{"id":"https://openalex.org/W2033749227","doi":"https://doi.org/10.1016/j.combustflame.2015.03.008","title":"Advanced regression methods for combustion modelling using principal components","display_name":"Advanced regression methods for combustion modelling using principal components","publication_year":2015,"publication_date":"2015-04-11","ids":{"openalex":"https://openalex.org/W2033749227","doi":"https://doi.org/10.1016/j.combustflame.2015.03.008","mag":"2033749227"},"language":"en","primary_location":{"id":"doi:10.1016/j.combustflame.2015.03.008","doi":"https://doi.org/10.1016/j.combustflame.2015.03.008","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.combustflame.2015.03.008","pdf_url":"https://www.sciencedirect.com/science/article/am/pii/S0010218015000838?via%3Dihub","source":{"id":"https://openalex.org/S32869529","display_name":"Combustion and Flame","issn_l":"0010-2180","issn":["0010-2180","1556-2921"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-3","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Combustion and Flame","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://www.sciencedirect.com/science/article/am/pii/S0010218015000838?via%3Dihub","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007976839","display_name":"Benjamin J. Isaac","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I132053463","display_name":"Universit\u00e9 Libre de Bruxelles","ror":"https://ror.org/01r9htc13","country_code":"BE","type":"education","lineage":["https://openalex.org/I132053463"]},{"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":["BE","US"],"is_corresponding":true,"raw_author_name":"Benjamin J. Isaac","raw_affiliation_strings":["Department of Chemical Engineering, University of Utah, Salt Lake City, UT 84112, USA","Service d\u2019A\u00e9ro-Thermo-M\u00e9canique, Universit\u00e9 Libre de Bruxelles, Bruxelles, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemical Engineering, University of Utah, Salt Lake City, UT 84112, USA","institution_ids":["https://openalex.org/I223532165"]},{"raw_affiliation_string":"Service d\u2019A\u00e9ro-Thermo-M\u00e9canique, Universit\u00e9 Libre de Bruxelles, Bruxelles, Belgium","institution_ids":["https://openalex.org/I132053463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021970009","display_name":"Jeremy N. Thornock","orcid":"https://orcid.org/0000-0002-6587-9437","observed_orcids":["https://orcid.org/0000-0002-6587-9437"]},"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":"Jeremy N. Thornock","raw_affiliation_strings":["Department of Chemical Engineering, University of Utah, Salt Lake City, UT 84112, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemical Engineering, University of Utah, Salt Lake City, UT 84112, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053134083","display_name":"James C. Sutherland","orcid":"https://orcid.org/0000-0002-2955-3472","observed_orcids":["https://orcid.org/0000-0002-2955-3472"]},"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":"James Sutherland","raw_affiliation_strings":["Department of Chemical Engineering, University of Utah, Salt Lake City, UT 84112, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemical Engineering, University of Utah, Salt Lake City, UT 84112, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084536188","display_name":"Philip J. Smith","orcid":"https://orcid.org/0000-0003-0886-8587","observed_orcids":["https://orcid.org/0000-0003-0886-8587"]},"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":"Philip J. Smith","raw_affiliation_strings":["Department of Chemical Engineering, University of Utah, Salt Lake City, UT 84112, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemical Engineering, University of Utah, Salt Lake City, UT 84112, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031008443","display_name":"Alessandro Parente","orcid":"https://orcid.org/0000-0002-7260-7026","observed_orcids":["https://orcid.org/0000-0002-7260-7026"]},"institutions":[{"id":"https://openalex.org/I132053463","display_name":"Universit\u00e9 Libre de Bruxelles","ror":"https://ror.org/01r9htc13","country_code":"BE","type":"education","lineage":["https://openalex.org/I132053463"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Alessandro Parente","raw_affiliation_strings":["Service d\u2019A\u00e9ro-Thermo-M\u00e9canique, Universit\u00e9 Libre de Bruxelles, Bruxelles, Belgium","Service d \u00c1ero-Thermo-M\u00e9canique, Universit\u00e9 Libre de Bruxelles, Bruxelles, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Service d\u2019A\u00e9ro-Thermo-M\u00e9canique, Universit\u00e9 Libre de Bruxelles, Bruxelles, Belgium","institution_ids":["https://openalex.org/I132053463"]},{"raw_affiliation_string":"Service d \u00c1ero-Thermo-M\u00e9canique, Universit\u00e9 Libre de Bruxelles, Bruxelles, Belgium","institution_ids":["https://openalex.org/I132053463"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5007976839"],"corresponding_institution_ids":["https://openalex.org/I132053463","https://openalex.org/I223532165"],"apc_list":{"value":4320,"currency":"USD","value_usd":4320},"apc_paid":null,"fwci":1.3701,"has_fulltext":true,"cited_by_count":59,"citation_normalized_percentile":{"value":0.80131783,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":99},"biblio":{"volume":"162","issue":"6","first_page":"2592","last_page":"2601"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.8295999765396118,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.8295999765396118,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10553","display_name":"Combustion and flame dynamics","score":0.08649999648332596,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T10117","display_name":"Advanced Combustion Engine Technologies","score":0.07559999823570251,"subfield":{"id":"https://openalex.org/subfields/1507","display_name":"Fluid Flow and Transfer Processes"},"field":{"id":"https://openalex.org/fields/15","display_name":"Chemical Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/combustion-modeling","display_name":"combustion modeling","score":0.8579999804496765},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"principal component analysis","score":0.9599999785423279},{"id":"https://openalex.org/keywords/nonlinear-regression","display_name":"nonlinear regression","score":0.7110000252723694},{"id":"https://openalex.org/keywords/reduced-chemical-mechanism","display_name":"reduced chemical mechanism","score":0.6899999976158142},{"id":"https://openalex.org/keywords/perfectly-stirred-reactor","display_name":"perfectly stirred reactor","score":0.8399999737739563},{"id":"https://openalex.org/keywords/low-dimensional-manifolds","display_name":"low-dimensional manifolds","score":0.7319999933242798},{"id":"https://openalex.org/keywords/source-term","display_name":"source term","score":0.44200000166893005}],"concepts":[{"id":"https://openalex.org/C105923489","wikidata":"https://www.wikidata.org/wiki/Q133235","display_name":"Combustion","level":2,"score":0.7268664240837097},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.6792454123497009},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.6264364719390869},{"id":"https://openalex.org/C93779851","wikidata":"https://www.wikidata.org/wiki/Q271977","display_name":"Partial differential equation","level":2,"score":0.5319371819496155},{"id":"https://openalex.org/C99844830","wikidata":"https://www.wikidata.org/wiki/Q102441924","display_name":"Scaling","level":2,"score":0.5295299887657166},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.4957447946071625},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.46677035093307495},{"id":"https://openalex.org/C46889948","wikidata":"https://www.wikidata.org/wiki/Q2755024","display_name":"Nonlinear regression","level":3,"score":0.4615258276462555},{"id":"https://openalex.org/C124223222","wikidata":"https://www.wikidata.org/wiki/Q2281940","display_name":"Chemical process","level":2,"score":0.4364508092403412},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.4144146144390106},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.411251038312912},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.4092194437980652},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.38739311695098877},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.31775450706481934},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.31290900707244873},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.23638176918029785},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.2237740457057953},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.14454412460327148},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.13814732432365417},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.12770870327949524},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1246548593044281},{"id":"https://openalex.org/C147789679","wikidata":"https://www.wikidata.org/wiki/Q11372","display_name":"Physical chemistry","level":1,"score":0.11752811074256897},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.10269573330879211},{"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/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1016/j.combustflame.2015.03.008","doi":"https://doi.org/10.1016/j.combustflame.2015.03.008","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.combustflame.2015.03.008","pdf_url":"https://www.sciencedirect.com/science/article/am/pii/S0010218015000838?via%3Dihub","source":{"id":"https://openalex.org/S32869529","display_name":"Combustion and Flame","issn_l":"0010-2180","issn":["0010-2180","1556-2921"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-3","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Combustion and Flame","raw_type":"journal-article"},{"id":"pmh:oai:dipot.ulb.ac.be:2013/194705","doi":null,"is_oa":false,"landing_page_url":"https://dipot.ulb.ac.be/dspace/bitstream/2013/194705/3/PC_REGESSION_PAPER_v6.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306401063","display_name":"D\u00e9p\u00f4t institutionnel de l'Universit\u00e9 libre de Bruxelles (Universit\u00e9 Libre de Bruxelles)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I132053463","host_organization_name":"Universit\u00e9 Libre de Bruxelles","host_organization_lineage":["https://openalex.org/I132053463"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Combustion and flame, 162","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:osti.gov:1246752","doi":null,"is_oa":false,"landing_page_url":"https://www.osti.gov/biblio/1246752","pdf_url":null,"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":"doi:10.1016/j.combustflame.2015.03.008","doi":"https://doi.org/10.1016/j.combustflame.2015.03.008","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.combustflame.2015.03.008","pdf_url":"https://www.sciencedirect.com/science/article/am/pii/S0010218015000838?via%3Dihub","source":{"id":"https://openalex.org/S32869529","display_name":"Combustion and Flame","issn_l":"0010-2180","issn":["0010-2180","1556-2921"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-3","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Combustion and Flame","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G2573018605","display_name":null,"funder_award_id":"DE NA 00 00 740","funder_id":"https://openalex.org/F4320332369","funder_display_name":"National Nuclear Security Administration"},{"id":"https://openalex.org/G5755585540","display_name":"TAS::89 0240::TAS  CO2 - PREDICITIVITY OF CARBON MANAGEMENT","funder_award_id":"DENA0000740","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"}],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320332369","display_name":"National Nuclear Security Administration","ror":"https://ror.org/03sk1we31"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2033749227.pdf","grobid_xml":"https://content.openalex.org/works/W2033749227.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W92232948","https://openalex.org/W1559781303","https://openalex.org/W1592407967","https://openalex.org/W1746819321","https://openalex.org/W1964357740","https://openalex.org/W1967242950","https://openalex.org/W1976336142","https://openalex.org/W1988969170","https://openalex.org/W1992592067","https://openalex.org/W1995124069","https://openalex.org/W1995618157","https://openalex.org/W1997757439","https://openalex.org/W2006290656","https://openalex.org/W2006602203","https://openalex.org/W2007718395","https://openalex.org/W2007864935","https://openalex.org/W2012788460","https://openalex.org/W2022471335","https://openalex.org/W2033128797","https://openalex.org/W2043022854","https://openalex.org/W2044889656","https://openalex.org/W2044930913","https://openalex.org/W2047710483","https://openalex.org/W2060182705","https://openalex.org/W2060516855","https://openalex.org/W2075680387","https://openalex.org/W2078218794","https://openalex.org/W2079114865","https://openalex.org/W2104887654","https://openalex.org/W2108889504","https://openalex.org/W2116088054","https://openalex.org/W2147660374","https://openalex.org/W2148694408","https://openalex.org/W2152779402","https://openalex.org/W3145755065","https://openalex.org/W4211049957"],"related_works":["https://openalex.org/W2757549526","https://openalex.org/W2060516855","https://openalex.org/W1175512734","https://openalex.org/W2078218794","https://openalex.org/W7061523946","https://openalex.org/W1944133576","https://openalex.org/W3082455610","https://openalex.org/W7213303906","https://openalex.org/W4281946597","https://openalex.org/W1997757439"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2016-06-24T00:00:00"}