Hydraulic brake fault detection from acoustic signals using frequency domain filter bank integrated deep learning framework

Brake failure is a critical safety issue in the automotive industry, often resulting from mechanical wear, hydraulic malfunctions, or electronic failure. Common causes include brake fluid leakage, worn-out brake pads, and damaged brake lines, exacerbated by poor maintenance and ignored warning signs...

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Bibliographic Details

Published in:	Cogent Engineering
Main Authors:	Saumye Saran Das, Raushan Kumar, Manas Ranjan Prusty, Tapan K. Mahanta, Subhra Rani Patra
Format:	Article
Language:	English
Published:	Taylor & Francis Group 2025-12-01
Subjects:	Hydraulic disc brake system multi-class brake sound frequency domain filter bank mel-spectrogram deep sequential models Mechanical Engineering
Online Access:	https://www.tandfonline.com/doi/10.1080/23311916.2025.2549368