{"id":"https://openalex.org/W4415744055","doi":"https://doi.org/10.1109/qrs-c65679.2025.00100","title":"A Physics-Informed Cascaded Neural Network for Prediction of Sound Absorbers","display_name":"A Physics-Informed Cascaded Neural Network for Prediction of Sound Absorbers","publication_year":2025,"publication_date":"2025-07-16","ids":{"openalex":"https://openalex.org/W4415744055","doi":"https://doi.org/10.1109/qrs-c65679.2025.00100"},"language":null,"primary_location":{"id":"doi:10.1109/qrs-c65679.2025.00100","is_oa":false,"landing_page_url":"https://doi.org/10.1109/qrs-c65679.2025.00100","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 25th International Conference on Software Quality, Reliability, and Security Companion (QRS-C)","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/A5070078212","display_name":"Yin Wang","orcid":"https://orcid.org/0000-0003-0423-6187"},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yin Wang","raw_affiliation_strings":["School of Computer Science and Communication Engineering, Jiangsu University,Zhenjiang,China,212013"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Communication Engineering, Jiangsu University,Zhenjiang,China,212013","institution_ids":["https://openalex.org/I115592961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026397480","display_name":"Hong-xiang Sun","orcid":"https://orcid.org/0000-0003-4646-6837"},"institutions":[{"id":"https://openalex.org/I115592961","display_name":"Jiangsu University","ror":"https://ror.org/03jc41j30","country_code":"CN","type":"education","lineage":["https://openalex.org/I115592961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong-Xiang Sun","raw_affiliation_strings":["School of Computer Science and Communication Engineering, Jiangsu University,Zhenjiang,China,212013"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Communication Engineering, Jiangsu University,Zhenjiang,China,212013","institution_ids":["https://openalex.org/I115592961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5070078212"],"corresponding_institution_ids":["https://openalex.org/I115592961"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.30286915,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"769","last_page":"770"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10822","display_name":"Acoustic Wave Phenomena Research","score":0.9821000099182129,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"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/T10822","display_name":"Acoustic Wave Phenomena Research","score":0.9821000099182129,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T11115","display_name":"Topology Optimization in Engineering","score":0.004100000020116568,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T10707","display_name":"Cellular and Composite Structures","score":0.002400000113993883,"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/interpretability","display_name":"Interpretability","score":0.8596000075340271},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6546000242233276},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5286999940872192},{"id":"https://openalex.org/keywords/constraint","display_name":"Constraint (computer-aided design)","score":0.5041000247001648},{"id":"https://openalex.org/keywords/noise-control","display_name":"Noise control","score":0.49230000376701355},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.4578999876976013}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8596000075340271},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6546000242233276},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5529000163078308},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5286999940872192},{"id":"https://openalex.org/C2776036281","wikidata":"https://www.wikidata.org/wiki/Q48769818","display_name":"Constraint (computer-aided design)","level":2,"score":0.5041000247001648},{"id":"https://openalex.org/C116822448","wikidata":"https://www.wikidata.org/wiki/Q1879301","display_name":"Noise control","level":3,"score":0.49230000376701355},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.4578999876976013},{"id":"https://openalex.org/C125287762","wikidata":"https://www.wikidata.org/wiki/Q1758948","display_name":"Absorption (acoustics)","level":2,"score":0.44999998807907104},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.426800012588501},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3447999954223633},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.34139999747276306},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.3167000114917755},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.3165999948978424},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.31630000472068787},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3075000047683716},{"id":"https://openalex.org/C114563136","wikidata":"https://www.wikidata.org/wiki/Q19725982","display_name":"Network planning and design","level":2,"score":0.2851000130176544},{"id":"https://openalex.org/C148043351","wikidata":"https://www.wikidata.org/wiki/Q4456944","display_name":"Current (fluid)","level":2,"score":0.2700999975204468}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/qrs-c65679.2025.00100","is_oa":false,"landing_page_url":"https://doi.org/10.1109/qrs-c65679.2025.00100","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 25th International Conference on Software Quality, Reliability, and Security Companion (QRS-C)","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":5,"referenced_works":["https://openalex.org/W3037082846","https://openalex.org/W3130901874","https://openalex.org/W3158710982","https://openalex.org/W3180576418","https://openalex.org/W4212951569"],"related_works":[],"abstract_inverted_index":{"Sound":[0],"absorbers":[1],"have":[2],"attracted":[3],"significant":[4],"attention":[5],"due":[6],"to":[7,83,95,129],"their":[8],"applications":[9],"in":[10,116,124],"architectural":[11],"acoustics":[12],"and":[13,42,67,80,120,144],"noise":[14,145],"control":[15,146],"engineering.":[16],"Current":[17],"absorber":[18],"designs":[19],"primarily":[20],"rely":[21],"on":[22],"computationally":[23],"expensive":[24],"optimization":[25],"algorithms,":[26],"which":[27],"often":[28],"yield":[29],"suboptimal":[30],"solutions.":[31],"While":[32],"deep":[33,131],"learning":[34],"provides":[35],"alternatives,":[36],"challenges":[37],"such":[38],"as":[39,91],"poor":[40],"interpretability":[41],"low":[43],"prediction":[44,64,119],"accuracy":[45,115],"exist.":[46],"To":[47],"address":[48],"these":[49],"limitations,":[50],"we":[51],"propose":[52],"a":[53,68,92,121],"cascaded":[54],"structure-absorption":[55],"neural":[56,132],"network":[57,65,72],"(S-ANN)":[58],"model,":[59],"comprising":[60],"an":[61],"absorption":[62,78,85,108,117],"spectrum":[63,118],"(ASPN)":[66],"structure":[69],"parameter":[70,126],"retrieval":[71],"(SPRN).":[73],"We":[74],"first":[75],"study":[76],"sound":[77],"performance":[79],"design":[81,141],"ASPN":[82,89],"predict":[84],"spectra.":[86],"The":[87],"pre-trained":[88],"serves":[90],"physics-informed":[93],"constraint":[94],"optimize":[96],"SPRN,":[97],"effectively":[98],"resolving":[99],"the":[100,104],"non-uniqueness":[101],"problem":[102],"through":[103],"loss":[105],"evaluation":[106],"of":[107],"spectrum.":[109],"Our":[110],"framework":[111],"achieves":[112],"40%":[113],"higher":[114],"0.05":[122],"reduction":[123],"structural":[125],"error":[127],"compared":[128],"conventional":[130],"network.":[133],"This":[134],"approach":[135],"enables":[136],"robust,":[137],"interpretable":[138],"acoustic":[139],"device":[140],"for":[142],"metamaterials":[143],"systems.":[147]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-31T00:00:00"}
