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

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
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
Series:Cogent Engineering
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
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https://www.tandfonline.com/doi/10.1080/23311916.2025.2549368

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