Machine learning technology in biodiesel research: A review

M Aghbashlo, W Peng, M Tabatabaei… - Progress in Energy and …, 2021 - Elsevier
Biodiesel has the potential to significantly contribute to making transportation fuels more
sustainable. Due to the complexity and nonlinearity of processes for biodiesel production …

A comprehensive review on properties of edible and non-edible vegetable oil-based biodiesel: composition, specifications and prediction models

B Sajjadi, AAA Raman, H Arandiyan - Renewable and Sustainable Energy …, 2016 - Elsevier
In recent decades, the concern over depletion of the world׳ s petroleum reserves and
environmental pollution has increased the demand to develop a renewable and …

The production of biodiesel from safflower (Carthamus tinctorius L.) oil as a potential feedstock and its usage in compression ignition engine: A comprehensive review

MK Yesilyurt, C Cesur, V Aslan, Z Yilbasi - Renewable and Sustainable …, 2020 - Elsevier
Nowadays, energy consumption is progressively boosting in all sectors because of the rising
in population and enhancing lifestyle. The dependency over fossil-based fuels has been …

A critical review on available models to predict engine fuel properties of biodiesel

KR Bukkarapu, A Krishnasamy - Renewable and Sustainable Energy …, 2022 - Elsevier
The engine fuel properties of biodiesel are required for fuel quality assessment, spray and
combustion modelling studies and engine optimization studies. Experimental measurement …

Improved prediction of higher heating value of biomass using an artificial neural network model based on proximate analysis

H Uzun, Z Yıldız, JL Goldfarb, S Ceylan - Bioresource Technology, 2017 - Elsevier
As biomass becomes more integrated into our energy feedstocks, the ability to predict its
combustion enthalpies from routine data such as carbon, ash, and moisture content enables …

Experimental evaluation over the effects of natural antioxidants on oxidation stability of binary biodiesel blend

N Jeyakumar, Z Huang… - … Journal of Energy …, 2022 - Wiley Online Library
Prolonged storage of biodiesel leads to deterioration of fuel properties and its usage in
engines results in drop‐in performance characteristics. The present study deals with the …

Prediction of biodiesel physico-chemical properties from its fatty acid composition using genetic programming

D Alviso, G Artana, T Duriez - Fuel, 2020 - Elsevier
This paper presents regression analysis of biodiesel physico-chemical properties as a
function of fatty acid composition using an experimental database. The study is done by …

Exact estimation of biodiesel cetane number (CN) from its fatty acid methyl esters (FAMEs) profile using partial least square (PLS) adapted by artificial neural network …

S Hosseinpour, M Aghbashlo, M Tabatabaei… - Energy Conversion and …, 2016 - Elsevier
Cetane number (CN) is among the most important properties of biodiesel because it
quantifies combustion speed or in better words, ignition quality. Experimental measurement …

Fatty acid methyl ester (FAME) composition used for estimation of biodiesel cetane number employing random forest and artificial neural networks: a new approach

SMR Miraboutalebi, P Kazemi, P Bahrami - Fuel, 2016 - Elsevier
Cetane Number (CN) is the property used to evaluate the quality of biodiesels. The CN is
mainly affected by the Fatty Acids Methyl Ester (FAME) composition of the biodiesel. The …

[HTML][HTML] Enhancing oxidative stability of biodiesel using fruit peel waste extracts blend: Comparison of predictive modelling via RSM and ANN techniques

U Bello, NA Amran, MSH Ruslan, EH Yáñez… - Results in …, 2024 - Elsevier
This work harnessed the potentials of banana, mango, and palm fruit peels as green
sources of natural antioxidants whose liquid extracts were recovered via supercritical fluid …