{"id":"https://openalex.org/W7225110741","doi":"https://doi.org/10.1080/21663831.2026.2739243","title":"Pushing the frontiers of materials design via high-throughput precipitate informatics","display_name":"Pushing the frontiers of materials design via high-throughput precipitate informatics","publication_year":2026,"publication_date":"2026-11-02","ids":{"openalex":"https://openalex.org/W7225110741","doi":"https://doi.org/10.1080/21663831.2026.2739243"},"language":"en","primary_location":{"id":"doi:10.1080/21663831.2026.2739243","doi":"https://doi.org/10.1080/21663831.2026.2739243","is_oa":true,"landing_page_url":"https://doi.org/10.1080/21663831.2026.2739243","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/21663831.2026.2739243?needAccess=true","source":{"id":"https://openalex.org/S2764759833","display_name":"Materials Research Letters","issn_l":"2166-3831","issn":["2166-3831"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","jufo-1","norway-1","oarl","poland-140","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Materials Research Letters","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/21663831.2026.2739243?needAccess=true","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102945992","display_name":"Wei Gou","orcid":"https://orcid.org/0000-0002-7488-4457","observed_orcids":["https://orcid.org/0000-0002-7488-4457"]},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Gou","raw_affiliation_strings":["School of Materials Science and Engineering, University of Science and Technology Beijing"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering, University of Science and Technology Beijing","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5159542478","display_name":"Xin-Fu Gu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xin-Fu Gu","raw_affiliation_strings":["School of Materials Science and Engineering, University of Science and Technology Beijing"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering, University of Science and Technology Beijing","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003765189","display_name":"Ming-Le You","orcid":"https://orcid.org/0000-0002-4504-3878","observed_orcids":["https://orcid.org/0000-0002-4504-3878"]},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming-Le You","raw_affiliation_strings":["School of Materials Science and Engineering, University of Science and Technology Beijing"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering, University of Science and Technology Beijing","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000800814","display_name":"Zi-Lin Li","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zi-Lin Li","raw_affiliation_strings":["School of Materials Science and Engineering, University of Science and Technology Beijing"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering, University of Science and Technology Beijing","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100348563","display_name":"Hao Li","orcid":"https://orcid.org/0000-0002-2108-1490","observed_orcids":["https://orcid.org/0000-0002-2108-1490"]},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Li","raw_affiliation_strings":["School of Materials Science and Engineering, University of Science and Technology Beijing"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering, University of Science and Technology Beijing","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160387778","display_name":"Xiang-Hui Wu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang-Hui Wu","raw_affiliation_strings":["School of Materials Science and Engineering, University of Science and Technology Beijing"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering, University of Science and Technology Beijing","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004503876","display_name":"Fu\u2010Zhi Dai","orcid":"https://orcid.org/0000-0003-3115-4363","observed_orcids":["https://orcid.org/0000-0003-3115-4363"]},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fu-Zhi Dai","raw_affiliation_strings":["School of Materials Science and Engineering, University of Science and Technology Beijing"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Materials Science and Engineering, University of Science and Technology Beijing","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5160335846","display_name":"Lu-Ning Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4403386660","display_name":"Liaoning Academy of Materials","ror":"https://ror.org/0394yh759","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4403386660"]},{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lu-Ning Wang","raw_affiliation_strings":["Liaoning Academy of Materials","School of Materials Science and Engineering, University of Science and Technology Beijing"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Liaoning Academy of Materials","institution_ids":["https://openalex.org/I4403386660"]},{"raw_affiliation_string":"School of Materials Science and Engineering, University of Science and Technology Beijing","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088783287","display_name":"Zhang\u2010Zhi Shi","orcid":"https://orcid.org/0000-0001-7483-8912","observed_orcids":["https://orcid.org/0000-0001-7483-8912"]},"institutions":[{"id":"https://openalex.org/I4403386660","display_name":"Liaoning Academy of Materials","ror":"https://ror.org/0394yh759","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4403386660"]},{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhang-Zhi Shi","raw_affiliation_strings":["Liaoning Academy of Materials","School of Materials Science and Engineering, University of Science and Technology Beijing"],"raw_orcid":"https://orcid.org/0000-0001-7483-8912","affiliations":[{"raw_affiliation_string":"Liaoning Academy of Materials","institution_ids":["https://openalex.org/I4403386660"]},{"raw_affiliation_string":"School of Materials Science and Engineering, University of Science and Technology Beijing","institution_ids":["https://openalex.org/I92403157"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5088783287","https://openalex.org/A5159542478","https://openalex.org/A5160335846"],"corresponding_institution_ids":["https://openalex.org/I4403386660","https://openalex.org/I92403157"],"apc_list":{"value":1190,"currency":"GBP","value_usd":1459},"apc_paid":{"value":1190,"currency":"GBP","value_usd":1459},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.67652373,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":1.0,"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/T11100","display_name":"Intermetallics and Advanced Alloy Properties","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"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/T12938","display_name":"Material Selection and Properties","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2500","display_name":"General Materials Science"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/precipitate","display_name":"precipitates","score":0.7730000019073486},{"id":"https://openalex.org/keywords/materials-design","display_name":"materials design","score":0.7689999938011169},{"id":"https://openalex.org/keywords/precipitate-characterization","display_name":"precipitate characterization","score":0.4490000009536743},{"id":"https://openalex.org/keywords/alloy-microstructure","display_name":"alloy microstructure","score":0.40799999237060547}],"concepts":[{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.7075999975204468},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.4629000127315521},{"id":"https://openalex.org/C62085286","wikidata":"https://www.wikidata.org/wiki/Q6786605","display_name":"Materials informatics","level":5,"score":0.4487000107765198},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.3853999972343445},{"id":"https://openalex.org/C61696701","wikidata":"https://www.wikidata.org/wiki/Q770766","display_name":"Engineering physics","level":1,"score":0.36739999055862427},{"id":"https://openalex.org/C107054158","wikidata":"https://www.wikidata.org/wiki/Q25257","display_name":"Precipitation","level":2,"score":0.2888000011444092},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.28859999775886536},{"id":"https://openalex.org/C191630685","wikidata":"https://www.wikidata.org/wiki/Q4027615","display_name":"Informatics","level":2,"score":0.2858999967575073},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.25519999861717224},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.23280000686645508}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/21663831.2026.2739243","doi":"https://doi.org/10.1080/21663831.2026.2739243","is_oa":true,"landing_page_url":"https://doi.org/10.1080/21663831.2026.2739243","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/21663831.2026.2739243?needAccess=true","source":{"id":"https://openalex.org/S2764759833","display_name":"Materials Research Letters","issn_l":"2166-3831","issn":["2166-3831"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","jufo-1","norway-1","oarl","poland-140","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Materials Research Letters","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f8dbaf74fe434b96bb8948655c5ee2ca","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/f8dbaf74fe434b96bb8948655c5ee2ca","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,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Materials Research Letters, Pp 1-9 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1080/21663831.2026.2739243","doi":"https://doi.org/10.1080/21663831.2026.2739243","is_oa":true,"landing_page_url":"https://doi.org/10.1080/21663831.2026.2739243","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/21663831.2026.2739243?needAccess=true","source":{"id":"https://openalex.org/S2764759833","display_name":"Materials Research Letters","issn_l":"2166-3831","issn":["2166-3831"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","jufo-1","norway-1","oarl","poland-140","russia-white-list-1"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Materials Research Letters","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G8136105750","display_name":null,"funder_award_id":"00007864","funder_id":"https://openalex.org/F4320325365","funder_display_name":"University of Science and Technology Beijing"}],"funders":[{"id":"https://openalex.org/F4320325365","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993"},{"id":"https://openalex.org/F4320325902","display_name":"Beijing Municipal Science and Technology Commission","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7225110741.pdf","grobid_xml":"https://content.openalex.org/works/W7225110741.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W961950825","https://openalex.org/W1967436211","https://openalex.org/W1974361082","https://openalex.org/W1980884338","https://openalex.org/W2133782191","https://openalex.org/W2197810634","https://openalex.org/W2212861067","https://openalex.org/W2381854284","https://openalex.org/W2391833204","https://openalex.org/W2592489731","https://openalex.org/W2742835787","https://openalex.org/W2753078212","https://openalex.org/W2894123893","https://openalex.org/W2969875564","https://openalex.org/W2988953877","https://openalex.org/W2999736997","https://openalex.org/W3027988697","https://openalex.org/W3043996585","https://openalex.org/W3093414175","https://openalex.org/W3096021463","https://openalex.org/W3118086237","https://openalex.org/W3133490137","https://openalex.org/W3135904375","https://openalex.org/W3175424420","https://openalex.org/W3176395853","https://openalex.org/W4225000412","https://openalex.org/W4225154807","https://openalex.org/W4281775617","https://openalex.org/W4302425308","https://openalex.org/W4321498444","https://openalex.org/W4372342834","https://openalex.org/W4381051006","https://openalex.org/W4381059804","https://openalex.org/W4385604763","https://openalex.org/W4393321251","https://openalex.org/W4395958811","https://openalex.org/W4400026562","https://openalex.org/W4400138432","https://openalex.org/W4402565818","https://openalex.org/W4404169341","https://openalex.org/W4410845447","https://openalex.org/W4412749833","https://openalex.org/W4414299703","https://openalex.org/W4415696292"],"related_works":["https://openalex.org/W3192199741","https://openalex.org/W4283029879","https://openalex.org/W7111669185","https://openalex.org/W2583233678","https://openalex.org/W3148975886","https://openalex.org/W2906962270","https://openalex.org/W1775007671","https://openalex.org/W2729399416","https://openalex.org/W2963543099","https://openalex.org/W3152649786"],"abstract_inverted_index":{"Materials":[0],"design":[1],"often":[2],"faces":[3],"an":[4,77],"exploration":[5],"blind":[6],"spot":[7],"where":[8],"trial-and-error":[9],"methods":[10],"are":[11],"inefficient":[12],"and":[13,36,49],"data-driven":[14,32],"approaches":[15],"struggle":[16],"to":[17],"discover":[18],"new":[19],"precipitate":[20,60,81],"phases.":[21],"Here,":[22],"we":[23],"propose":[24],"High-Throughput":[25],"Precipitate":[26],"Informatics":[27],"(HTPI),":[28],"integrating":[29],"physics-driven":[30],"discovery,":[31],"optimization,":[33],"thermodynamic":[34],"validation,":[35],"experimental":[37],"verification.":[38],"HTPI":[39,75],"screens":[40],"over":[41],"2":[42,47],"million":[43],"crystallographic":[44],"combinations":[45],"within":[46],"min":[48],"identifies":[50],"a":[51,57],"previously":[52],"unreported":[53],"AlLiSi":[54],"phase":[55],"as":[56,76],"promising":[58],"nanoscale":[59],"in":[61],"the":[62],"age-hardening-blind":[63],"Al-Si":[64],"system.":[65],"Machine-learning-guided":[66],"Al-0.25Si-0.2Li":[67],"(-0.2Mg)":[68],"alloys":[69],"exhibit":[70],"pronounced":[71],"age":[72],"hardening,":[73],"demonstrating":[74],"extendable":[78],"route":[79],"for":[80],"discovery":[82],"across":[83],"diverse":[84],"alloy":[85],"systems.":[86]},"counts_by_year":[],"updated_date":"2026-11-06T12:05:46.655746","created_date":"2026-11-03T00:00:00"}