Machine learning and statistical analysis for biomass torrefaction: A review

K Manatura, B Chalermsinsuwan… - Bioresource …, 2023 - Elsevier
Torrefaction is a remarkable technology in biomass-to-energy. However, biomass has
several disadvantages, including hydrophilic properties, higher moisture, lower heating …

[HTML][HTML] Forecast of the higher heating value in biomass torrefaction by means of machine learning techniques

PJG Nieto, E García–Gonzalo, FS Lasheras… - … of Computational and …, 2019 - Elsevier
Torrefaction of biomass can be explained as a mild type of pyrolysis at temperatures usually
ranging between 200 and 300° C in lack of oxygen. Torrefaction of biomass enhances …

Machine learning application to predict yields of solid products from biomass torrefaction

T Onsree, N Tippayawong - Renewable Energy, 2021 - Elsevier
Abstract Machine learning was used to develop a model that had the capability to predict
yields of solid products from biomass torrefaction using input features of biomass properties …

Predictive modelling of the higher heating value in biomass torrefaction for the energy treatment process using machine-learning techniques

PJ García Nieto, E García-Gonzalo… - Neural Computing and …, 2019 - Springer
Torrefaction of biomass can be described as a mild form of pyrolysis at temperatures
typically ranging between 200 and 300° C in the absence of oxygen. Common biomass …

[HTML][HTML] Future perspectives of biomass torrefaction: Review of the current state-of-the-art and research development

JMC Ribeiro, R Godina, JCO Matias, LJR Nunes - Sustainability, 2018 - mdpi.com
The growing search for alternative energy sources is not only due to the present shortage of
non-renewable energy sources, but also due to their negative environmental impacts …

Biomass torrefaction: An overview of process and technology assessment based on global readiness level

KB Kota, S Shenbagaraj, PK Sharma, AK Sharma… - Fuel, 2022 - Elsevier
Biomass is a potential renewable energy source as it is abundantly available and does not
cost much. However, some property characteristics, such as high moisture content, low …

A comprehensive overview of the continuous torrefaction method: Operational characteristics, applications, and challenges

A Javanmard, MFA Patah, A Zulhelmi… - Journal of the Energy …, 2023 - Elsevier
Throughout the history, the whole world have been concerned with the supply of energy and
fuel. Today, technological advancements and the depletion of fossil fuel reserves have …

[PDF][PDF] A comprehensive review on biomass torrefaction

DR Nhuchhen, P Basu, B Acharya - Int. J. Renew. Energy Biofuels, 2014 - academia.edu
Biomass is a versatile energy resource that could be used as a sustainable energy resource
in solid, liquid and gaseous form of energy sources. Torrefaction is an emerging thermal …

Biomass torrefaction technology: Techno-economic status and future prospects

B Batidzirai, APR Mignot, WB Schakel, HM Junginger… - Energy, 2013 - Elsevier
Torrefaction is a promising bioenergy pre-treatment technology, with potential to make a
major contribution to the commodification of biomass. However, there is limited scientific …

Insight into torrefaction of woody biomass: Kinetic modeling using pattern search method

H Duan, Z Zhang, MM Rahman, X Guo, X Zhang, J Cai - Energy, 2020 - Elsevier
Torrefaction aroused as a promising pretreatment technique that can improve the fuel
properties and thermochemical conversion performance of biomass. The kinetics of biomass …