{"id":"https://openalex.org/W7166312411","doi":"https://doi.org/10.1007/s41781-026-00167-6","title":"Predicting Job Turnaround Time in Large-Scale Distributed Computing Environments with Graph Neural Networks","display_name":"Predicting Job Turnaround Time in Large-Scale Distributed Computing Environments with Graph Neural Networks","publication_year":2026,"publication_date":"2026-06-27","ids":{"openalex":"https://openalex.org/W7166312411","doi":"https://doi.org/10.1007/s41781-026-00167-6"},"language":"en","primary_location":{"id":"doi:10.1007/s41781-026-00167-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41781-026-00167-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41781-026-00167-6.pdf","source":{"id":"https://openalex.org/S5407056604","display_name":"EPJ Research Infrastructures","issn_l":"3091-4558","issn":["3091-4558","3091-4566"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EPJ Research Infrastructures","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s41781-026-00167-6.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5139466652","display_name":"Tasnuva Chowdhury","orcid":null},"institutions":[{"id":"https://openalex.org/I200870766","display_name":"Brookhaven National Laboratory","ror":"https://ror.org/02ex6cf31","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I200870766","https://openalex.org/I39565521","https://openalex.org/I4210142672"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Tasnuva Chowdhury","raw_affiliation_strings":["Brookhaven National Laboratory, Upton, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brookhaven National Laboratory, Upton, NY, USA","institution_ids":["https://openalex.org/I200870766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139511189","display_name":"Tadashi Maeno","orcid":null},"institutions":[{"id":"https://openalex.org/I200870766","display_name":"Brookhaven National Laboratory","ror":"https://ror.org/02ex6cf31","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I200870766","https://openalex.org/I39565521","https://openalex.org/I4210142672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tadashi Maeno","raw_affiliation_strings":["Brookhaven National Laboratory, Upton, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brookhaven National Laboratory, Upton, NY, USA","institution_ids":["https://openalex.org/I200870766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119958954","display_name":"Fatih Furkan Akman","orcid":"https://orcid.org/0009-0000-9118-9010"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fatih Furkan Akman","raw_affiliation_strings":["University of Massachusetts, Amherst, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Massachusetts, Amherst, MA, USA","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107843775","display_name":"J. Boudreau","orcid":null},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joseph Boudreau","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139466521","display_name":"Sankha Dutta","orcid":null},"institutions":[{"id":"https://openalex.org/I200870766","display_name":"Brookhaven National Laboratory","ror":"https://ror.org/02ex6cf31","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I200870766","https://openalex.org/I39565521","https://openalex.org/I4210142672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sankha Dutta","raw_affiliation_strings":["Brookhaven National Laboratory, Upton, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brookhaven National Laboratory, Upton, NY, USA","institution_ids":["https://openalex.org/I200870766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100651285","display_name":"Shengyu Feng","orcid":"https://orcid.org/0000-0002-2464-7226"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shengyu Feng","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072223736","display_name":"Adolfy Hoisie","orcid":"https://orcid.org/0000-0001-7812-2946"},"institutions":[{"id":"https://openalex.org/I200870766","display_name":"Brookhaven National Laboratory","ror":"https://ror.org/02ex6cf31","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I200870766","https://openalex.org/I39565521","https://openalex.org/I4210142672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Adolfy Hoisie","raw_affiliation_strings":["Brookhaven National Laboratory, Upton, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brookhaven National Laboratory, Upton, NY, USA","institution_ids":["https://openalex.org/I200870766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066332639","display_name":"Kuan-Chieh Hsu","orcid":"https://orcid.org/0009-0002-4285-9588"},"institutions":[{"id":"https://openalex.org/I200870766","display_name":"Brookhaven National Laboratory","ror":"https://ror.org/02ex6cf31","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I200870766","https://openalex.org/I39565521","https://openalex.org/I4210142672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kuan-Chieh Hsu","raw_affiliation_strings":["Brookhaven National Laboratory, Upton, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brookhaven National Laboratory, Upton, NY, USA","institution_ids":["https://openalex.org/I200870766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047024465","display_name":"Raees Khan","orcid":"https://orcid.org/0000-0003-1388-7141"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Raees Khan","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046675050","display_name":"J Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jaehyung Kim","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139477187","display_name":"Ozgur O. Kilic","orcid":null},"institutions":[{"id":"https://openalex.org/I200870766","display_name":"Brookhaven National Laboratory","ror":"https://ror.org/02ex6cf31","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I200870766","https://openalex.org/I39565521","https://openalex.org/I4210142672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ozgur O. Kilic","raw_affiliation_strings":["Brookhaven National Laboratory, Upton, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brookhaven National Laboratory, Upton, NY, USA","institution_ids":["https://openalex.org/I200870766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139497349","display_name":"Scott Klasky","orcid":null},"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":"Scott Klasky","raw_affiliation_strings":["Oak Ridge National Laboratory, Oak Ridge, TN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory, Oak Ridge, TN, USA","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022585246","display_name":"Tatiana Korchuganova","orcid":"https://orcid.org/0000-0001-5792-8182"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tatiana Korchuganova","raw_affiliation_strings":["University of Pittsburgh, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Pittsburgh, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040001304","display_name":"Kenny Lo","orcid":null},"institutions":[{"id":"https://openalex.org/I2801935854","display_name":"SLAC National Accelerator Laboratory","ror":"https://ror.org/05gzmn429","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I2801935854","https://openalex.org/I39565521","https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kenny Lo","raw_affiliation_strings":["SLAC National Accelerator Laboratory, Menlo Park, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SLAC National Accelerator Laboratory, Menlo Park, CA, USA","institution_ids":["https://openalex.org/I2801935854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139468178","display_name":"Verena Ingrid Martinez Outschoorn","orcid":null},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Verena Ingrid Martinez Outschoorn","raw_affiliation_strings":["University of Massachusetts, Amherst, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Massachusetts, Amherst, MA, USA","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139467696","display_name":"Paul Nilsson","orcid":null},"institutions":[{"id":"https://openalex.org/I200870766","display_name":"Brookhaven National Laboratory","ror":"https://ror.org/02ex6cf31","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I200870766","https://openalex.org/I39565521","https://openalex.org/I4210142672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paul Nilsson","raw_affiliation_strings":["Brookhaven National Laboratory, Upton, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brookhaven National Laboratory, Upton, NY, USA","institution_ids":["https://openalex.org/I200870766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061833849","display_name":"David S. Park","orcid":"https://orcid.org/0000-0002-4490-3784"},"institutions":[{"id":"https://openalex.org/I200870766","display_name":"Brookhaven National Laboratory","ror":"https://ror.org/02ex6cf31","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I200870766","https://openalex.org/I39565521","https://openalex.org/I4210142672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David K. Park","raw_affiliation_strings":["Brookhaven National Laboratory, Upton, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brookhaven National Laboratory, Upton, NY, USA","institution_ids":["https://openalex.org/I200870766"]}]},{"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":"Norbert Podhorszki","raw_affiliation_strings":["Oak Ridge National Laboratory, Oak Ridge, TN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory, Oak Ridge, TN, USA","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013719267","display_name":"Yihui Ren","orcid":"https://orcid.org/0000-0002-5750-6964"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yihui Ren","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041449979","display_name":"John T. Steele","orcid":"https://orcid.org/0009-0007-5341-752X"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"John Rembrandt Steele","raw_affiliation_strings":["University of Massachusetts, Amherst, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Massachusetts, Amherst, MA, USA","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139478064","display_name":"Fr\u00e9d\u00e9ric Suter","orcid":null},"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":"Fr\u00e9d\u00e9ric Suter","raw_affiliation_strings":["Oak Ridge National Laboratory, Oak Ridge, TN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory, Oak Ridge, TN, USA","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073706633","display_name":"Sairam Sri Vatsavai","orcid":"https://orcid.org/0000-0003-1847-3976"},"institutions":[{"id":"https://openalex.org/I200870766","display_name":"Brookhaven National Laboratory","ror":"https://ror.org/02ex6cf31","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I200870766","https://openalex.org/I39565521","https://openalex.org/I4210142672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sairam Sri Vatsavai","raw_affiliation_strings":["Brookhaven National Laboratory, Upton, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brookhaven National Laboratory, Upton, NY, USA","institution_ids":["https://openalex.org/I200870766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139505013","display_name":"Wei Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I2801935854","display_name":"SLAC National Accelerator Laboratory","ror":"https://ror.org/05gzmn429","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I2801935854","https://openalex.org/I39565521","https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Wei Yang","raw_affiliation_strings":["SLAC National Accelerator Laboratory, Menlo Park, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SLAC National Accelerator Laboratory, Menlo Park, CA, USA","institution_ids":["https://openalex.org/I2801935854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139499840","display_name":"Yiming Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yiming Yang","raw_affiliation_strings":["Carnegie Mellon University, Pittsburgh, PA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University, Pittsburgh, PA, USA","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139485581","display_name":"Shinjae Yoo","orcid":null},"institutions":[{"id":"https://openalex.org/I200870766","display_name":"Brookhaven National Laboratory","ror":"https://ror.org/02ex6cf31","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I200870766","https://openalex.org/I39565521","https://openalex.org/I4210142672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shinjae Yoo","raw_affiliation_strings":["Brookhaven National Laboratory, Upton, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brookhaven National Laboratory, Upton, NY, USA","institution_ids":["https://openalex.org/I200870766"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5139488698","display_name":"Alexei Klimentov","orcid":null},"institutions":[{"id":"https://openalex.org/I200870766","display_name":"Brookhaven National Laboratory","ror":"https://ror.org/02ex6cf31","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I200870766","https://openalex.org/I39565521","https://openalex.org/I4210142672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alexei Klimentov","raw_affiliation_strings":["Brookhaven National Laboratory, Upton, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brookhaven National Laboratory, Upton, NY, USA","institution_ids":["https://openalex.org/I200870766"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5139466652"],"corresponding_institution_ids":["https://openalex.org/I200870766"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.85014346,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.7980999946594238,"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":0.7980999946594238,"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":0.14720000326633453,"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"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.03319999948143959,"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/workflow","display_name":"Workflow","score":0.6626999974250793},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.6021000146865845},{"id":"https://openalex.org/keywords/turnaround-time","display_name":"Turnaround time","score":0.5771999955177307},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5030999779701233},{"id":"https://openalex.org/keywords/job-scheduler","display_name":"Job scheduler","score":0.45410001277923584},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.41990000009536743},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.39250001311302185},{"id":"https://openalex.org/keywords/queue","display_name":"Queue","score":0.33799999952316284},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.3370000123977661}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7490000128746033},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6626999974250793},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.6021000146865845},{"id":"https://openalex.org/C176553487","wikidata":"https://www.wikidata.org/wiki/Q7855819","display_name":"Turnaround time","level":2,"score":0.5771999955177307},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5138000249862671},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5030999779701233},{"id":"https://openalex.org/C111873713","wikidata":"https://www.wikidata.org/wiki/Q1641413","display_name":"Job scheduler","level":3,"score":0.45410001277923584},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.41990000009536743},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.39250001311302185},{"id":"https://openalex.org/C160403385","wikidata":"https://www.wikidata.org/wiki/Q220543","display_name":"Queue","level":2,"score":0.33799999952316284},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.3370000123977661},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.33070001006126404},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.32739999890327454},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3093999922275543},{"id":"https://openalex.org/C171627638","wikidata":"https://www.wikidata.org/wiki/Q6206744","display_name":"Job queue","level":4,"score":0.2994999885559082},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.29190000891685486},{"id":"https://openalex.org/C85106507","wikidata":"https://www.wikidata.org/wiki/Q1188445","display_name":"Utility computing","level":4,"score":0.28859999775886536},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.2800999879837036},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.2761000096797943},{"id":"https://openalex.org/C106937863","wikidata":"https://www.wikidata.org/wiki/Q7236518","display_name":"Power graph analysis","level":3,"score":0.27489998936653137},{"id":"https://openalex.org/C83283714","wikidata":"https://www.wikidata.org/wiki/Q121117","display_name":"Supercomputer","level":2,"score":0.27219998836517334},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.26739999651908875},{"id":"https://openalex.org/C51332947","wikidata":"https://www.wikidata.org/wiki/Q1172305","display_name":"Shared resource","level":2,"score":0.2669000029563904},{"id":"https://openalex.org/C130120984","wikidata":"https://www.wikidata.org/wiki/Q2835898","display_name":"Distributed algorithm","level":2,"score":0.26269999146461487},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.25429999828338623},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.25369998812675476}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s41781-026-00167-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41781-026-00167-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41781-026-00167-6.pdf","source":{"id":"https://openalex.org/S5407056604","display_name":"EPJ Research Infrastructures","issn_l":"3091-4558","issn":["3091-4558","3091-4566"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EPJ Research Infrastructures","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s41781-026-00167-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41781-026-00167-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41781-026-00167-6.pdf","source":{"id":"https://openalex.org/S5407056604","display_name":"EPJ Research Infrastructures","issn_l":"3091-4558","issn":["3091-4558","3091-4566"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EPJ Research Infrastructures","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6580780744552612,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G1405617137","display_name":null,"funder_award_id":"DE-SC-0012704","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G357145406","display_name":null,"funder_award_id":"DE-SC-0012704","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G7543525787","display_name":null,"funder_award_id":"DE-SC-0012704","funder_id":"https://openalex.org/F4320337506","funder_display_name":"Advanced Scientific Computing Research"},{"id":"https://openalex.org/G869838342","display_name":null,"funder_award_id":"0012704","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"}],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320311306","display_name":"University of Texas at Arlington","ror":"https://ror.org/019kgqr73"},{"id":"https://openalex.org/F4320332359","display_name":"Office of Science","ror":"https://ror.org/00mmn6b08"},{"id":"https://openalex.org/F4320337506","display_name":"Advanced Scientific Computing Research","ror":"https://ror.org/0012c7r22"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7166312411.pdf","grobid_xml":"https://content.openalex.org/works/W7166312411.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W2139250332","https://openalex.org/W2295598076","https://openalex.org/W3197933439","https://openalex.org/W3201941117","https://openalex.org/W4211046286","https://openalex.org/W4232091795","https://openalex.org/W4292998192","https://openalex.org/W4319017910","https://openalex.org/W4320473129","https://openalex.org/W4361012985","https://openalex.org/W4386585065","https://openalex.org/W4391141607","https://openalex.org/W4401325736","https://openalex.org/W4402943384","https://openalex.org/W4404839448","https://openalex.org/W4413411955","https://openalex.org/W4415828205","https://openalex.org/W4416781421"],"related_works":[],"abstract_inverted_index":{"Large-scale":[0],"research":[1,239,261],"infrastructures":[2,241],"increasingly":[3],"depend":[4],"on":[5,64,70],"distributed":[6,260],"computing":[7,44,104,110,161,240,262],"platforms":[8],"to":[9,16],"deliver":[10],"timely":[11],"data":[12,153],"processing":[13,48],"and":[14,38,82,93,108,112,126,169,172,179,219,254],"analysis":[15],"their":[17,148],"scientific":[18,103,117],"communities.":[19],"In":[20],"such":[21,74],"environments,":[22],"job":[23,66],"turnaround":[24,55],"time":[25,56],"is":[26,57,113,230],"a":[27,135,231],"key":[28],"operational":[29],"quantity":[30],"because":[31,59],"it":[32,60],"affects":[33],"user-perceived":[34],"latency,":[35],"workflow":[36,256],"planning,":[37],"the":[39,91,122,129,157,197],"efficient":[40],"use":[41],"of":[42,50,156,175],"heterogeneous":[43],"resources":[45,111],"across":[46,105,258],"facilities":[47],"millions":[49],"jobs":[51,145,168],"per":[52],"week.":[53],"Predicting":[54],"difficult":[58],"depends":[61],"not":[62],"only":[63],"intrinsic":[65],"characteristics":[67],"but":[68],"also":[69],"dynamic":[71],"infrastructure":[72],"conditions":[73],"as":[75],"queue":[76],"pressure,":[77],"resource":[78],"availability,":[79],"brokerage":[80],"decisions,":[81],"site-specific":[83],"operating":[84],"behavior.":[85],"We":[86,132],"study":[87],"this":[88],"problem":[89],"in":[90,237],"Production":[92],"Distributed":[94],"Analysis":[95],"(PanDA)":[96],"workload":[97,228],"management":[98,257],"system,":[99],"which":[100],"supports":[101],"data-intensive":[102],"grid,":[106],"cloud,":[107],"high-performance":[109],"used":[114],"by":[115],"large":[116],"collaborations":[118],"including":[119],"ATLAS":[120],"at":[121,128],"Large":[123],"Hadron":[124],"Collider":[125],"ePIC":[127],"Electron-Ion":[130],"Collider.":[131],"present":[133],"PanDA-GNN,":[134],"graph":[136],"neural":[137],"network":[138],"for":[139,234],"job-level":[140],"turnaround-time":[141,235],"prediction":[142,236],"that":[143,186,226],"represents":[144],"together":[146],"with":[147,163],"local":[149],"execution":[150],"context.":[151],"Using":[152],"from":[154],"five":[155],"most":[158],"active":[159],"PanDA":[160],"sites,":[162],"approximately":[164,176],"2.1":[165],"million":[166,178,181],"training":[167],"separate":[170],"validation":[171],"test":[173,199],"sets":[174],"0.46":[177],"0.40":[180],"jobs,":[182],"respectively,":[183],"we":[184],"show":[185,225],"graph-based":[187,227],"context":[188],"improves":[189],"predictive":[190],"performance":[191],"over":[192],"strong":[193],"non-graph":[194],"baselines.":[195],"On":[196],"held-out":[198],"set,":[200],"PanDA-GNN":[201],"achieved":[202],"R":[203],"2":[204],"=":[205,208,212,216,221],"0.94,":[206],"MAE":[207],"84.72":[209],"minutes,":[210,214,218],"MedAE":[211],"39.62":[213],"RMSE":[215],"163.59":[217],"MAPE":[220],"20.39%.":[222],"These":[223],"results":[224],"modeling":[229],"practical":[232],"approach":[233],"large-scale":[238],"and,":[242],"more":[243],"broadly,":[244],"illustrate":[245],"how":[246],"data-driven":[247],"methods":[248],"can":[249],"support":[250],"informed":[251],"scheduling,":[252],"provisioning,":[253],"latency-aware":[255],"shared":[259],"infrastructures.":[263]},"counts_by_year":[],"updated_date":"2026-06-29T06:13:29.287314","created_date":"2026-06-28T00:00:00"}