{"id":"https://openalex.org/W4391074331","doi":"https://doi.org/10.1016/j.commatsci.2024.112793","title":"AI methods in materials design, discovery and manufacturing: A review","display_name":"AI methods in materials design, discovery and manufacturing: A review","publication_year":2024,"publication_date":"2024-01-21","ids":{"openalex":"https://openalex.org/W4391074331","doi":"https://doi.org/10.1016/j.commatsci.2024.112793"},"language":"en","primary_location":{"id":"doi:10.1016/j.commatsci.2024.112793","doi":"https://doi.org/10.1016/j.commatsci.2024.112793","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.commatsci.2024.112793","pdf_url":null,"source":{"id":"https://openalex.org/S26018076","display_name":"Computational Materials Science","issn_l":"0927-0256","issn":["0927-0256","1879-0801"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-2","norway-2","poland-100","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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Materials Science","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007384302","display_name":"Ioannis Papadimitriou","orcid":"https://orcid.org/0000-0002-1570-0419","observed_orcids":["https://orcid.org/0000-0002-1570-0419"]},"institutions":[{"id":"https://openalex.org/I4210093649","display_name":"Information Technologies Institute","ror":"https://ror.org/0069akp70","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210093649"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Ioannis Papadimitriou","raw_affiliation_strings":["Information Technology Institute, Centre for Technology Hellas, 6th km Charilaou Thermis, Thessaloniki, 57001, Greece"],"raw_orcid":"https://orcid.org/0000-0002-1570-0419","affiliations":[{"raw_affiliation_string":"Information Technology Institute, Centre for Technology Hellas, 6th km Charilaou Thermis, Thessaloniki, 57001, Greece","institution_ids":["https://openalex.org/I4210093649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008331264","display_name":"Ilias Gialampoukidis","orcid":"https://orcid.org/0000-0002-5234-9795","observed_orcids":["https://orcid.org/0000-0002-5234-9795"]},"institutions":[{"id":"https://openalex.org/I4210093649","display_name":"Information Technologies Institute","ror":"https://ror.org/0069akp70","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210093649"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Ilias Gialampoukidis","raw_affiliation_strings":["Information Technology Institute, Centre for Technology Hellas, 6th km Charilaou Thermis, Thessaloniki, 57001, Greece"],"raw_orcid":"https://orcid.org/0000-0002-5234-9795","affiliations":[{"raw_affiliation_string":"Information Technology Institute, Centre for Technology Hellas, 6th km Charilaou Thermis, Thessaloniki, 57001, Greece","institution_ids":["https://openalex.org/I4210093649"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065313479","display_name":"Stefanos Vrochidis","orcid":"https://orcid.org/0000-0002-2505-9178","observed_orcids":["https://orcid.org/0000-0002-2505-9178"]},"institutions":[{"id":"https://openalex.org/I4210093649","display_name":"Information Technologies Institute","ror":"https://ror.org/0069akp70","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210093649"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Stefanos Vrochidis","raw_affiliation_strings":["Information Technology Institute, Centre for Technology Hellas, 6th km Charilaou Thermis, Thessaloniki, 57001, Greece"],"raw_orcid":"https://orcid.org/0000-0002-2505-9178","affiliations":[{"raw_affiliation_string":"Information Technology Institute, Centre for Technology Hellas, 6th km Charilaou Thermis, Thessaloniki, 57001, Greece","institution_ids":["https://openalex.org/I4210093649"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084122016","display_name":"Ioannis Yiannis Kompatsiaris","orcid":"https://orcid.org/0000-0001-6447-9020","observed_orcids":["https://orcid.org/0000-0001-6447-9020"]},"institutions":[{"id":"https://openalex.org/I4210093649","display_name":"Information Technologies Institute","ror":"https://ror.org/0069akp70","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210093649"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Ioannis Kompatsiaris","raw_affiliation_strings":["Information Technology Institute, Centre for Technology Hellas, 6th km Charilaou Thermis, Thessaloniki, 57001, Greece"],"raw_orcid":"https://orcid.org/0000-0001-6447-9020","affiliations":[{"raw_affiliation_string":"Information Technology Institute, Centre for Technology Hellas, 6th km Charilaou Thermis, Thessaloniki, 57001, Greece","institution_ids":["https://openalex.org/I4210093649"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5007384302"],"corresponding_institution_ids":["https://openalex.org/I4210093649"],"apc_list":{"value":3190,"currency":"USD","value_usd":3190},"apc_paid":null,"fwci":13.4236,"has_fulltext":false,"cited_by_count":142,"citation_normalized_percentile":{"value":0.99722768,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"235","issue":null,"first_page":"112793","last_page":"112793"},"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/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13904","display_name":"Artificial Intelligence Applications","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence-in-materials-science","display_name":"artificial intelligence in materials science","score":0.8889999985694885},{"id":"https://openalex.org/keywords/materials-design","display_name":"materials design","score":0.8529999852180481},{"id":"https://openalex.org/keywords/materials-discovery","display_name":"materials discovery","score":0.9950000047683716},{"id":"https://openalex.org/keywords/materials-informatics","display_name":"materials informatics","score":0.9639999866485596},{"id":"https://openalex.org/keywords/density-functional-theory","display_name":"density functional theory","score":0.9520000219345093},{"id":"https://openalex.org/keywords/molecular-dynamics","display_name":"molecular dynamics","score":0.984000027179718},{"id":"https://openalex.org/keywords/finite-element-analysis","display_name":"finite element analysis","score":0.9959999918937683},{"id":"https://openalex.org/keywords/process-engineering","display_name":"process engineering","score":0.781000018119812},{"id":"https://openalex.org/keywords/production-process-optimization","display_name":"production process optimization","score":0.9169999957084656},{"id":"https://openalex.org/keywords/industry-4-0","display_name":"Industry 4.0","score":0.9380000233650208},{"id":"https://openalex.org/keywords/active-learning-machine-learning","display_name":"active learning (machine learning)","score":0.9259999990463257},{"id":"https://openalex.org/keywords/digital-twin","display_name":"digital twin","score":0.9990000128746033},{"id":"https://openalex.org/keywords/big-data","display_name":"big data","score":0.7609999775886536},{"id":"https://openalex.org/keywords/data-quality","display_name":"data quality","score":0.9980000257492065}],"concepts":[{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.7047803997993469},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6189205646514893},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5932949781417847},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5542812943458557},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5298951268196106},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5073773264884949},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4847814440727234},{"id":"https://openalex.org/C62085286","wikidata":"https://www.wikidata.org/wiki/Q6786605","display_name":"Materials informatics","level":5,"score":0.45340695977211},{"id":"https://openalex.org/C191630685","wikidata":"https://www.wikidata.org/wiki/Q4027615","display_name":"Informatics","level":2,"score":0.41118431091308594},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.352370023727417},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.34359079599380493},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.33265310525894165},{"id":"https://openalex.org/C158518442","wikidata":"https://www.wikidata.org/wiki/Q2843902","display_name":"Engineering informatics","level":4,"score":0.2258753776550293},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.11036762595176697},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.10249924659729004},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.0962248146533966},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0897042453289032},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.commatsci.2024.112793","doi":"https://doi.org/10.1016/j.commatsci.2024.112793","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.commatsci.2024.112793","pdf_url":null,"source":{"id":"https://openalex.org/S26018076","display_name":"Computational Materials Science","issn_l":"0927-0256","issn":["0927-0256","1879-0801"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-2","norway-2","poland-100","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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Materials Science","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.7014999985694885,"id":"https://metadata.un.org/sdg/9"}],"sustainable_development_goals_aurora":[{"display_name":"Industry, innovation and infrastructure","score":0.6200000047683716,"id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G3854989428","display_name":null,"funder_award_id":"101091496","funder_id":"https://openalex.org/F4320334322","funder_display_name":"HORIZON EUROPE Framework Programme"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320334322","display_name":"HORIZON EUROPE Framework Programme","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":126,"referenced_works":["https://openalex.org/W131715005","https://openalex.org/W1525596668","https://openalex.org/W1547655131","https://openalex.org/W1572161815","https://openalex.org/W1763790326","https://openalex.org/W1845903142","https://openalex.org/W1888821325","https://openalex.org/W1979544533","https://openalex.org/W1990732666","https://openalex.org/W1992985800","https://openalex.org/W2020786104","https://openalex.org/W2025444507","https://openalex.org/W2030431910","https://openalex.org/W2040297119","https://openalex.org/W2044224802","https://openalex.org/W2044680985","https://openalex.org/W2050883740","https://openalex.org/W2055744671","https://openalex.org/W2071841625","https://openalex.org/W2087585288","https://openalex.org/W2102494690","https://openalex.org/W2108987700","https://openalex.org/W2121863487","https://openalex.org/W2142009706","https://openalex.org/W2149706766","https://openalex.org/W2151023586","https://openalex.org/W2161336914","https://openalex.org/W2173027866","https://openalex.org/W2214665483","https://openalex.org/W2230728100","https://openalex.org/W2291908932","https://openalex.org/W2313966941","https://openalex.org/W2346505350","https://openalex.org/W2396348748","https://openalex.org/W2439568532","https://openalex.org/W2486570794","https://openalex.org/W2529996553","https://openalex.org/W2557947726","https://openalex.org/W2604829132","https://openalex.org/W2618749399","https://openalex.org/W2620687153","https://openalex.org/W2623083822","https://openalex.org/W2626778328","https://openalex.org/W2742127985","https://openalex.org/W2742835787","https://openalex.org/W2765284480","https://openalex.org/W2774679272","https://openalex.org/W2789904726","https://openalex.org/W2794915289","https://openalex.org/W2805423212","https://openalex.org/W2805454539","https://openalex.org/W2884430236","https://openalex.org/W2888836402","https://openalex.org/W2896727370","https://openalex.org/W2899283552","https://openalex.org/W2903158431","https://openalex.org/W2903823362","https://openalex.org/W2909391844","https://openalex.org/W2911303106","https://openalex.org/W2912212024","https://openalex.org/W2939893088","https://openalex.org/W2942322192","https://openalex.org/W2942943006","https://openalex.org/W2945551948","https://openalex.org/W2945976633","https://openalex.org/W2949355451","https://openalex.org/W2953336023","https://openalex.org/W2958704044","https://openalex.org/W2958882319","https://openalex.org/W2963222112","https://openalex.org/W2963784900","https://openalex.org/W2965745744","https://openalex.org/W2972219719","https://openalex.org/W2972418846","https://openalex.org/W2979826702","https://openalex.org/W2990198263","https://openalex.org/W3012406820","https://openalex.org/W3016987575","https://openalex.org/W3022628809","https://openalex.org/W3023856540","https://openalex.org/W3024634363","https://openalex.org/W3030163527","https://openalex.org/W3036776898","https://openalex.org/W3042633621","https://openalex.org/W3064646198","https://openalex.org/W3085870618","https://openalex.org/W3089334509","https://openalex.org/W3091781165","https://openalex.org/W3102456404","https://openalex.org/W3118507387","https://openalex.org/W3130332941","https://openalex.org/W3134684220","https://openalex.org/W3188505647","https://openalex.org/W3196819979","https://openalex.org/W3198551916","https://openalex.org/W3203267444","https://openalex.org/W3208302614","https://openalex.org/W4200371263","https://openalex.org/W4210466760","https://openalex.org/W4210725851","https://openalex.org/W4212863985","https://openalex.org/W4214653918","https://openalex.org/W4220685827","https://openalex.org/W4220815083","https://openalex.org/W4238810907","https://openalex.org/W4247244375","https://openalex.org/W4280644943","https://openalex.org/W4284666861","https://openalex.org/W4285097082","https://openalex.org/W4285118858","https://openalex.org/W4285200086","https://openalex.org/W4286209417","https://openalex.org/W4289822412","https://openalex.org/W4292779060","https://openalex.org/W4296612997","https://openalex.org/W4297478646","https://openalex.org/W4309520230","https://openalex.org/W4321200485","https://openalex.org/W4321200490","https://openalex.org/W4377003444","https://openalex.org/W4385245566","https://openalex.org/W4385485401","https://openalex.org/W4389132751","https://openalex.org/W6749485438","https://openalex.org/W6771311785","https://openalex.org/W6780709800"],"related_works":["https://openalex.org/W2079810152","https://openalex.org/W4375957285","https://openalex.org/W4206469383","https://openalex.org/W4376271842","https://openalex.org/W2359548422","https://openalex.org/W2083600684","https://openalex.org/W2373478723","https://openalex.org/W2754122850","https://openalex.org/W2118804853","https://openalex.org/W2901223208"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":53},{"year":2025,"cited_by_count":73},{"year":2024,"cited_by_count":16}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2025-10-10T00:00:00"}
