{"id":"https://openalex.org/W4281396684","doi":"https://doi.org/10.1109/cscwd54268.2022.9776104","title":"Material Calculation Collaborates with Grain Morphology Knowledge Graph for Material Properties Prediction","display_name":"Material Calculation Collaborates with Grain Morphology Knowledge Graph for Material Properties Prediction","publication_year":2022,"publication_date":"2022-05-04","ids":{"openalex":"https://openalex.org/W4281396684","doi":"https://doi.org/10.1109/cscwd54268.2022.9776104"},"language":"en","primary_location":{"id":"doi:10.1109/cscwd54268.2022.9776104","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscwd54268.2022.9776104","pdf_url":null,"source":{"id":"https://openalex.org/S4363607909","display_name":"2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5005975284","display_name":"Ziwen Pan","orcid":"https://orcid.org/0000-0003-3451-9241"},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziwen Pan","raw_affiliation_strings":["Yunnan University,National Pilot School of Software,Kunming,China","National Pilot School of Software, Yunnan University, Kunming, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yunnan University,National Pilot School of Software,Kunming,China","institution_ids":["https://openalex.org/I189210763"]},{"raw_affiliation_string":"National Pilot School of Software, Yunnan University, Kunming, China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002804972","display_name":"Chao Shu","orcid":"https://orcid.org/0000-0002-4239-5990"},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Shu","raw_affiliation_strings":["Yunnan University,National Pilot School of Software,Kunming,China","National Pilot School of Software, Yunnan University, Kunming, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yunnan University,National Pilot School of Software,Kunming,China","institution_ids":["https://openalex.org/I189210763"]},{"raw_affiliation_string":"National Pilot School of Software, Yunnan University, Kunming, China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022193476","display_name":"Zhuoran Xin","orcid":null},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuoran Xin","raw_affiliation_strings":["Yunnan University,National Pilot School of Software,Kunming,China","National Pilot School of Software, Yunnan University, Kunming, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yunnan University,National Pilot School of Software,Kunming,China","institution_ids":["https://openalex.org/I189210763"]},{"raw_affiliation_string":"National Pilot School of Software, Yunnan University, Kunming, China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044796317","display_name":"Cheng Xie","orcid":"https://orcid.org/0000-0002-4484-7428"},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Xie","raw_affiliation_strings":["Yunnan University,National Pilot School of Software,Kunming,China","National Pilot School of Software, Yunnan University, Kunming, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yunnan University,National Pilot School of Software,Kunming,China","institution_ids":["https://openalex.org/I189210763"]},{"raw_affiliation_string":"National Pilot School of Software, Yunnan University, Kunming, China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072683613","display_name":"Qi Shen","orcid":null},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Shen","raw_affiliation_strings":["Yunnan University,National Pilot School of Software,Kunming,China","National Pilot School of Software, Yunnan University, Kunming, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yunnan University,National Pilot School of Software,Kunming,China","institution_ids":["https://openalex.org/I189210763"]},{"raw_affiliation_string":"National Pilot School of Software, Yunnan University, Kunming, China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085741904","display_name":"Yun Yang","orcid":"https://orcid.org/0000-0002-7689-8035"},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yun Yang","raw_affiliation_strings":["Yunnan University,National Pilot School of Software,Kunming,China","National Pilot School of Software, Yunnan University, Kunming, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yunnan University,National Pilot School of Software,Kunming,China","institution_ids":["https://openalex.org/I189210763"]},{"raw_affiliation_string":"National Pilot School of Software, Yunnan University, Kunming, China","institution_ids":["https://openalex.org/I189210763"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I189210763"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"227","last_page":"232"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","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/T11948","display_name":"Machine Learning in Materials Science","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/T12613","display_name":"X-ray Diffraction in Crystallography","score":0.9793000221252441,"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/T10211","display_name":"Computational Drug Discovery Methods","score":0.939300000667572,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/microstructure","display_name":"Microstructure","score":0.6247351765632629},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.6231475472450256},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5457687377929688},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.45198360085487366},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.41163092851638794},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3644523322582245},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.36280494928359985},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.29729798436164856},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.2614920735359192},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.13252374529838562}],"concepts":[{"id":"https://openalex.org/C87976508","wikidata":"https://www.wikidata.org/wiki/Q1498213","display_name":"Microstructure","level":2,"score":0.6247351765632629},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.6231475472450256},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5457687377929688},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.45198360085487366},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.41163092851638794},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3644523322582245},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.36280494928359985},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.29729798436164856},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2614920735359192},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.13252374529838562}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cscwd54268.2022.9776104","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscwd54268.2022.9776104","pdf_url":null,"source":{"id":"https://openalex.org/S4363607909","display_name":"2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 25th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1585277718","https://openalex.org/W1992985800","https://openalex.org/W2006518606","https://openalex.org/W2115481008","https://openalex.org/W2117228865","https://openalex.org/W2118858186","https://openalex.org/W2194775991","https://openalex.org/W2244807774","https://openalex.org/W2290847742","https://openalex.org/W2621163024","https://openalex.org/W2788484525","https://openalex.org/W2929465105","https://openalex.org/W2932887411","https://openalex.org/W2944577974","https://openalex.org/W2949095042","https://openalex.org/W2983902176","https://openalex.org/W3024546064","https://openalex.org/W3044230111","https://openalex.org/W3049303652","https://openalex.org/W3082618206","https://openalex.org/W3100157108","https://openalex.org/W3162292071","https://openalex.org/W3183906975","https://openalex.org/W3194994554","https://openalex.org/W4212825158","https://openalex.org/W4294558607","https://openalex.org/W6677919164","https://openalex.org/W6690815549","https://openalex.org/W6738964360"],"related_works":["https://openalex.org/W3013693939","https://openalex.org/W2159052453","https://openalex.org/W2566616303","https://openalex.org/W3131327266","https://openalex.org/W2734887215","https://openalex.org/W4297051394","https://openalex.org/W2752972570","https://openalex.org/W4386815338","https://openalex.org/W4220775285","https://openalex.org/W2891286602"],"abstract_inverted_index":{"The":[0,16,131],"study":[1],"of":[2,4,7,13,19,53,62,67,106,120],"microstructure":[3,37,50],"materials":[5,14,20],"is":[6,100,114],"great":[8],"significance":[9],"in":[10,45,76],"the":[11,33,47,59,65,73,77,83,91,96,104,107,110,118,121,136,143],"field":[12],"science.":[15],"interdisciplinary":[17],"cooperation":[18],"science":[21,24],"and":[22,29,38,51,87,109],"computer":[23],"makes":[25],"it":[26],"more":[27],"accurate":[28],"efficient":[30],"to":[31,71,90,102,116],"explore":[32],"relationship":[34,48],"between":[35,49],"material":[36,39],"properties.":[40],"Machine":[41],"learning":[42],"has":[43,139],"potential":[44],"exploring":[46],"properties":[52,119],"materials.":[54],"This":[55],"paper":[56],"proposes":[57],"adding":[58],"morphology":[60,85],"features":[61,86,105],"grains":[63],"into":[64],"construction":[66],"grain":[68,74,84,92],"knowledge":[69,93],"graph":[70,97],"enrich":[72],"information":[75],"graph.":[78,94],"First,":[79],"an":[80],"autoencoder":[81],"extracts":[82],"adds":[88],"them":[89],"Then,":[95],"convolutional":[98],"network":[99,113],"used":[101,115],"extract":[103],"graph,":[108],"fully":[111],"connected":[112],"predict":[117],"material.":[122],"Experiments":[123],"are":[124],"performed":[125],"on":[126],"actual":[127],"EBSD":[128],"scanning":[129],"data.":[130],"experimental":[132],"results":[133],"show":[134],"that":[135],"proposed":[137],"method":[138],"noticeable":[140],"improvement":[141],"over":[142],"competing":[144],"methods.":[145]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}