{"id":"https://openalex.org/W4410459487","doi":"https://doi.org/10.1016/j.compositesa.2025.109027","title":"A review of artificial intelligence (AI)-based applications to nanocomposites","display_name":"A review of artificial intelligence (AI)-based applications to nanocomposites","publication_year":2025,"publication_date":"2025-05-17","ids":{"openalex":"https://openalex.org/W4410459487","doi":"https://doi.org/10.1016/j.compositesa.2025.109027"},"language":"en","primary_location":{"id":"doi:10.1016/j.compositesa.2025.109027","doi":"https://doi.org/10.1016/j.compositesa.2025.109027","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compositesa.2025.109027","pdf_url":null,"source":{"id":"https://openalex.org/S96365333","display_name":"Composites Part A Applied Science and Manufacturing","issn_l":"1359-835X","issn":["1359-835X","1878-5840"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-2","norway-1","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":"Composites Part A: Applied Science and Manufacturing","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.1016/j.compositesa.2025.109027","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023136189","display_name":"Krishna Prasath Logakannan","orcid":"https://orcid.org/0000-0001-7892-1924","observed_orcids":["https://orcid.org/0000-0001-7892-1924"]},"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":"Krishna Prasath Logakannan","raw_affiliation_strings":["Department of Mechanical Engineering, University of Utah, UT, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, University of Utah, UT, USA","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007991455","display_name":"Ibrahim G\u00fcven","orcid":"https://orcid.org/0000-0003-0059-5027","observed_orcids":["https://orcid.org/0000-0003-0059-5027"]},"institutions":[{"id":"https://openalex.org/I184840846","display_name":"Virginia Commonwealth University","ror":"https://ror.org/02nkdxk79","country_code":"US","type":"education","lineage":["https://openalex.org/I184840846"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ibrahim Guven","raw_affiliation_strings":["Department of Mechanical and Nuclear Engineering, Virginia Commonwealth University, VA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical and Nuclear Engineering, Virginia Commonwealth University, VA, USA","institution_ids":["https://openalex.org/I184840846"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071641425","display_name":"Gregory M. Odegard","orcid":"https://orcid.org/0000-0001-7577-6565","observed_orcids":["https://orcid.org/0000-0001-7577-6565"]},"institutions":[{"id":"https://openalex.org/I11957088","display_name":"Michigan Technological University","ror":"https://ror.org/0036rpn28","country_code":"US","type":"education","lineage":["https://openalex.org/I11957088"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Gregory Odegard","raw_affiliation_strings":["Department of Mechanical Engineering, Engineering Mechanics, Michigan Technological University, MI, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Engineering Mechanics, Michigan Technological University, MI, USA","institution_ids":["https://openalex.org/I11957088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107172527","display_name":"Kan Wang","orcid":"https://orcid.org/0000-0003-0983-9040","observed_orcids":["https://orcid.org/0000-0003-0983-9040"]},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kan Wang","raw_affiliation_strings":["Georgia Tech Manufacturing Institute, Georgia Institute of Technology, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia Tech Manufacturing Institute, Georgia Institute of Technology, GA, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067712887","display_name":"Chuck Zhang","orcid":"https://orcid.org/0000-0001-7681-5538","observed_orcids":["https://orcid.org/0000-0001-7681-5538"]},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chuck Zhang","raw_affiliation_strings":["Georgia Tech Manufacturing Institute, Georgia Institute of Technology, GA, USA","School of Industrial & Systems Engineering, Georgia Institute of Technology, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia Tech Manufacturing Institute, Georgia Institute of Technology, GA, USA","institution_ids":["https://openalex.org/I130701444"]},{"raw_affiliation_string":"School of Industrial & Systems Engineering, Georgia Institute of Technology, GA, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110603538","display_name":"Zhiyong Liang","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhiyong Liang","raw_affiliation_strings":["High-Performance Materials Institute, Department of Industrial & Manufacturing Engineering, FAMU-FSU College of Engineering, FL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"High-Performance Materials Institute, Department of Industrial & Manufacturing Engineering, FAMU-FSU College of Engineering, FL, USA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087469228","display_name":"Ashley D. Spear","orcid":"https://orcid.org/0000-0002-3933-3131","observed_orcids":["https://orcid.org/0000-0002-3933-3131"]},"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":true,"raw_author_name":"Ashley Spear","raw_affiliation_strings":["Department of Mechanical Engineering, University of Utah, UT, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, University of Utah, UT, USA","institution_ids":["https://openalex.org/I223532165"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5087469228"],"corresponding_institution_ids":["https://openalex.org/I223532165"],"apc_list":{"value":4480,"currency":"USD","value_usd":4480},"apc_paid":null,"fwci":4.0086,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.9547785,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"197","issue":null,"first_page":"109027","last_page":"109027"},"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/T10501","display_name":"Polymer Nanocomposites and Properties","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"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/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","display_name":"artificial intelligence","score":0.9950000047683716},{"id":"https://openalex.org/keywords/nanocomposites","display_name":"nanocomposites","score":0.996999979019165},{"id":"https://openalex.org/keywords/materials-design","display_name":"materials design","score":0.8799999952316284},{"id":"https://openalex.org/keywords/nanocomposite-manufacturing","display_name":"nanocomposite manufacturing","score":0.8799999952316284},{"id":"https://openalex.org/keywords/property-prediction","display_name":"property prediction","score":0.9789999723434448},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.6779999732971191},{"id":"https://openalex.org/keywords/manufacturing-process-parameters","display_name":"production parameters","score":0.5189999938011169},{"id":"https://openalex.org/keywords/composition-design","display_name":"compositional design","score":0.4909999966621399}],"concepts":[{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.8181653022766113},{"id":"https://openalex.org/C92880739","wikidata":"https://www.wikidata.org/wiki/Q2639556","display_name":"Nanocomposite","level":2,"score":0.6670023798942566},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.5801060795783997},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3554528057575226},{"id":"https://openalex.org/C126348684","wikidata":"https://www.wikidata.org/wiki/Q3456979","display_name":"Polymer science","level":1,"score":0.34445682168006897},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.168736070394516}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.compositesa.2025.109027","doi":"https://doi.org/10.1016/j.compositesa.2025.109027","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compositesa.2025.109027","pdf_url":null,"source":{"id":"https://openalex.org/S96365333","display_name":"Composites Part A Applied Science and Manufacturing","issn_l":"1359-835X","issn":["1359-835X","1878-5840"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-2","norway-1","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":"Composites Part A: Applied Science and Manufacturing","raw_type":"journal-article"},{"id":"pmh:oai:digitalcommons.mtu.edu:michigantech-p2-2680","doi":null,"is_oa":false,"landing_page_url":"https://digitalcommons.mtu.edu/michigantech-p2/1678","pdf_url":null,"source":{"id":"https://openalex.org/S4377196391","display_name":"Digital Commons - Michigan Tech (Michigan Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I11957088","host_organization_name":"Michigan Technological University","host_organization_lineage":["https://openalex.org/I11957088"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Michigan Tech Publications","raw_type":"text"}],"best_oa_location":{"id":"doi:10.1016/j.compositesa.2025.109027","doi":"https://doi.org/10.1016/j.compositesa.2025.109027","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.compositesa.2025.109027","pdf_url":null,"source":{"id":"https://openalex.org/S96365333","display_name":"Composites Part A Applied Science and Manufacturing","issn_l":"1359-835X","issn":["1359-835X","1878-5840"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-a","jufo-2","norway-1","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":"Composites Part A: Applied Science and Manufacturing","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1244460805","display_name":null,"funder_award_id":"ST1605-19-03","funder_id":"https://openalex.org/F6641981555","funder_display_name":"Office of Local Defense Community Cooperation"},{"id":"https://openalex.org/G1425225308","display_name":"THE INSTITUTE FOR ULTRA-STRONG COMPOSITES BY COMPUTATIONAL DESIGN (US-COMP) WILL BE FOCUSED ON THE MODELING-DRIVEN DESIGN OF A NEW CLASS OF ULTRA-HIGH-STRENGTH-LIGHTWEIGHT (UHSL) MATERIALS FOR FUTURE MANNED MARS MISSIONS. THESE MATERIALS WILL MEET THE REQUIRED MECHANICAL PERFORMANCE GOALS SET FORTH BY NASA AND EXCEED THOSE EXHIBITED BY CURRENT STATE-OF-THE-ART CARBON-FIBER COMPOSITES. US-COMP S VISION IS TO SERVE AS A FOCAL POINT FOR PARTNERSHIPS BETWEEN NASA  OTHER AGENCIES  INDUSTRY  AND ACADEMIA TO: (1) ENABLE COMPUTATIONALLY-DRIVEN DEVELOPMENT OF CARBON NANOTUBE (CNT)-BASED UHSL STRUCTURAL MATERIALS AND (2) EXPAND THE RESOURCE OF HIGHLY SKILLED ENGINEERS  SCIENTISTS AND TECHNOLOGISTS IN THIS EMERGING FIELD TO ENHANCE THE U.S. LEADERSHIP IN CRITICAL LIGHTWEIGHT STRUCTURAL MATERIALS. THIS VISION WILL BE ACHIEVED THROUGH THE FOUR PRINCIPLE OBJECTIVES:   ESTABLISH A NEW COMPUTATIONALLY-DRIVEN MATERIAL DESIGN PARADIGM FOR RAPID MATERIAL DEVELOPMENT AND DEPLOYMENT   DEVELOP A NOVEL UHSL STRUCTURAL MATERIAL FOR USE IN DEEP SPACE EXPLORATION. THE PANEL-LEVEL TESTS AND DEMONSTRATION OF THE NOVEL MATERIALS WILL BE CARRIED OUT TO MOVE THE DEVELOPED TECHNOLOGY TO A TECHNICAL READINESS LEVEL (TRL) OF 4.   DEVELOP NOVEL MODELING  PROCESSING  AND TESTING TOOLS AND METHODS FOR CNT-BASED COMPOSITE MATERIALS   ESTABLISH A POOL OF HIGHLY SKILLED ENGINEERS AND SCIENTISTS TO CONTRIBUTE TO THE MATERIALS DEVELOPMENT WORKFORCE. AN INTERDISCIPLINARY AND DIVERSE TEAM OF RESEARCHERS FROM ACADEMIA  INDUSTRY  AND NATIONAL LABS WILL PARTICIPATE IN THE PROJECT. THE COMPUTATIONAL DESIGN OF THE MATERIAL WILL BE DRIVEN BY A MODELING EFFORT TO INTEGRATE TOPOLOGICAL OPTIMIZATION  ATOMISTIC MODELING  MOLECULAR MODELING  MESOSCALE MODELING  AND CONTINUUM-BASED COMPUTATIONAL MECHANICS. INNOVATIONS IN MATERIALS SYNTHESIS AND MANUFACTURING TECHNIQUES WILL ENSURE THE PERFORMANCE AND SCALE-UP FABRICATION OF AEROSPACE-QUALITY TEST SAMPLES AND PANELS. MULTISCALE TESTING AND CHARACTERIZATION CAPABILITIES WILL BE ESTABLISHED AND INTEGRATED TO VALIDATE THE MODELING AND MANUFACTURING EFFORTS AND TO COMPLETE THE PROOF-OF-CONCEPT CYCLE. PARTICIPATION OF THE INDUSTRIAL PARTNERS WILL PROVIDE AND ENSURE THE SCALABILITY AND AEROSPACE-GRADE QUALITY OF THE DEVELOPED COMPOSITE MATERIAL. THE DEVELOPED MATERIALS AND MATERIALS DEVELOPMENT METHODS WILL HAVE A MAJOR IMPACT ON THE AEROSPACE COMMUNITY. FIRST  UHSL MATERIALS WILL BE DEVELOPED WITH THE RIGOROUS STRENGTH  MODULUS  AND FRACTURE TOUGHNESS PROPERTIES NECESSARY FOR MANNED MARS MISSIONS. SECOND  A NEW COMPUTATIONALLY-DRIVEN MATERIALS DESIGN PARADIGM WILL BE ESTABLISHED TO DEVELOP THE UHSL MATERIAL OF INTEREST AND FOR FUTURE RAPID MATERIALS DESIGN AND DEVELOPMENT EFFORTS. THIRD  A FUNDAMENTAL UNDERSTANDING OF LOAD TRANSFER AND MULTISCALE FAILURE MECHANISMS OF CNT-BASED COMPOSITE MATERIALS WILL BE ESTABLISHED TO ACHIEVE THEIR THEORETICAL PERFORMANCE. FOURTH  A REPRODUCIBLE ENGINEERING PERFORMANCE DATA FROM AEROSPACE-QUALITY AND SCALE-UP PANEL TEST RESULTS BUILDING UPON AEROSPACE-GRADE RESIN SYSTEMS AND HIGH-QUALITY COMMERCIALLY AVAILABLE CNT MATERIALS TO ENSURE SCALABILITY TO CONDUCT ASTM STANDARD TESTS. ANOTHER IMPORTANT EMPHASIS OF THE INSTITUTE WILL BE IN WORKFORCE DEVELOPMENT. STUDENTS WILL BE TRAINED FOR DEVELOPING AND UTILIZING ADVANCED COMPUTATIONAL AND EXPERIMENTAL APPROACHES FOR LIGHTWEIGHT MATERIALS. FUNDS WILL BE RESERVED FOR THE STUDENTS TO HAVE EXTENDED VISITS TO NASA FACILITIES DURING SUMMER MONTHS FOR DIRECT MENTORSHIP BY NASA RESEARCHERS. THESE ACTIVITIES WILL STRENGTHEN THE PARTNERSHIPS BETWEEN THE INSTITUTE MEMBERS AND NASA. WITH THE HELP OF THE HBCU PARTICIPANT (FLORIDA A&M UNIVERSITY)  THE INSTITUTE WILL ESTABLISH A DIVERSE GROUP OF BOTH RESEARCHERS AND GRADUATE STUDENTS.","funder_award_id":"NNX17AJ32G","funder_id":"https://openalex.org/F4320306101","funder_display_name":"National Aeronautics and Space Administration"}],"funders":[{"id":"https://openalex.org/F4320306078","display_name":"U.S. Department of Defense","ror":"https://ror.org/0447fe631"},{"id":"https://openalex.org/F4320306101","display_name":"National Aeronautics and Space Administration","ror":"https://ror.org/027ka1x80"},{"id":"https://openalex.org/F6641981555","display_name":"Office of Local Defense Community Cooperation","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":138,"referenced_works":["https://openalex.org/W1710476689","https://openalex.org/W1973334855","https://openalex.org/W2015430808","https://openalex.org/W2019557602","https://openalex.org/W2045996350","https://openalex.org/W2095524567","https://openalex.org/W2111545091","https://openalex.org/W2319460255","https://openalex.org/W2338402873","https://openalex.org/W2414512342","https://openalex.org/W2565106729","https://openalex.org/W2742835787","https://openalex.org/W2756682189","https://openalex.org/W2766966300","https://openalex.org/W2772549578","https://openalex.org/W2780966672","https://openalex.org/W2883482411","https://openalex.org/W2912052484","https://openalex.org/W2913929519","https://openalex.org/W2924069076","https://openalex.org/W2934954940","https://openalex.org/W2935571943","https://openalex.org/W2942153559","https://openalex.org/W2943243030","https://openalex.org/W2949547603","https://openalex.org/W2956357421","https://openalex.org/W2959584677","https://openalex.org/W2964504795","https://openalex.org/W2969222270","https://openalex.org/W2983301919","https://openalex.org/W2990015413","https://openalex.org/W2998160552","https://openalex.org/W3000823696","https://openalex.org/W3003462774","https://openalex.org/W3006241560","https://openalex.org/W3007550778","https://openalex.org/W3008343153","https://openalex.org/W3014350516","https://openalex.org/W3015364947","https://openalex.org/W3018572435","https://openalex.org/W3033000587","https://openalex.org/W3034294619","https://openalex.org/W3036257662","https://openalex.org/W3037717248","https://openalex.org/W3045082155","https://openalex.org/W3048391136","https://openalex.org/W3048540001","https://openalex.org/W3088122500","https://openalex.org/W3089648759","https://openalex.org/W3095028680","https://openalex.org/W3110318829","https://openalex.org/W3113862044","https://openalex.org/W3129173798","https://openalex.org/W3136639519","https://openalex.org/W3137983801","https://openalex.org/W3152966503","https://openalex.org/W3153721962","https://openalex.org/W3158347296","https://openalex.org/W3162874429","https://openalex.org/W3181335834","https://openalex.org/W3182465824","https://openalex.org/W3184600356","https://openalex.org/W3184635088","https://openalex.org/W3185379714","https://openalex.org/W3185586143","https://openalex.org/W3186980232","https://openalex.org/W3196677190","https://openalex.org/W3199891891","https://openalex.org/W3201695212","https://openalex.org/W3202221626","https://openalex.org/W3202653850","https://openalex.org/W3214281458","https://openalex.org/W3215028612","https://openalex.org/W3216359596","https://openalex.org/W4200480891","https://openalex.org/W4200560723","https://openalex.org/W4200580864","https://openalex.org/W4205619525","https://openalex.org/W4205977780","https://openalex.org/W4210310211","https://openalex.org/W4220706705","https://openalex.org/W4220710693","https://openalex.org/W4221027105","https://openalex.org/W4221046502","https://openalex.org/W4224093961","https://openalex.org/W4252763511","https://openalex.org/W4280591975","https://openalex.org/W4281737753","https://openalex.org/W4282928830","https://openalex.org/W4283312514","https://openalex.org/W4283750135","https://openalex.org/W4283832932","https://openalex.org/W4285273619","https://openalex.org/W4286445458","https://openalex.org/W4286809521","https://openalex.org/W4288969942","https://openalex.org/W4291019645","https://openalex.org/W4293741253","https://openalex.org/W4295779105","https://openalex.org/W4296904316","https://openalex.org/W4297904496","https://openalex.org/W4303444766","https://openalex.org/W4303446661","https://openalex.org/W4307818444","https://openalex.org/W4308245573","https://openalex.org/W4311504142","https://openalex.org/W4312216533","https://openalex.org/W4315647570","https://openalex.org/W4315796020","https://openalex.org/W4317373490","https://openalex.org/W4317696169","https://openalex.org/W4319444018","https://openalex.org/W4321216752","https://openalex.org/W4321792697","https://openalex.org/W4323928588","https://openalex.org/W4327967387","https://openalex.org/W4360949780","https://openalex.org/W4362657752","https://openalex.org/W4366503818","https://openalex.org/W4372203465","https://openalex.org/W4377826306","https://openalex.org/W4378651267","https://openalex.org/W4378740605","https://openalex.org/W4379113889","https://openalex.org/W4382240865","https://openalex.org/W4382401362","https://openalex.org/W4382565969","https://openalex.org/W4382767135","https://openalex.org/W4385430473","https://openalex.org/W4385445025","https://openalex.org/W4386569935","https://openalex.org/W4386886695","https://openalex.org/W4386977115","https://openalex.org/W4387817064","https://openalex.org/W4387842193","https://openalex.org/W4388039175","https://openalex.org/W4390141389","https://openalex.org/W4401480641"],"related_works":["https://openalex.org/W4413253939","https://openalex.org/W4416366121","https://openalex.org/W2964504795","https://openalex.org/W7130511954","https://openalex.org/W7220689349","https://openalex.org/W7220853404","https://openalex.org/W7140499610","https://openalex.org/W7154595909","https://openalex.org/W7133201575","https://openalex.org/W7213321824"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":6}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2025-05-18T00:00:00"}
