{"id":"https://openalex.org/W4399144499","doi":"https://doi.org/10.1145/3654823.3654864","title":"Research on Thermophysical Property Prediction of High-Temperature Insulating Materials Based on Neural Network","display_name":"Research on Thermophysical Property Prediction of High-Temperature Insulating Materials Based on Neural Network","publication_year":2024,"publication_date":"2024-03-22","ids":{"openalex":"https://openalex.org/W4399144499","doi":"https://doi.org/10.1145/3654823.3654864"},"language":"en","primary_location":{"id":"doi:10.1145/3654823.3654864","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3654823.3654864","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 3rd Asia Conference on Algorithms, Computing and Machine Learning","raw_type":"proceedings-article"},"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/A5052710681","display_name":"Hang Yu","orcid":"https://orcid.org/0009-0009-0515-0896"},"institutions":[{"id":"https://openalex.org/I28813325","display_name":"Civil Aviation University of China","ror":"https://ror.org/03je71k37","country_code":"CN","type":"education","lineage":["https://openalex.org/I28813325"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hang Yu","raw_affiliation_strings":["College of Aeronautical Engineering, Civil Aviation University of China, China"],"raw_orcid":"https://orcid.org/0009-0009-0515-0896","affiliations":[{"raw_affiliation_string":"College of Aeronautical Engineering, Civil Aviation University of China, China","institution_ids":["https://openalex.org/I28813325"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103193509","display_name":"Qingkun Meng","orcid":"https://orcid.org/0009-0005-6436-2523"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qingkun Meng","raw_affiliation_strings":["The System Design Institute of Mechanical-Electrical Engineering, China"],"raw_orcid":"https://orcid.org/0009-0005-6436-2523","affiliations":[{"raw_affiliation_string":"The System Design Institute of Mechanical-Electrical Engineering, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048207273","display_name":"Shuming Li","orcid":"https://orcid.org/0009-0006-8550-0494"},"institutions":[{"id":"https://openalex.org/I28813325","display_name":"Civil Aviation University of China","ror":"https://ror.org/03je71k37","country_code":"CN","type":"education","lineage":["https://openalex.org/I28813325"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuming Li","raw_affiliation_strings":["College of Aeronautical Engineering, Civil Aviation University of China, China"],"raw_orcid":"https://orcid.org/0009-0006-8550-0494","affiliations":[{"raw_affiliation_string":"College of Aeronautical Engineering, Civil Aviation University of China, China","institution_ids":["https://openalex.org/I28813325"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081030140","display_name":"Zongwei Zhang","orcid":"https://orcid.org/0000-0001-9265-8763"},"institutions":[{"id":"https://openalex.org/I28813325","display_name":"Civil Aviation University of China","ror":"https://ror.org/03je71k37","country_code":"CN","type":"education","lineage":["https://openalex.org/I28813325"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongwei Zhang","raw_affiliation_strings":["College of Aeronautical Engineering, Civil Aviation University of China, China"],"raw_orcid":"https://orcid.org/0000-0001-9265-8763","affiliations":[{"raw_affiliation_string":"College of Aeronautical Engineering, Civil Aviation University of China, China","institution_ids":["https://openalex.org/I28813325"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5052710681"],"corresponding_institution_ids":["https://openalex.org/I28813325"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0733443,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"224","last_page":"227"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10121","display_name":"Building Energy and Comfort Optimization","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/T10850","display_name":"Heat Transfer and Boiling Studies","score":0.9955999851226807,"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/T10998","display_name":"Heat Transfer and Optimization","score":0.9952999949455261,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.8747212886810303},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.7274760603904724},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7167178392410278},{"id":"https://openalex.org/keywords/correlation-coefficient","display_name":"Correlation coefficient","score":0.5547187328338623},{"id":"https://openalex.org/keywords/thermal","display_name":"Thermal","score":0.5485204458236694},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5139896273612976},{"id":"https://openalex.org/keywords/approximation-error","display_name":"Approximation error","score":0.5026953220367432},{"id":"https://openalex.org/keywords/biological-system","display_name":"Biological system","score":0.4998438358306885},{"id":"https://openalex.org/keywords/root-mean-square","display_name":"Root mean square","score":0.4439467191696167},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.442781925201416},{"id":"https://openalex.org/keywords/thermal-insulation","display_name":"Thermal insulation","score":0.4201139509677887},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3094513416290283},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.29405224323272705},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2909279465675354},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22752532362937927},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.20234423875808716},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.19528186321258545},{"id":"https://openalex.org/keywords/composite-material","display_name":"Composite material","score":0.16316357254981995},{"id":"https://openalex.org/keywords/thermodynamics","display_name":"Thermodynamics","score":0.09740883111953735},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09006834030151367}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.8747212886810303},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.7274760603904724},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7167178392410278},{"id":"https://openalex.org/C2780092901","wikidata":"https://www.wikidata.org/wiki/Q3433612","display_name":"Correlation coefficient","level":2,"score":0.5547187328338623},{"id":"https://openalex.org/C204530211","wikidata":"https://www.wikidata.org/wiki/Q752823","display_name":"Thermal","level":2,"score":0.5485204458236694},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5139896273612976},{"id":"https://openalex.org/C122383733","wikidata":"https://www.wikidata.org/wiki/Q865920","display_name":"Approximation error","level":2,"score":0.5026953220367432},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.4998438358306885},{"id":"https://openalex.org/C71907059","wikidata":"https://www.wikidata.org/wiki/Q223323","display_name":"Root mean square","level":2,"score":0.4439467191696167},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.442781925201416},{"id":"https://openalex.org/C64839514","wikidata":"https://www.wikidata.org/wiki/Q918306","display_name":"Thermal insulation","level":3,"score":0.4201139509677887},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3094513416290283},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.29405224323272705},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2909279465675354},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22752532362937927},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.20234423875808716},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.19528186321258545},{"id":"https://openalex.org/C159985019","wikidata":"https://www.wikidata.org/wiki/Q181790","display_name":"Composite material","level":1,"score":0.16316357254981995},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.09740883111953735},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09006834030151367},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","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/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3654823.3654864","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3654823.3654864","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2024 3rd Asia Conference on Algorithms, Computing and Machine Learning","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.4699999988079071,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1971952030","https://openalex.org/W2017512475","https://openalex.org/W2023698189","https://openalex.org/W2899283552","https://openalex.org/W2995167577","https://openalex.org/W3195334072","https://openalex.org/W4210458792","https://openalex.org/W4294598666","https://openalex.org/W4307465148"],"related_works":["https://openalex.org/W4382982879","https://openalex.org/W4387072315","https://openalex.org/W4311044000","https://openalex.org/W2180861079","https://openalex.org/W2728376045","https://openalex.org/W2350552870","https://openalex.org/W3005025283","https://openalex.org/W2659933339","https://openalex.org/W2742825757","https://openalex.org/W2155966683"],"abstract_inverted_index":{"Three":[0],"models":[1,49,75,96,138,193],"-":[2,17],"FNN":[3,88,112,169],"(Feedforward":[4],"Neural":[5,10,15],"Network),":[6,11],"BPNN":[7,72,103,126,153,190],"(Back":[8],"Propagation":[9],"and":[12,45,66,73,111,123,131,156,191,204],"PINN":[13,74,145,192],"(Physics-Informed":[14],"Network)":[16],"were":[18,50],"developed":[19],"to":[20,41,117,134,197],"predict":[21],"the":[22,48,71,78,87,105,118,125,135,152,168,180,189],"thermal":[23,27,79,83,141,173,183],"properties":[24,80,184],"of":[25,47,81,100,120,162,182],"nano-aerogel":[26,155],"insulation":[28,84,142,174,187],"materials":[29],"based":[30],"on":[31],"experimental":[32],"data":[33],"collected":[34],"under":[35],"operating":[36],"temperatures":[37],"ranging":[38],"from":[39],"50\u2103":[40],"450\u2103.":[42],"The":[43,144],"accuracy":[44,122,130,150,203],"robustness":[46,132],"verified":[51],"using":[52],"four":[53],"statistical":[54],"indicators:":[55],"correlation":[56],"coefficient":[57],"(R),":[58],"mean":[59],"absolute":[60],"error":[61,64,68],"(MAE),":[62],"root-mean-square":[63],"(RMAE),":[65],"relative":[67],"(RE).":[69],"Both":[70],"accurately":[76],"predicted":[77],"nanoaerogel":[82,140,172,186],"materials.":[85,143,175],"However,":[86],"model":[89,127,146,170],"performed":[90],"poorly":[91],"for":[92,154,179],"nanoaerogel.":[93],"all":[94],"three":[95],"exhibit":[97],"different":[98],"levels":[99],"robustness,":[101,163],"with":[102],"being":[104],"most":[106],"robust,":[107],"followed":[108],"by":[109],"PINN,":[110],"showing":[113],"diminished":[114],"robustness.":[115,205],"According":[116],"analysis":[119],"prediction":[121,181],"error,":[124],"demonstrates":[128],"superior":[129],"compared":[133],"other":[136],"two":[137],"in":[139,160,171,185,202],"exhibits":[147,157],"slightly":[148],"lower":[149],"than":[151],"certain":[158],"limitations":[159],"terms":[161],"but":[164],"it":[165],"still":[166],"outperforms":[167],"As":[176],"a":[177],"result,":[178],"materials,":[188],"are":[194],"recommended":[195],"due":[196],"their":[198],"better":[199],"overall":[200],"performance":[201]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}