{"id":"https://openalex.org/W4385574907","doi":"https://doi.org/10.1109/ipdpsw59300.2023.00133","title":"A Parallel Machine Learning Workflow for Neutron Scattering Data Analysis","display_name":"A Parallel Machine Learning Workflow for Neutron Scattering Data Analysis","publication_year":2023,"publication_date":"2023-05-01","ids":{"openalex":"https://openalex.org/W4385574907","doi":"https://doi.org/10.1109/ipdpsw59300.2023.00133"},"language":"en","primary_location":{"id":"doi:10.1109/ipdpsw59300.2023.00133","doi":"https://doi.org/10.1109/ipdpsw59300.2023.00133","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ipdpsw59300.2023.00133","pdf_url":null,"source":{"id":"https://openalex.org/S4363605440","display_name":"IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.osti.gov/servlets/purl/2000394","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101928623","display_name":"Tianle Wang","orcid":"https://orcid.org/0009-0003-7003-0264","observed_orcids":["https://orcid.org/0009-0003-7003-0264","https://orcid.org/0000-0002-1703-7307","https://orcid.org/0009-0007-9003-9759"]},"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":"Tianle Wang","raw_affiliation_strings":["Brookhaven National Laboratory,Computational Science Initiative,USA","Computational Science Initiative, Brookhaven National Laboratory, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brookhaven National Laboratory,Computational Science Initiative,USA","institution_ids":["https://openalex.org/I200870766"]},{"raw_affiliation_string":"Computational Science Initiative, Brookhaven National Laboratory, USA","institution_ids":["https://openalex.org/I200870766"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039319913","display_name":"Sudip K. Seal","orcid":"https://orcid.org/0000-0003-3233-0656","observed_orcids":["https://orcid.org/0000-0003-3233-0656"]},"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":"Sudip K. Seal","raw_affiliation_strings":["Oak Ridge National Laboratory,Computer Science and Mathematics Division,USA","Computer Science and Mathematics Division, Oak Ridge National Laboratory, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory,Computer Science and Mathematics Division,USA","institution_ids":["https://openalex.org/I1289243028"]},{"raw_affiliation_string":"Computer Science and Mathematics Division, Oak Ridge National Laboratory, USA","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014168997","display_name":"Ramakrishnan Kannan","orcid":"https://orcid.org/0000-0002-5852-4806","observed_orcids":["https://orcid.org/0000-0002-5852-4806"]},"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":"Ramakrishnan Kannan","raw_affiliation_strings":["Oak Ridge National Laboratory,Computer Science and Mathematics Division,USA","Computer Science and Mathematics Division, Oak Ridge National Laboratory, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory,Computer Science and Mathematics Division,USA","institution_ids":["https://openalex.org/I1289243028"]},{"raw_affiliation_string":"Computer Science and Mathematics Division, Oak Ridge National Laboratory, USA","institution_ids":["https://openalex.org/I1289243028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086975677","display_name":"Cristina Garc\u00eda\u2013Cardona","orcid":"https://orcid.org/0000-0002-5641-3491","observed_orcids":["https://orcid.org/0000-0002-5641-3491"]},"institutions":[{"id":"https://openalex.org/I1343871089","display_name":"Los Alamos National Laboratory","ror":"https://ror.org/01e41cf67","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I1343871089","https://openalex.org/I198811213","https://openalex.org/I4210120050"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cristina Garcia-Cardona","raw_affiliation_strings":["Los Alamos National Laboratory,Computer, Computational and Statistical Sciences Division,USA","Computer, Computational and Statistical Sciences Division, Los Alamos National Laboratory, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Los Alamos National Laboratory,Computer, Computational and Statistical Sciences Division,USA","institution_ids":["https://openalex.org/I1343871089"]},{"raw_affiliation_string":"Computer, Computational and Statistical Sciences Division, Los Alamos National Laboratory, USA","institution_ids":["https://openalex.org/I1343871089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073026110","display_name":"Thomas E. Proffen","orcid":"https://orcid.org/0000-0002-1408-6031","observed_orcids":["https://orcid.org/0000-0002-1408-6031"]},"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"]},{"id":"https://openalex.org/I4390039231","display_name":"Spallation Neutron Source","ror":"https://ror.org/00q6v6102","country_code":null,"type":"facility","lineage":["https://openalex.org/I1289243028","https://openalex.org/I1330989302","https://openalex.org/I39565521","https://openalex.org/I4210159294","https://openalex.org/I4390039231"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Thomas Proffen","raw_affiliation_strings":["Oak Ridge National Laboratory,Spallation Neutron Source,USA","Spallation Neutron Source, Oak Ridge National Laboratory, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oak Ridge National Laboratory,Spallation Neutron Source,USA","institution_ids":["https://openalex.org/I1289243028","https://openalex.org/I4390039231"]},{"raw_affiliation_string":"Spallation Neutron Source, Oak Ridge National Laboratory, USA","institution_ids":["https://openalex.org/I1289243028","https://openalex.org/I4390039231"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038763846","display_name":"Shantenu Jha","orcid":"https://orcid.org/0000-0002-5040-026X","observed_orcids":["https://orcid.org/0000-0002-5040-026X"]},"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":"Shantenu Jha","raw_affiliation_strings":["Brookhaven National Laboratory,Computational Science Initiative,USA","Computational Science Initiative, Brookhaven National Laboratory, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brookhaven National Laboratory,Computational Science Initiative,USA","institution_ids":["https://openalex.org/I200870766"]},{"raw_affiliation_string":"Computational Science Initiative, Brookhaven National Laboratory, USA","institution_ids":["https://openalex.org/I200870766"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.562,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.63209779,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"795","last_page":"798"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.3257000148296356,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.3257000148296356,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T11948","display_name":"Machine Learning in Materials Science","score":0.30000001192092896,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials 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":0.20509999990463257,"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/parallel-machine-learning","display_name":"parallel machine learning","score":0.7649999856948853},{"id":"https://openalex.org/keywords/neutron-scattering-data-analysis","display_name":"neutron scattering data analysis","score":0.8740000128746033},{"id":"https://openalex.org/keywords/speedup","display_name":"speedup","score":0.6420000195503235},{"id":"https://openalex.org/keywords/model-accuracy","display_name":"model accuracy","score":0.9610000252723694}],"concepts":[{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.8889999985694885},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.8054938316345215},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7629125714302063},{"id":"https://openalex.org/C104015590","wikidata":"https://www.wikidata.org/wiki/Q1451740","display_name":"Neutron scattering","level":3,"score":0.43234914541244507},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4142364263534546},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.4108700752258301},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3899725377559662},{"id":"https://openalex.org/C152568617","wikidata":"https://www.wikidata.org/wiki/Q2348","display_name":"Neutron","level":2,"score":0.34542369842529297},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.20794275403022766},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.1250784695148468},{"id":"https://openalex.org/C185544564","wikidata":"https://www.wikidata.org/wiki/Q81197","display_name":"Nuclear physics","level":1,"score":0.10373494029045105},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08795097470283508},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07901692390441895},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ipdpsw59300.2023.00133","doi":"https://doi.org/10.1109/ipdpsw59300.2023.00133","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ipdpsw59300.2023.00133","pdf_url":null,"source":{"id":"https://openalex.org/S4363605440","display_name":"IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)","raw_type":"proceedings-article"},{"id":"pmh:oai:osti.gov:2000394","doi":null,"is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/2000394","pdf_url":"https://www.osti.gov/servlets/purl/2000394","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,"listed_in":[],"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:2000394","doi":null,"is_oa":true,"landing_page_url":"https://www.osti.gov/biblio/2000394","pdf_url":"https://www.osti.gov/servlets/purl/2000394","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,"listed_in":[],"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":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320316892","display_name":"UT-Battelle","ror":"https://ror.org/04nza6677"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385574907.pdf","grobid_xml":"https://content.openalex.org/works/W4385574907.grobid-xml"},"referenced_works_count":5,"referenced_works":["https://openalex.org/W1967485833","https://openalex.org/W2940602161","https://openalex.org/W3139362221","https://openalex.org/W4286905150","https://openalex.org/W6761838180"],"related_works":["https://openalex.org/W2058965144","https://openalex.org/W2164382479","https://openalex.org/W2146343568","https://openalex.org/W98480971","https://openalex.org/W2150291671","https://openalex.org/W2013643406","https://openalex.org/W2027972911","https://openalex.org/W4313244371","https://openalex.org/W2150817817","https://openalex.org/W2041975249"],"abstract_inverted_index":{"As":[0],"part":[1],"of":[2,12,57],"a":[3,61],"larger":[4],"effort,":[5],"this":[6],"work-in-progress":[7],"reports":[8],"the":[9,43],"possible":[10],"advantages":[11],"modifying":[13],"conventional":[14],"workflows":[15,36],"used":[16],"to":[17],"generate":[18],"labelled":[19],"training":[20],"samples":[21],"and":[22,46],"train":[23],"machine":[24],"learning":[25],"(ML)":[26],"models":[27],"on":[28],"them.":[29],"We":[30],"compare":[31],"results":[32],"from":[33],"three":[34],"different":[35],"using":[37],"neutron":[38],"scattering":[39],"data":[40],"analysis":[41],"as":[42],"motivating":[44],"application":[45],"report":[47],"about":[48],"20%":[49],"improvement":[50],"in":[51],"speedup,":[52],"with":[53],"no":[54],"appreciable":[55],"loss":[56],"model":[58],"accuracy,":[59],"over":[60],"baseline":[62],"workflow.":[63]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-10-05T09:50:58.205359","created_date":"2025-10-10T00:00:00"}
