[PDF][PDF] Machine learning application to fault diagnosis of diesel engines using audio signals

BF Junqueira, RPV Violato, FO Simões, B Tuleski - pdf.blucher.com.br
The present work aims to analyze machine learning techniques applied to pattern
recognition of diesel engines audio files captured with a smartphone. Audio samples from 3 …

[HTML][HTML] Classification of Engine Type of Vehicle Based on Audio Signal as a Source of Identification

M Materlak, E Majda-Zdancewicz - Electronics, 2023 - mdpi.com
In this work, a combination of signal processing and machine learning techniques is applied
for petrol and diesel engine identification based on engine sound. The research utilized real …

Frequency based Audio Classification for Preventive Maintenance in Automobile Engines

S Juliet, K Ezra, M Palmer - 2023 First International …, 2023 - ieeexplore.ieee.org
Preventive maintenance is carried out in order to prevent sudden breakdowns and to
enhance the life of the engine. This paper presents a method of preventive maintenance …

Fault Detection and Classification in Automobile Engine Based on Its Audio Signature Using Support Vector Machine

J Kumar, S Sharma, AK Bharti - ICCCE 2021: Proceedings of the 4th …, 2022 - Springer
Numerous attempts have been made in recent years for detecting various faults in an
automobile engine. The aim of developing this technique is to detecting the faulty engine …

Analysis of Portable System for Sound Acquisition of Vehicles Powered by Internal Combustion Engines

M Milivojčević, E Kisić, D Ćirić - Facta Universitatis, Series …, 2023 - casopisi.junis.ni.ac.rs
In this paper a portable system for acquisition of sound generated by passenger vehicles
powered by internal combustion engines is described and analyzed. The acquisition system …

DIAGNOSIS OF MARINE DIESEL ENGINE FAULTS BY PATTERN RECOGNITION OF ACOUSTIC SOUND

T Hikima, T Katagie - 1993 - trid.trb.org
The fact that 50-90% of faults in marine diesel engines in the MO classification ship
(unmanned ship) are detected by the crew, implies that human hearing plays a crucial role …

Automatic petrol and diesel engine sound identification based on machine learning approaches

H Frederick, A Winda, MI Solihin - E3S Web of Conferences, 2019 - e3s-conferences.org
Petrol and diesel engine have a significantly different way to convert chemical energy into
mechanical energy. In this work, the intelligent system approach is used to automatically …

Engine misfire detection with pervasive mobile audio

J Siegel, S Kumar, I Ehrenberg, S Sarma - Machine Learning and …, 2016 - Springer
We address the problem of detecting whether an engine is misfiring by using machine
learning techniques on transformed audio data collected from a smartphone. We recorded …

Classification of faults in motorcycles using signal processing and artificial intelligent techniques

T Jayasree - shodhganga.inflibnet.ac.in
Motorcycle market is getting richer all over the world for its better mileage, smaller in size,
lighter weight, less number of cylinder, less fuel consumption, style, modernization …

[HTML][HTML] Faulty voice diagnosis of automotive gearbox based on acoustic feature extraction and classification technique

MK Singh, S Kumar, D Nandan - Journal of Engineering Research, 2023 - Elsevier
This research work objectives to establish a systematic approach to automobile gearbox
defect diagnostics by acquiring the acoustic feature from their faulty sound information using …