Modeling, diagnostics, optimization, and control of internal combustion engines via modern machine learning techniques: A review and future directions

M Aliramezani, CR Koch, M Shahbakhti - Progress in Energy and …, 2022 - Elsevier
A critical review of the existing Internal Combustion Engine (ICE) modeling, optimization,
diagnosis, and control challenges and the promising state-of-the-art Machine Learning (ML) …

A survey on diagnostic methods for automotive engines

J Mohammadpour, M Franchek… - International Journal of …, 2012 - journals.sagepub.com
Faults affecting automotive engines can potentially lead to increased emissions, increased
fuel consumption, or engine damage. These negative impacts may be prevented or at least …

The frequency analysis of the crankshaft's speed variation: a reliable tool for diesel engine diagnosis

D Taraza, NA Henein, W Bryzik - J. Eng. Gas …, 2001 - asmedigitalcollection.asme.org
The speed variation of the crankshaft may be easily and accurately measured using a shaft
encoder and counting the pulses of the internal clock of the data acquisition system. If the …

Identification of the dynamic operating envelope of HCCI engines using class imbalance learning

VM Janakiraman, XL Nguyen… - IEEE transactions on …, 2014 - ieeexplore.ieee.org
Homogeneous charge compression ignition (HCCI) is a futuristic automotive engine
technology that can significantly improve fuel economy and reduce emissions. HCCI engine …

Misfire detection of diesel engine based on convolutional neural networks

P Zhang, W Gao, Y Li, Y Wang - Proceedings of the …, 2021 - journals.sagepub.com
With the ever-stringent vehicles exhaust emission standard and higher requirements on on-
board diagnostic technology, the importance of misfire detection in vehicle emission control …

Combustion indexes for innovative combustion control

V Ravaglioli, F Ponti, M De Cesare, F Stola… - … International Journal of …, 2017 - JSTOR
The continuous development of modern Internal Combustion Engine (ICE) management
systems is mainly aimed at combustion control improvement. Nowadays, performing an …

Towards the development of the in-cylinder pressure measurement based on the strain gauge technique for internal combustion engines

R Amirante, C Casavola, E Distaso, P Tamburrano - 2015 - sae.org
A simple, cheap and effective way of measuring the pressure inside the cylinders of internal
combustion engines is proposed in this paper. It is well known that the in-cylinder pressure …

Misfire and compression fault detection through the energy model

FV Tinaut, A Melgar, H Laget, JI Domínguez - Mechanical Systems and …, 2007 - Elsevier
This article proposes a simple algorithm for misfire detection in reciprocating engines. The
algorithm, based on an energy model of the engine, requires the measurement of the …

A hybrid approach to failure diagnosis of industrial systems

M Sampath - Proceedings of the 2001 American Control …, 2001 - ieeexplore.ieee.org
This paper presents a hybrid approach to failure diagnosis that integrates the qualitative
discrete event systems diagnostic methodology with quantitative analysis based techniques …

Engine torque nonuniformity evaluation using instantaneous crankshaft speed signal

N Cavina, F Ponti - J. Eng. Gas Turbines Power, 2003 - asmedigitalcollection.asme.org
The paper presents the development of a methodology for evaluating the torque
nonuniformity between the various cylinders of an internal combustion engine (ICE). This …