{"id":"https://openalex.org/W2963714024","doi":"https://doi.org/10.1002/aisy.201900029","title":"Deep Learning Accelerated Gold Nanocluster Synthesis","display_name":"Deep Learning Accelerated Gold Nanocluster Synthesis","publication_year":2019,"publication_date":"2019-06-06","ids":{"openalex":"https://openalex.org/W2963714024","doi":"https://doi.org/10.1002/aisy.201900029","mag":"2963714024"},"language":"en","primary_location":{"id":"doi:10.1002/aisy.201900029","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.201900029","pdf_url":null,"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://doi.org/10.1002/aisy.201900029","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108050269","display_name":"Jiali Li","orcid":"https://orcid.org/0000-0001-8990-9998"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Jiali Li","raw_affiliation_strings":["Department of Chemical and Biomolecular Engineering National University of Singapore  4 Engineering Drive 4 Singapore 117585 Singapore","Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585 Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemical and Biomolecular Engineering National University of Singapore  4 Engineering Drive 4 Singapore 117585 Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585 Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005348028","display_name":"Tiankai Chen","orcid":"https://orcid.org/0000-0003-0730-3373"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Tiankai Chen","raw_affiliation_strings":["Department of Chemical and Biomolecular Engineering National University of Singapore  4 Engineering Drive 4 Singapore 117585 Singapore","Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585 Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemical and Biomolecular Engineering National University of Singapore  4 Engineering Drive 4 Singapore 117585 Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585 Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103825716","display_name":"Kaizhuo Lim","orcid":null},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Kaizhuo Lim","raw_affiliation_strings":["Department of Chemical and Biomolecular Engineering National University of Singapore  4 Engineering Drive 4 Singapore 117585 Singapore","Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585 Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemical and Biomolecular Engineering National University of Singapore  4 Engineering Drive 4 Singapore 117585 Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585 Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003923906","display_name":"Lingtong Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lingtong Chen","raw_affiliation_strings":["Department of Computer Science University of Southern California  941 Bloom Walk Los Angeles CA 90089 USA","Department of Computer Science, University of Southern California, 941 Bloom Walk, Los Angeles, CA, 90089 USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science University of Southern California  941 Bloom Walk Los Angeles CA 90089 USA","institution_ids":["https://openalex.org/I1174212"]},{"raw_affiliation_string":"Department of Computer Science, University of Southern California, 941 Bloom Walk, Los Angeles, CA, 90089 USA","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029483875","display_name":"Saif A. Khan","orcid":"https://orcid.org/0000-0002-8990-8802"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Saif A. Khan","raw_affiliation_strings":["Department of Chemical and Biomolecular Engineering National University of Singapore  4 Engineering Drive 4 Singapore 117585 Singapore","Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585 Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemical and Biomolecular Engineering National University of Singapore  4 Engineering Drive 4 Singapore 117585 Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585 Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082806907","display_name":"Jianping Xie","orcid":"https://orcid.org/0000-0002-3254-5799"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Jianping Xie","raw_affiliation_strings":["Department of Chemical and Biomolecular Engineering National University of Singapore  4 Engineering Drive 4 Singapore 117585 Singapore","Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585 Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemical and Biomolecular Engineering National University of Singapore  4 Engineering Drive 4 Singapore 117585 Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585 Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100410939","display_name":"Xiaonan Wang","orcid":"https://orcid.org/0000-0001-9775-2417"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Xiaonan Wang","raw_affiliation_strings":["Department of Chemical and Biomolecular Engineering National University of Singapore  4 Engineering Drive 4 Singapore 117585 Singapore","Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585 Singapore"],"raw_orcid":"https://orcid.org/0000-0001-9775-2417","affiliations":[{"raw_affiliation_string":"Department of Chemical and Biomolecular Engineering National University of Singapore  4 Engineering Drive 4 Singapore 117585 Singapore","institution_ids":["https://openalex.org/I165932596"]},{"raw_affiliation_string":"Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585 Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100410939"],"corresponding_institution_ids":["https://openalex.org/I165932596"],"apc_list":{"value":2750,"currency":"USD","value_usd":2750},"apc_paid":{"value":2750,"currency":"USD","value_usd":2750},"fwci":3.947,"has_fulltext":false,"cited_by_count":80,"citation_normalized_percentile":{"value":0.94837573,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"1","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12149","display_name":"Nanocluster Synthesis and Applications","score":0.9998999834060669,"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/T12149","display_name":"Nanocluster Synthesis and Applications","score":0.9998999834060669,"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/T10131","display_name":"Gold and Silver Nanoparticles Synthesis and Applications","score":0.98089998960495,"subfield":{"id":"https://openalex.org/subfields/2504","display_name":"Electronic, Optical and Magnetic Materials"},"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/T11948","display_name":"Machine Learning in Materials Science","score":0.9758999943733215,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/nanoclusters","display_name":"Nanoclusters","score":0.7843711376190186},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7049369215965271},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.6945499181747437},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.580052375793457},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.544329047203064},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5045098066329956},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45135557651519775},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4458749294281006},{"id":"https://openalex.org/keywords/nanotechnology","display_name":"Nanotechnology","score":0.3753705620765686},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.24698910117149353},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.19525757431983948},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.13419455289840698}],"concepts":[{"id":"https://openalex.org/C2778402822","wikidata":"https://www.wikidata.org/wiki/Q22302226","display_name":"Nanoclusters","level":2,"score":0.7843711376190186},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7049369215965271},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6945499181747437},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.580052375793457},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.544329047203064},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5045098066329956},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45135557651519775},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4458749294281006},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.3753705620765686},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.24698910117149353},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.19525757431983948},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.13419455289840698}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1002/aisy.201900029","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.201900029","pdf_url":null,"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"}],"best_oa_location":{"id":"doi:10.1002/aisy.201900029","is_oa":true,"landing_page_url":"https://doi.org/10.1002/aisy.201900029","pdf_url":null,"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/G8387079393","display_name":null,"funder_award_id":"A1898b0043","funder_id":"https://openalex.org/F4320320696","funder_display_name":"Agency for Science, Technology and Research"}],"funders":[{"id":"https://openalex.org/F4320320696","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W991099695","https://openalex.org/W1968044889","https://openalex.org/W1975147762","https://openalex.org/W1981939086","https://openalex.org/W1994897760","https://openalex.org/W1998751443","https://openalex.org/W2032076075","https://openalex.org/W2054273170","https://openalex.org/W2061800084","https://openalex.org/W2064150867","https://openalex.org/W2116346346","https://openalex.org/W2120141286","https://openalex.org/W2134334430","https://openalex.org/W2140537016","https://openalex.org/W2312658005","https://openalex.org/W2312760481","https://openalex.org/W2315837940","https://openalex.org/W2321841885","https://openalex.org/W2324964582","https://openalex.org/W2326749880","https://openalex.org/W2331885695","https://openalex.org/W2347129741","https://openalex.org/W2471751486","https://openalex.org/W2515286324","https://openalex.org/W2553257834","https://openalex.org/W2565684601","https://openalex.org/W2606363443","https://openalex.org/W2623026738","https://openalex.org/W2763004609","https://openalex.org/W2804442218","https://openalex.org/W2806681928","https://openalex.org/W2883124781"],"related_works":["https://openalex.org/W2489108034","https://openalex.org/W4319590444","https://openalex.org/W1994236459","https://openalex.org/W2210414596","https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3193565141","https://openalex.org/W3133861977","https://openalex.org/W3167935049","https://openalex.org/W3029198973"],"abstract_inverted_index":{"The":[0,90],"understanding":[1,21,104,143],"of":[2,22,30,47,99,105],"inorganic":[3,145],"reactions,":[4],"especially":[5,39],"those":[6,40],"far":[7],"from":[8,112,121],"the":[9,17,23,28,35,45,69,75,96,106],"equilibrium":[10],"state,":[11],"is":[12,64,88,93],"relatively":[13],"limited":[14],"due":[15],"to":[16,67],"inherent":[18],"complexity.":[19],"Poor":[20],"underlying":[24],"synthetic":[25],"chemistry":[26],"constrains":[27],"design":[29],"efficient":[31],"synthesis":[32,46,63,107,147],"routes":[33],"toward":[34],"desired":[36],"final":[37],"products,":[38],"at":[41],"atomic":[42],"precision.":[43],"Using":[44],"atomically":[48],"precise":[49],"gold":[50,135],"nanoclusters":[51],"as":[52],"a":[53,56,113,122,131],"demonstration":[54],"platform,":[55],"deep":[57],"learning":[58],"framework":[59],"for":[60],"guiding":[61],"material":[62,146],"successfully":[65],"developed":[66],"accelerate":[68],"workflow.":[70],"With":[71],"only":[72,129],"54":[73],"examples,":[74],"graph":[76],"convolutional":[77],"neural":[78,83],"networks":[79,84],"(GCNN)":[80],"plus":[81],"siamese":[82],"(SNN)":[85],"classification":[86,124],"model":[87],"trained.":[89],"prediction":[91,98],"capability":[92],"demonstrated":[94],"with":[95,148],"successful":[97],"literature\u2010reported":[100],"protocols.":[101],"In":[102],"addition,":[103],"process":[108],"can":[109],"be":[110],"acquired":[111],"decision":[114],"tree":[115],"trained":[116],"by":[117],"plentiful":[118],"generated":[119],"data":[120],"well\u2010trained":[123],"model.":[125],"This":[126],"study":[127],"not":[128],"provides":[130],"data\u2010driven":[132],"method":[133],"accelerating":[134],"nanocluster":[136],"synthesis,":[137],"but":[138],"also":[139],"sheds":[140],"light":[141],"on":[142],"complex":[144],"low":[149],"data.":[150]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":14},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}