Modeling and simulation of the thermodynamic cycle of the Diesel Engine using Neural Networks

Rida, Ali; Nahim, Hassan Moussa; Younès, Rafic; Shraim, Hassan; Ouladsine, Mustapha

doi:10.1016/j.ifacol.2016.07.037

Cited by 10 publications

(3 citation statements)

References 14 publications

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“…The optimum solution has been selected by minimizing the root mean square error 15 (RMSE), given by Eq.1. Indeed, various studies have been shown that the application of ANN method in engine performance consists of optimal configurations consisting of using one to two hidden layers whose number of neurons in each layer does not exceed ten [43][44][45]54]. Where :…”

Section: Figure 2 Flowchart Of the Design And Optimization Of The Ann...mentioning

confidence: 99%

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Micro-combined heat and power using dual fuel engine and biogas from discontinuous anaerobic digestion

Akkouche

Loubar

Nepveu

et al. 2020

Energy Conversion and Management

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Section: Figure 2 Flowchart Of the Design And Optimization Of The Ann...mentioning

confidence: 99%

“…Several studies have been conducted on diesel engine performance and/or emissions modeling using neural network models [39,[43][44][45]. Others have also used this method for performance modeling and emission characteristics, and even the elaboration of the operational maps for engines operating with biodiesel blends [46][47][48].…”

Section: Introductionmentioning

confidence: 99%

Micro-combined heat and power using dual fuel engine and biogas from discontinuous anaerobic digestion

Akkouche

Loubar

Nepveu

et al. 2020

Energy Conversion and Management

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“…14,15 The fuel and in-cylinder gas thermodynamic properties are used in most aspects of diesel engine simulation modeling, in particular the engine combustion process investigation, 16,17 such as optimal exergy-based control of diesel engines, 18 thermalhydraulic modeling and analysis, 19 and modeling and simulation of the diesel engine thermal cycle. 20 The thermodynamic properties of the gas have also been used to predict the knocking of a diesel engine. 21 Natural gas engines are recently the most popular substitution for conventional diesel engines, in particular for marine applications.…”

Section: Introductionmentioning

confidence: 99%

Modeling of Thermodynamic Properties of Diesel Fuel and In-Cylinder Gas for Diesel Engine Combustion Investigation

Ding

Xiang

et al. 2018

Energy Fuels

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The study of the thermodynamic properties of engine fuels and the in-cylinder gas is involved in the analysis of chemical compound reaction and the thermodynamic analysis of fuel and gas, which is quite important in engine combustion investigations because the fuel chemical energy converts into internal work energy during this stage. Although the research on the thermodynamic properties of fuel and in-cylinder gas has lasted a few decades, with the development of new fuel types, developing general models with sufficient accuracy to calculate the fuel and in-cylinder gas thermodynamic properties for engines remains a challenge. This paper presents a model to calculate the diesel fuel and in-cylinder gas thermodynamic properties based on the mixture composition theory and considering the diesel fuel and in-cylinder gas mixtures in terms of the chemical reaction fundamentals. The diesel fuel and in-cylinder gas thermodynamic property modeling approach for the combustion investigation is then applied in the heat-release calculation model of a marine diesel engine, which is validated by experimental research on heat release. According to the simulation and experimental results, when considering that the diesel fuel and in-cylinder gas thermodynamic properties are affected by the in-cylinder temperature, fuel type, and air excess ratio, the engine combustion simulation results in predictions that are more accurate than those when setting the values constant. This paper provides a general approach for the investigation and application of engine fuels and in-cylinder gas thermodynamic properties, in particular for new fuel substitution in engines.

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Comparative performance and emissions assessments of a single-cylinder diesel engine using artificial neural network and thermodynamic simulation

Castresana¹,

Gabiña²,

Martín

et al. 2021

Applied Thermal Engineering

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Modeling and simulation of the thermodynamic cycle of the Diesel Engine using Neural Networks

Cited by 10 publications

References 14 publications

Micro-combined heat and power using dual fuel engine and biogas from discontinuous anaerobic digestion

Micro-combined heat and power using dual fuel engine and biogas from discontinuous anaerobic digestion

Modeling of Thermodynamic Properties of Diesel Fuel and In-Cylinder Gas for Diesel Engine Combustion Investigation

Comparative performance and emissions assessments of a single-cylinder diesel engine using artificial neural network and thermodynamic simulation

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