A Novel Approach to Railway Track Faults Detection Using Acoustic Analysis

A Novel Approach to Railway Track Faults Detection Using Acoustic Analysis

Regular inspection of railway track health is crucial for maintaining safe and reliable train operations. Factors, such as cracks, ballast issues, rail discontinuity, loose nuts and bolts, burnt wheels, superelevation, and misalignment developed on the rails due to non-maintenance, pre-emptive inves...

Full description

Bibliographic Details
Main Authors:	Rahman Shafique, Hafeez-Ur-Rehman Siddiqui, Furqan Rustam, Saleem Ullah, Muhammad Abubakar Siddique, Ernesto Lee, Imran Ashraf, Sandra Dudley
Format:	Article
Language:	English
Published:	MDPI AG 2021-09-01
Series:	Sensors
Subjects:	railway track inspection acoustic signals analysis railway track cracks detection machine learning deep convolution neural networks logistic regression
Online Access:	https://www.mdpi.com/1424-8220/21/18/6221

Similar Items

Railway Track Inspection Using Deep Learning Based on Audio to Spectrogram Conversion: An on-the-Fly Approach
by: Muhammad Shadab Alam Hashmi, et al.
Published: (2022-03-01)

Railway Track Fault Detection Using Selective MFCC Features from Acoustic Data
by: Furqan Rustam, et al.
Published: (2023-08-01)

Transverse strength of railway tracks: part 1. Planning and experimental setup
by: Antonio De Iorio, et al.
Published: (2014-09-01)

The Influence of Seasonal Effects on Railway Vertical Track Modulus
by: Antonio Merheb, et al.
Published: (2024-07-01)

RAILWAY TRACK REPRESENTATION IN MATHEMATICAL MODEL OF VEHICLES MOVEMENT
by: M. B. Kurhan, et al.
Published: (2017-12-01)

THE PRECISION SHOOTING PLAN OF RAILWAY TRACKS AND WAYS OF ITS IMPROVEMENT
by: I. P. Korzhenevych
Published: (2009-03-01)

Testing of Railway Equipment for the Impact on the Track and Turnouts
by: Seidulla Abdullayev, et al.
Published: (2024-04-01)

Detection of damaged supports under railway track based on frequency shift
by: Wang, Longqi, et al.
Published: (2017)

State-of-the-Art Review of Ground Penetrating Radar (GPR) Applications for Railway Ballast Inspection
by: Shilei Wang, et al.
Published: (2022-03-01)

IoT Based Railway Track Faults Detection and Localization Using Acoustic Analysis
by: Hafeez Ur Rehman Siddiqui, et al.
Published: (2022-01-01)

Finding Well-Coupled Optical Fiber Locations for Railway Monitoring Using Distributed Acoustic Sensing
by: Felipe Muñoz, et al.
Published: (2023-07-01)

Performance Evaluation of Track Curvature Sensor for Curvature Estimation in a Curved Section of Railway Tracks
by: Hyun Moo Hur, et al.
Published: (2022-05-01)

Railway noise and vibration: Current European legislation and research and measurements on Serbian railway
by: Tomičić-Torlaković Mirjana, et al.
Published: (2010-01-01)

Documenting and Analyzing the Harmful Impacts of The Seasonal Floods in Upper Egypt on Qena-Safaga Railway Track Infrastructure
by: Tarek S Abuzeid, et al.
Published: (2022-11-01)

Railway Track and Vehicle Onboard Monitoring: A Review
by: Peinado Gonzalo Alfredo, et al.
Published: (2023-01-01)

Drive-by Methodologies Applied to Railway Infrastructure Subsystems: A Literature Review—Part I: Bridges and Viaducts
by: Edson F. Souza, et al.
Published: (2023-06-01)

Drive-by Methodologies Applied to Railway Infrastructure Subsystems: A Literature Review—Part II: Track and Vehicle
by: Cássio Bragança, et al.
Published: (2023-06-01)

Influence of the Condition of the Railway Superstructure on Traffic Noise on the Regional Line
by: Pultznerová Alžbeta, et al.
Published: (2022-12-01)

VERIFICATION OF A TRAIN ON RAILWAY TRACK SIMULATION AND OPTIMIZATION SYSTEM
by: Adam MAŃKA, et al.
Published: (2023-09-01)

Prospective approaches to predictive modeling of degradation processes of track superstructure elements and its application in creating digital twins
by: O. A. Syslov, et al.
Published: (2021-10-01)

Monitoring of the Track Geometry Quality Around the Portals of New Tunnel Construction Turecky Vrch - Preliminary Results
by: Libor Izvolt, et al.
Published: (2014-12-01)

Traffic and Technological Parameters of the Gradec- Sveti !van Zabno Railway Line
by: Antun Stipetić, et al.
Published: (2012-10-01)

THE ESTABLISHMENT OF A RATIONAL SEQUENCE OF THE SPEED RESTRICTIONS ELIMINATION CAUSED BY THE RAILWAY STATUS
by: M. B. Kurhan, et al.
Published: (2008-12-01)

Investigation of the Causes of Railway Track Gauge Narrowing
by: Péter Bocz, et al.
Published: (2023-08-01)

Basic provisions for the design of the roadbed for high-speed railway lines
by: P. I. Dydyshko, et al.
Published: (2017-12-01)

Full-Scale Field Experimental Investigation on the Intended Irregularity of CWR Track in Vertical Plane
by: Włodzimierz Andrzej Bednarek
Published: (2021-11-01)

Modeling Geomagnetic Interference on Railway Signaling Track Circuits
by: D. H. Boteler
Published: (2021-01-01)

THE PLAN OF THE RAILWAY TRACK, THE PROBLEM OF ITS CAPTURE, CALCULATION AND IMPLEMENTATION
by: I. P. Korzhenevych, et al.
Published: (2010-03-01)

Wheel Flats in the Dynamic Behavior of Ballasted and Slab Railway Tracks
by: Cecilia Vale
Published: (2021-08-01)

Seedling growth of <i>Adenanthera pavonina</i> L. in polluted soils of Karachi railway track
by: Zia-Ur-Rehman Farooqi, et al.
Published: (2016-07-01)

Stresses in Saturated and Unsaturated Subgrade Layer Induced by Railway Track Vibration
by: Mohammed Y. Fattah, et al.
Published: (2024-03-01)

Experimental and numerical settlement analysis of railway track over geogrid reinforced ballast
by: Mohammed Y. Fattah, et al.
Published: (2024-06-01)

Safety analysis of a railway car under the periodic excitation from the track
by: G.F.M. dos Santos, et al.
Published: (2016-12-01)

Optimisation of Transition Areas between Ballastless Track and Ballasted Track in the Area of the Tunnel Turecky Vrch
by: Libor Izvolt, et al.
Published: (2018-09-01)

Configuration of the Geometric State of Railway Tracks in the Sustainability Development of Electrified Traction Systems
by: Arkadiusz Kampczyk, et al.
Published: (2023-03-01)

Kajian Pola Operasi Jalur Ganda Kereta Api Muara Enim - Lahat
by: Dian Setiawan M
Published: (2016-12-01)

Influence of the Track Model in the Simulation of the Vertical Vibration Behaviour of the Railway Vehicle Carbody
by: Izabela Apostol Ioana, et al.
Published: (2024-12-01)

Nondestructive Detection of Gaps between Railway Track Slabs and Soil Foundation Using Leaked Air Waves
by: Seongbaek Park, et al.
Published: (2020-05-01)

Verification of Satellite Railway Track Position Measurements Making Use of Standard Coordinate Determination Techniques
by: Jacek Szmagliński, et al.
Published: (2022-04-01)

Monitoring and Expertise of Sections with a Sudden Change in Railway Track Stiffness—Transition Zones of Bridges
by: Stanislav Hodas, et al.
Published: (2023-08-01)