Ecosystem for kNowledge diScOveRY - a data-driven framework for soil moisture applications","funder_award_id":"2103845","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8920864304","display_name":"Collaborative  Research: PPoSS: Planning: Performance Scalability, Trust, and  Reproducibility: A Community Roadmap to Robust Science in High-throughput  Applications","funder_award_id":"2028923","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320306250","display_name":"Battelle","ror":"https://ror.org/01h5tnr73"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4365513568.pdf"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1798528872","https://openalex.org/W1816282546","https://openalex.org/W1895252671","https://openalex.org/W1901600753","https://openalex.org/W1936679285","https://openalex.org/W1962983918","https://openalex.org/W2048402506","https://openalex.org/W2056641860","https://openalex.org/W2077579791","https://openalex.org/W2078962046","https://openalex.org/W2200241032","https://openalex.org/W2229019952","https://openalex.org/W2490161212","https://openalex.org/W2491059649","https://openalex.org/W2527672088","https://openalex.org/W2560471521","https://openalex.org/W2740279402","https://openalex.org/W2795361658","https://openalex.org/W2914062858","https://openalex.org/W3000891278","https://openalex.org/W3007234134","https://openalex.org/W3014391213","https://openalex.org/W3099523816","https://openalex.org/W3123218407","https://openalex.org/W3133270374","https://openalex.org/W3207172244","https://openalex.org/W3210258158","https://openalex.org/W3210785191","https://openalex.org/W4313305673"],"related_works":["https://openalex.org/W79913212","https://openalex.org/W2094884983","https://openalex.org/W1657880117","https://openalex.org/W2378898096","https://openalex.org/W2595172197","https://openalex.org/W560952460","https://openalex.org/W2290927522","https://openalex.org/W2127970246","https://openalex.org/W2084856301","https://openalex.org/W4283579741"],"abstract_inverted_index":{"In":[0],"the":[1,44,101,122,135,161,192,195,200,237,252,257],"era":[2],"of":[3,19,46,60,107,163,182,194,239,259,278],"big":[4],"data,":[5],"materials":[6,265],"science":[7,266],"workflows":[8],"need":[9],"to":[10,38,71,143,199,206,251],"handle":[11],"large-scale":[12,173],"data":[13,79,94],"distribution,":[14],"storage,":[15,95],"and":[16,58,77,80,87,119,133,146,150,158,170,217,226,233,248,275],"computation.":[17],"Any":[18],"these":[20,40],"areas":[21],"can":[22,269],"become":[23],"a":[24,29,50,61,67,219,230,263],"performance":[25],"bottleneck.":[26],"We":[27,42],"present":[28],"framework":[30,48,65,91,109,261],"for":[31,49,130,176,262,272],"analyzing":[32],"internal":[33],"material":[34],"structures":[35],"(e.g.,":[36],"cracks)":[37],"mitigate":[39],"bottlenecks.":[41],"demonstrate":[43,256],"effectiveness":[45],"our":[47,90,108,183,188,260],"workflow":[51,227],"performing":[52],"synchrotron":[53],"X-ray":[54],"computed":[55],"tomography":[56],"reconstruction":[57,86],"segmentation":[59],"silica-based":[62],"structure.":[63],"Our":[64],"provides":[66,147],"cloud-based,":[68],"cutting-edge":[69],"solution":[70],"challenges":[72],"such":[73],"as":[74,121],"growing":[75],"intermediate":[76],"output":[78],"heavy":[81],"resource":[82,131,144,148,168,224],"demands":[83],"during":[84],"image":[85],"segmentation.":[88],"Specifically,":[89],"efficiently":[92,216],"manages":[93],"scaling":[96],"up":[97],"compute":[98],"resources":[99],"on":[100,153],"cloud.":[102,253],"The":[103,179],"multi-layer":[104,281],"software":[105,197],"structure":[106],"includes":[110],"three":[111],"layers.":[112],"A":[113,125,138],"top":[114],"layer":[115,127,140],"uses":[116,128],"Jupyter":[117],"notebooks":[118],"serves":[120],"user":[123,201],"interface.":[124],"middle":[126],"Ansible":[129],"deployment":[132],"managing":[134],"execution":[136],"environment.":[137],"low":[139],"is":[141,185,204],"dedicated":[142],"management":[145,149],"job":[151,174,214],"scheduling":[152,175,215],"heterogeneous":[154,177],"nodes":[155],"(i.e.,":[156],"GPU":[157],"CPU).":[159],"At":[160],"core":[162],"this":[164],"layer,":[165],"Kubernetes":[166],"supports":[167],"management,":[169],"Dask":[171],"enables":[172],"resources.":[178],"broader":[180],"impact":[181],"work":[184],"four-fold:":[186],"through":[187],"framework,":[189],"we":[190,212,222,234,255],"hide":[191],"complexity":[193],"cloud\u2019s":[196],"stack":[198],"who":[202],"otherwise":[203],"required":[205],"have":[207],"expertise":[208],"in":[209,218,246],"cloud":[210],"technologies;":[211],"manage":[213],"scalable":[220],"manner;":[221],"enable":[223],"elasticity":[225],"orchestration":[228],"at":[229],"large":[231],"scale;":[232],"facilitate":[235],"moving":[236],"study":[238],"nonporous":[240],"structures,":[241],"which":[242],"has":[243],"wide":[244],"applications":[245,274],"engineering":[247],"scientific":[249],"fields,":[250],"While":[254],"capability":[258],"specific":[264],"application,":[267],"it":[268],"be":[270],"adapted":[271],"other":[273],"domains":[276],"because":[277],"its":[279],"modular,":[280],"architecture.":[282]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3}],"updated_date":"2026-06-22T08:00:12.763002","created_date":"2025-10-10T00:00:00"}