Unlocking the potential of transesterification catalysts for biodiesel production through machine learning approach

Sukpancharoen, Somboon; Katongtung, Tossapon; Rattanachoung, Nopporn; Tippayawong, Nakorn

doi:10.1016/j.biortech.2023.128961

Cited by 17 publications

(3 citation statements)

References 43 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…The production of biodiesel involves chemical reactions, among which the transesterification reaction is one of the most commonly used methods in laboratory and industrial production. This process utilizes methanol, promoted by a catalyst, to convert free fatty acids (FFA), oil, or fats into corresponding proportions of fatty acid methyl esters (FAME) [28,29]. The principle of the transesterification process is shown in Figure 2.…”

Section: Production Methods and Processes Of Castor Biodieselmentioning

confidence: 99%

The Effect of Different Mixing Proportions and Different Operating Conditions of Biodiesel Blended Fuel on Emissions and Performance of Compression Ignition Engines

Zheng,

Cho

2024

Energies

View full text Add to dashboard Cite

Faced with the depletion of fossil fuels and increasingly serious environmental pollution, finding an environmentally friendly renewable alternative fuel has become one of the current research focuses. In order to find new alternative fuels, reduce dependence on fossil fuels, improve air quality, and promote sustainable development goals, castor biodiesel was produced through transesterification, and mixed with diesel in a certain proportion. The engine performance and emissions were compared and analyzed under fixed load and different speeds of agricultural diesel engines. Biofuel, as a fuel containing oxygen, promotes complete combustion to a certain extent. As the proportion of castor biodiesel in the mixed fuel increases, the emissions of pollutants such as CO, HC, and smoke show a decreasing trend. The lowest CO, HC, and smoke emissions were observed in the B80 blend at 1800 rpm, at 0.3%, 23 ppm, and 3%, respectively. On the contrary, the CO2 and NOx emissions of the B80 blend are higher than those of 2.7 diesel, reaching 2.5% and 332 ppm respectively at 1800 rpm. The lower calorific value and higher viscosity of biodiesel result in a decrease in BTE and an increase in the BSFC of the blends. Higher combustion temperatures at high speeds promote oxidation reactions, resulting in reduced HC, CO, and smoke emissions, but increased CO2 and NOx emissions. At high speeds, fuel consumption increases, BSFC increases, and BTE decreases. Overall, castor biodiesel has similar physical and chemical properties to diesel and can be mixed with diesel in a certain proportion for use in CI engines, making it an excellent alternative fuel.

show abstract

Section: Production Methods and Processes Of Castor Biodieselmentioning

confidence: 99%

The Effect of Different Mixing Proportions and Different Operating Conditions of Biodiesel Blended Fuel on Emissions and Performance of Compression Ignition Engines

Zheng,

Cho

2024

Energies

View full text Add to dashboard Cite

show abstract

“…Further, a robust system estimation minimizes experiments within the set boundary conditions. In recent years there has been an efficient use of data-driven machine learning (ML) models in biodiesel production [9][10][11]. This short review paper presents basics of biodiesel production parametric studies, followed by state of use of machine learning algorithms in biodiesel research.…”

Section: Original Articlementioning

confidence: 99%

pplication of Supervised Machine Learning Models in Biodiesel Production Research - A Short Review

2024

BJoST

View full text Add to dashboard Cite

“…The material produced in this work can undergo a catalyzed transesterification reaction 26,27 so that the cured resin can continue to transesterify when the temperature exceeds the topology freezing transition temperature of the material. 28,29 This demonstrates that the material has the potential for physical recycling.…”

Section: Introductionmentioning

confidence: 99%

An anhydride -cured degradable epoxy insulating material exhibiting recyclability, reusability, and excellent electrical performance

Wu,

Hu,

Lin

et al. 2024

Green Chem.

View full text Add to dashboard Cite

show abstract

Unlocking the potential of transesterification catalysts for biodiesel production through machine learning approach

Cited by 17 publications

References 43 publications

The Effect of Different Mixing Proportions and Different Operating Conditions of Biodiesel Blended Fuel on Emissions and Performance of Compression Ignition Engines

The Effect of Different Mixing Proportions and Different Operating Conditions of Biodiesel Blended Fuel on Emissions and Performance of Compression Ignition Engines

pplication of Supervised Machine Learning Models in Biodiesel Production Research - A Short Review

An anhydride -cured degradable epoxy insulating material exhibiting recyclability, reusability, and excellent electrical performance

Contact Info

Product

Resources

About