{"id":8517,"date":"2024-08-29T09:19:16","date_gmt":"2024-08-29T07:19:16","guid":{"rendered":"https:\/\/ims.si\/research-paper-internoise-2024\/"},"modified":"2026-03-30T14:19:10","modified_gmt":"2026-03-30T12:19:10","slug":"research-paper-internoise","status":"publish","type":"post","link":"https:\/\/ims.si\/en\/research-paper-internoise\/","title":{"rendered":"Research paper Internoise"},"content":{"rendered":"\n

We are publishing a research paper titled “Comparative Analysis of CNN and TNN Models in Environmental Noise Sources,” which our team presented at the Internoise conference in Nantes.<\/p>\n\n

This paper presents a focused examination of the challenges associated with environmental noise, particularly in urban settings where the amalgamation of various sound sources complicates the task of noise classification.<\/p>\n\n

Traditional methodologies, while effective in capturing level exceedance, fall short in addressing the nuanced requirements of noise source identification. <\/p>\n\n

With the emergence of IoT Noise Monitoring Terminals we have seen a pivotal shift from conventional manual auditory analysis methods to more sophisticated, data-driven approaches.<\/p>\n\n

The objective of this paper aims to compare the efficacy of TNN\u2019s, specifically the adaptation of the AST model, against the previously favored CNN architecture.<\/p>\n\n

The UrbanSound8K dataset was used for both the CNN and the TNN.<\/p>\n\n

Read the full research paper at the link below.<\/p>\n\n

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Read research paper<\/a><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

This paper presents a focused examination of the challenges associated with environmental noise, particularly in urban settings where the amalgamation of various sound sources complicates the task of noise classification.<\/p>\n","protected":false},"author":2,"featured_media":8528,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[240],"tags":[478,1074,1075,1078,1062,581,398,1059,1060,1061,284,285,1076,1077,479,286],"class_list":["post-8517","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sound-and-vibration","tag-acoustics","tag-ast","tag-cnn","tag-comparative-analysis-of-cnn-and-tnn-models","tag-conference","tag-environmental-noise","tag-innovation","tag-internoise","tag-internoise-2024","tag-internoise-conference","tag-noise","tag-sound","tag-tnn","tag-urban-sound-8k","tag-vibration","tag-vibrations"],"_links":{"self":[{"href":"https:\/\/ims.si\/en\/wp-json\/wp\/v2\/posts\/8517","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ims.si\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ims.si\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ims.si\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/ims.si\/en\/wp-json\/wp\/v2\/comments?post=8517"}],"version-history":[{"count":2,"href":"https:\/\/ims.si\/en\/wp-json\/wp\/v2\/posts\/8517\/revisions"}],"predecessor-version":[{"id":8553,"href":"https:\/\/ims.si\/en\/wp-json\/wp\/v2\/posts\/8517\/revisions\/8553"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ims.si\/en\/wp-json\/wp\/v2\/media\/8528"}],"wp:attachment":[{"href":"https:\/\/ims.si\/en\/wp-json\/wp\/v2\/media?parent=8517"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ims.si\/en\/wp-json\/wp\/v2\/categories?post=8517"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ims.si\/en\/wp-json\/wp\/v2\/tags?post=8517"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}