{"id":"https://openalex.org/W4412075942","doi":"https://doi.org/10.1002/aisy.202500427","title":"Infrared\u2010Driven Polymer Intelligence","display_name":"Infrared\u2010Driven Polymer Intelligence","publication_year":2025,"publication_date":"2025-07-07","ids":{"openalex":"https://openalex.org/W4412075942","doi":"https://doi.org/10.1002/aisy.202500427"},"language":"en","primary_location":{"id":"doi:10.1002/aisy.202500427","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202500427","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202500427","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202500427","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5055334780","display_name":"Gorkem Anil Al","orcid":"https://orcid.org/0000-0003-4098-6065"},"institutions":[{"id":"https://openalex.org/I51601045","display_name":"University of Bath","ror":"https://ror.org/002h8g185","country_code":"GB","type":"education","lineage":["https://openalex.org/I51601045"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Gorkem Anil Al","raw_affiliation_strings":["Centre for Digital Manufacturing and Design (The Foundry) University of Bath  Bath BA2 7AY UK","Department of Chemical Engineering University of Bath  Bath BA2 7AY UK","Centre for Digital Manufacturing and Design (The Foundry), University of Bath, Bath, BA2 7AY UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Digital Manufacturing and Design (The Foundry) University of Bath  Bath BA2 7AY UK","institution_ids":["https://openalex.org/I51601045"]},{"raw_affiliation_string":"Department of Chemical Engineering University of Bath  Bath BA2 7AY UK","institution_ids":["https://openalex.org/I51601045"]},{"raw_affiliation_string":"Centre for Digital Manufacturing and Design (The Foundry), University of Bath, Bath, BA2 7AY UK","institution_ids":["https://openalex.org/I51601045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102439653","display_name":"Mehryar Jafari","orcid":null},"institutions":[{"id":"https://openalex.org/I51601045","display_name":"University of Bath","ror":"https://ror.org/002h8g185","country_code":"GB","type":"education","lineage":["https://openalex.org/I51601045"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Mehryar Jafari","raw_affiliation_strings":["Centre for Digital Manufacturing and Design (The Foundry) University of Bath  Bath BA2 7AY UK","Department of Chemical Engineering University of Bath  Bath BA2 7AY UK","Centre for Digital Manufacturing and Design (The Foundry), University of Bath, Bath, BA2 7AY UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Digital Manufacturing and Design (The Foundry) University of Bath  Bath BA2 7AY UK","institution_ids":["https://openalex.org/I51601045"]},{"raw_affiliation_string":"Department of Chemical Engineering University of Bath  Bath BA2 7AY UK","institution_ids":["https://openalex.org/I51601045"]},{"raw_affiliation_string":"Centre for Digital Manufacturing and Design (The Foundry), University of Bath, Bath, BA2 7AY UK","institution_ids":["https://openalex.org/I51601045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083737600","display_name":"Uriel Mart\u00ednez-Hern\u00e1ndez","orcid":"https://orcid.org/0000-0002-9922-7912"},"institutions":[{"id":"https://openalex.org/I51601045","display_name":"University of Bath","ror":"https://ror.org/002h8g185","country_code":"GB","type":"education","lineage":["https://openalex.org/I51601045"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Uriel Martinez\u2010Hernandez","raw_affiliation_strings":["Centre for Digital Manufacturing and Design (The Foundry) University of Bath  Bath BA2 7AY UK","Department of Electronic and Electrical Engineering University of Bath  Bath BA2 7AY UK","Centre for Digital Manufacturing and Design (The Foundry), University of Bath, Bath, BA2 7AY UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Digital Manufacturing and Design (The Foundry) University of Bath  Bath BA2 7AY UK","institution_ids":["https://openalex.org/I51601045"]},{"raw_affiliation_string":"Department of Electronic and Electrical Engineering University of Bath  Bath BA2 7AY UK","institution_ids":["https://openalex.org/I51601045"]},{"raw_affiliation_string":"Centre for Digital Manufacturing and Design (The Foundry), University of Bath, Bath, BA2 7AY UK","institution_ids":["https://openalex.org/I51601045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022446468","display_name":"Hannah S. Leese","orcid":"https://orcid.org/0000-0003-4523-3804"},"institutions":[{"id":"https://openalex.org/I51601045","display_name":"University of Bath","ror":"https://ror.org/002h8g185","country_code":"GB","type":"education","lineage":["https://openalex.org/I51601045"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hannah S. Leese","raw_affiliation_strings":["Centre for Bioengineering and Biomedical Technologies (CBio) University of Bath  Bath BA2 7AY UK","Centre for Digital Manufacturing and Design (The Foundry) University of Bath  Bath BA2 7AY UK","Department of Chemical Engineering University of Bath  Bath BA2 7AY UK","Centre for Bioengineering and Biomedical Technologies (CBio), University of Bath, Bath, BA2 7AY UK"],"raw_orcid":"https://orcid.org/0000-0003-4523-3804","affiliations":[{"raw_affiliation_string":"Centre for Bioengineering and Biomedical Technologies (CBio) University of Bath  Bath BA2 7AY UK","institution_ids":["https://openalex.org/I51601045"]},{"raw_affiliation_string":"Centre for Digital Manufacturing and Design (The Foundry) University of Bath  Bath BA2 7AY UK","institution_ids":["https://openalex.org/I51601045"]},{"raw_affiliation_string":"Department of Chemical Engineering University of Bath  Bath BA2 7AY UK","institution_ids":["https://openalex.org/I51601045"]},{"raw_affiliation_string":"Centre for Bioengineering and Biomedical Technologies (CBio), University of Bath, Bath, BA2 7AY UK","institution_ids":["https://openalex.org/I51601045"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056219462","display_name":"Bernardo Castro\u2010Dominguez","orcid":"https://orcid.org/0000-0001-5913-305X"},"institutions":[{"id":"https://openalex.org/I51601045","display_name":"University of Bath","ror":"https://ror.org/002h8g185","country_code":"GB","type":"education","lineage":["https://openalex.org/I51601045"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Bernardo Castro\u2010Dominguez","raw_affiliation_strings":["Centre for Digital Manufacturing and Design (The Foundry) University of Bath  Bath BA2 7AY UK","Department of Chemical Engineering University of Bath  Bath BA2 7AY UK","Centre for Digital Manufacturing and Design (The Foundry), University of Bath, Bath, BA2 7AY UK"],"raw_orcid":"https://orcid.org/0000-0001-5913-305X","affiliations":[{"raw_affiliation_string":"Centre for Digital Manufacturing and Design (The Foundry) University of Bath  Bath BA2 7AY UK","institution_ids":["https://openalex.org/I51601045"]},{"raw_affiliation_string":"Department of Chemical Engineering University of Bath  Bath BA2 7AY UK","institution_ids":["https://openalex.org/I51601045"]},{"raw_affiliation_string":"Centre for Digital Manufacturing and Design (The Foundry), University of Bath, Bath, BA2 7AY UK","institution_ids":["https://openalex.org/I51601045"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5056219462"],"corresponding_institution_ids":["https://openalex.org/I51601045"],"apc_list":{"value":3190,"currency":"USD","value_usd":3190},"apc_paid":{"value":3190,"currency":"USD","value_usd":3190},"fwci":0.799,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.7654878,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"7","issue":"12","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.988099992275238,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11324","display_name":"Spectroscopy Techniques in Biomedical and Chemical Research","score":0.988099992275238,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.9822999835014343,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9696000218391418,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/infrared","display_name":"Infrared","score":0.6922540664672852},{"id":"https://openalex.org/keywords/polymer","display_name":"Polymer","score":0.46388038992881775},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.39724838733673096},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3740653991699219},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.24691370129585266},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.17572930455207825},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.08994579315185547}],"concepts":[{"id":"https://openalex.org/C158355884","wikidata":"https://www.wikidata.org/wiki/Q11388","display_name":"Infrared","level":2,"score":0.6922540664672852},{"id":"https://openalex.org/C521977710","wikidata":"https://www.wikidata.org/wiki/Q81163","display_name":"Polymer","level":2,"score":0.46388038992881775},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.39724838733673096},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3740653991699219},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.24691370129585266},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.17572930455207825},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.08994579315185547}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1002/aisy.202500427","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202500427","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202500427","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:1e5cf7c8dc184b879305f41d9ed465e3","is_oa":true,"landing_page_url":"https://doaj.org/article/1e5cf7c8dc184b879305f41d9ed465e3","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Advanced Intelligent Systems, Vol 7, Iss 12, Pp n/a-n/a (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1002/aisy.202500427","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.202500427","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/aisy.202500427","source":{"id":"https://openalex.org/S4210212817","display_name":"Advanced Intelligent Systems","issn_l":"2640-4567","issn":["2640-4567"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advanced Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8355583987","display_name":"Manufacturing in Hospital: BioMed 4.0","funder_award_id":"EP/V051083/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412075942.pdf","grobid_xml":"https://content.openalex.org/works/W4412075942.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W1573576839","https://openalex.org/W1969354909","https://openalex.org/W2045324615","https://openalex.org/W2065857965","https://openalex.org/W2072176087","https://openalex.org/W2117845202","https://openalex.org/W2125869179","https://openalex.org/W2153838640","https://openalex.org/W2583115935","https://openalex.org/W2883528235","https://openalex.org/W2884480370","https://openalex.org/W2885427655","https://openalex.org/W2904181725","https://openalex.org/W2915863215","https://openalex.org/W2954839056","https://openalex.org/W2955883166","https://openalex.org/W2965550856","https://openalex.org/W2969794893","https://openalex.org/W2999847078","https://openalex.org/W3010244463","https://openalex.org/W3036577185","https://openalex.org/W3043694802","https://openalex.org/W3094981682","https://openalex.org/W3165831121","https://openalex.org/W3176667207","https://openalex.org/W3207749172","https://openalex.org/W4225421473","https://openalex.org/W4378364215","https://openalex.org/W4389132509","https://openalex.org/W4400830288","https://openalex.org/W4403073103"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4404995717","https://openalex.org/W2016187641","https://openalex.org/W4404725684","https://openalex.org/W4246450666","https://openalex.org/W4388998267","https://openalex.org/W4409278740","https://openalex.org/W2898370298"],"abstract_inverted_index":{"Infrared":[0],"(IR)":[1],"spectroscopy":[2],"offers":[3],"direct":[4],"insight":[5],"into":[6],"the":[7,74,80,84,91,95,136],"vibrational":[8],"modes":[9],"of":[10,76,102,138],"polymers,":[11],"yet":[12],"its":[13],"full":[14],"potential":[15],"for":[16],"predicting":[17],"critical":[18],"thermal":[19],"properties":[20,75],"remains":[21],"underexplored.":[22],"Herein,":[23],"IR":[24],"spectra":[25],"is":[26,112],"integrated":[27],"with":[28,48,90],"machine":[29],"learning":[30],"(ML)":[31],"models,":[32],"including":[33],"support":[34],"vector":[35],"regression":[36],"(SVR)":[37],"and":[38,69,104,125,154],"convolutional":[39],"neural":[40],"networks,":[41],"to":[42,56,119,128],"predict":[43],"glass":[44],"transition":[45],"temperatures":[46,127],"()":[47],"high":[49],"accuracy":[50],"across":[51],"diverse":[52],"polymer":[53,143],"formulations.":[54],"Compared":[55],"fingerprint\u2010based":[57],"descriptors,":[58],"IR\u2010driven":[59],"approaches":[60],"capture":[61],"subtle":[62],"molecular":[63],"variations":[64],"such":[65],"as":[66],"impurities,":[67],"additives,":[68],"colorants,":[70],"that":[71],"significantly":[72],"influence":[73],"polymers.":[77],"By":[78],"leveraging":[79],"rich":[81],"spectral":[82],"data,":[83],"models":[85,118],"achieve":[86],"improved":[87],"predictive":[88],"performance,":[89],"SVR":[92],"model":[93],"achieving":[94],"highest":[96],"prediction":[97],"accuracy,":[98],"evidenced":[99],"by":[100,115],"value":[101],"0.94":[103],"tighter":[105],"residual":[106],"distributions.":[107],"The":[108],"real\u2010time":[109],"process":[110],"control":[111],"further":[113],"demonstrated":[114],"applying":[116],"these":[117],"3D":[120],"printing,":[121],"dynamically":[122],"adjusting":[123],"bed":[124],"nozzle":[126],"accommodate":[129],"feedstock":[130],"variability.":[131],"This":[132],"end\u2010to\u2010end":[133],"system":[134],"highlights":[135],"promise":[137],"IR\u2010enabled":[139],"ML":[140],"in":[141],"advancing":[142],"characterization,":[144],"offering":[145],"a":[146],"robust":[147],"path":[148],"toward":[149],"more":[150,152,155],"intelligent,":[151],"adaptive,":[153],"efficient":[156],"manufacturing":[157],"workflows.":[158]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}