Novel deep learning-based optimization framework for the classification of respiratory diseases using lung sound analysis.
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| Title: | Novel deep learning-based optimization framework for the classification of respiratory diseases using lung sound analysis. |
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| Authors: | Ayappan G; Department of Electronics and Communication Engineering, Sri Venkateswara College of Engineering, Sriperumbudur, 602117, India. ayappan01@gmail.com., Sumathi S; Department of Electronics and Communication Engineering Velammal Engineering College, Chennai, 600066, India., Mani V; Department of Computer Science and Engineering, SRM Institute of Science and Technology, Tiruchirapalli, 621105, India., Jebarani PE; Department of Computer Science, Dr NGP Arts and Science College, Coimbatore, 641048, India. |
| Source: | Scientific reports [Sci Rep] 2026 Apr 06; Vol. 16 (1). Date of Electronic Publication: 2026 Apr 06. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| ISSN: | 2045-2322 |
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| DOI: | 10.1038/s41598-026-44936-0 |
