Machine learning to predict the production of bio-oil, biogas, and biochar by pyrolysis of biomass: a review

K Khandelwal, S Nanda, AK Dalai - Environmental Chemistry Letters, 2024 - Springer
The world energy consumption has increased by+ 195% since 1970 with more than 80% of
the energy mix originating from fossil fuels, thus leading to pollution and global warming …

Harnessing biomass energy: Advancements through machine learning and AI applications for sustainability and efficiency

D Balakrishnan, P Sharma, BJ Bora, N Dizge - Process Safety and …, 2024 - Elsevier
This in-depth examination explores the pioneering potential revealed by the convergence of
Machine Learning (ML) and Artificial Intelligence (AI) in the biomass energy sector. Biomass …

Insight into pyrolysis kinetics of lignocellulosic biomass: isoconversional kinetic analysis by the modified friedman method

L Luo, X Guo, Z Zhang, M Chai, MM Rahman… - Energy & …, 2020 - ACS Publications
Isoconversional methods are commonly used to process the thermogravimetric analysis
(TGA) data and to simultaneously obtain the effective activation energies for lignocellulosic …

Clean recovery of phenolic compounds, pyro-gasification thermokinetics, and bioenergy potential of spent agro-industrial bio-wastes

A Fernandez, P Sette, M Echegaray, J Soria… - Biomass Conversion …, 2023 - Springer
The sequential process of polyphenol extraction from agro-industrial bio-wastes and
pyrolysis/gasification of the residual solid fraction (RSF) constitutes an upgrading of the bio …

Kinetic analysis and thermodynamics properties of air/steam gasification of agricultural waste

A Fernandez, LR Ortiz, D Asensio, R Rodriguez… - Journal of …, 2020 - Elsevier
The air/steam gasification of wood sawdust (SD), plum and olive pits (PP, OP) bio-wastes
was studied using macro-thermogravimetric analysis at three heating rates (5, 10, 15 K/min) …

Pyrolytic degradation of peanut shell: Activation energy dependence on the conversion

E Torres-García, LF Ramírez-Verduzco, J Aburto - Waste management, 2020 - Elsevier
This study focuses on the thermo-kinetic analysis of solid peanut shell waste, through
dependence of the activation energy with the conversion degree. Three model-free kinetics …

A characteristic-based decision tree approach for sustainable energy applications of biomass residues from two major classes

A Anand, S Gautam, LC Ram - Fuel, 2023 - Elsevier
The characteristic potential of biomass residues from two major classes for sustainable
energy applications has been critically evaluated. These include sheesham wood dust …

Kinetic, thermodynamic and artificial neural network prediction studies on co-pyrolysis of the agricultural waste and algae

Q Wang, R Wang, Z Li, Y Zhao, Q Cao, F Han, Y Gao - Renewable Energy, 2024 - Elsevier
The thermal decomposition behaviors of Maize straw (MS), algae (AL), and their blends
were studied in a thermogravimetric analyzer to evaluate the bio-energy potential in this …

Evaluation of orange and potato peels as an energy source: a comprehensive study on their pyrolysis characteristics and kinetics

K Açıkalın - Biomass Conversion and Biorefinery, 2022 - Springer
The orange and potato peels can be evaluated as raw materials in pyrolysis process to
produce sustainable fuels and chemicals. The present study focuses on determining …