Machine learning prediction and optimization of bio-oil production from hydrothermal liquefaction of algae

Optimization of hydrothermal liquefaction process through machine learning approach: process conditions and oil yield

(2021) Punniyakotti Varadharajan Gopirajan et al.   Biomass Conversion and Biorefinery

Effect of biomass type and pyrolysis temperature on nitrogen in biochar, and the comparison with hydrochar

(2021) Siyu Xu et al.   FUEL

Valorization of the aqueous phase produced from wet and dry thermochemical processing biomass: A review

(2021) Lijian Leng et al.   JOURNAL OF CLEANER PRODUCTION

A hybrid data-driven and mechanistic modelling approach for hydrothermal gasification

(2021) Jie Li et al.   APPLIED ENERGY

Machine learning aided supercritical water gasification for H2-rich syngas production with process optimization and catalyst screening

(2021) Jie Li et al.   CHEMICAL ENGINEERING JOURNAL

Machine learning aided bio-oil production with high energy recovery and low nitrogen content from hydrothermal liquefaction of biomass with experiment verification

(2021) Jie Li et al.   CHEMICAL ENGINEERING JOURNAL

Fast and Isothermal Hydrothermal Liquefaction of Polysaccharide Feedstocks

(2020) Akhila Gollakota et al.   ACS Sustainable Chemistry & Engineering

Algal biorefinery to value-added products by using combined processes based on thermochemical conversion: A review

(2020) Liangliang Fan et al.   Algal Research-Biomass Biofuels and Bioproducts

Fuel properties of hydrochar and pyrochar: Prediction and exploration with machine learning

(2020) Jie Li et al.   APPLIED ENERGY

Prediction of Bio-oil Yield and Hydrogen Contents based on Machine Learning Method: Effect of Biomass Compositions and Pyrolysis Conditions

(2020) Qinghui Tang et al.   ENERGY & FUELS

Predicting algal biochar yield using eXtreme Gradient Boosting (XGB) algorithm of machine learning methods

(2020) Abhijeet Pathy et al.   Algal Research-Biomass Biofuels and Bioproducts

Nitrogen in bio-oil produced from hydrothermal liquefaction of biomass: A review

(2020) Lijian Leng et al.   CHEMICAL ENGINEERING JOURNAL

Multi-task prediction and optimization of hydrochar properties from high-moisture municipal solid waste: Application of machine learning on waste-to-resource

(2020) Jie Li et al.   JOURNAL OF CLEANER PRODUCTION

Thermal decomposition of castor oil, corn starch, soy protein, lignin, xylan, and cellulose during fast pyrolysis

(2019) Yingyun Qiao et al.   BIORESOURCE TECHNOLOGY

Machine learning prediction of biochar yield and carbon contents in biochar based on biomass characteristics and pyrolysis conditions

(2019) Xinzhe Zhu et al.   BIORESOURCE TECHNOLOGY

Nitrogen containing functional groups of biochar: An overview

(2019) Lijian Leng et al.   BIORESOURCE TECHNOLOGY

Comprehensive potential evaluation of the bio-oil production and nutrient recycling from seven algae through hydrothermal liquefaction

(2019) Wenhan Song et al.   KOREAN JOURNAL OF CHEMICAL ENGINEERING

Aqueous phase recirculation during hydrothermal carbonization of microalgae and soybean straw: A comparison study

(2019) Songqi Leng et al.   BIORESOURCE TECHNOLOGY

Use of microalgae based technology for the removal of antibiotics from wastewater: A review

(2019) Lijian Leng et al.   CHEMOSPHERE

Is hydrothermal treatment coupled with carbon capture and storage an energy-producing negative emissions technology?

(2019) Fangwei Cheng et al.   ENERGY CONVERSION AND MANAGEMENT

Hydrothermal liquefaction of biomass model components for product yield prediction and reaction pathways exploration

(2018) Jie Yang et al.   APPLIED ENERGY

Prediction model of biocrude yield and nitrogen heterocyclic compounds analysis by hydrothermal liquefaction of microalgae with model compounds

(2018) Lili Sheng et al.   BIORESOURCE TECHNOLOGY

Use of microalgae to recycle nutrients in aqueous phase derived from hydrothermal liquefaction process

(2018) Lijian Leng et al.   BIORESOURCE TECHNOLOGY

Beneficial synergistic effect on bio-oil production from co-liquefaction of sewage sludge and lignocellulosic biomass

(2018) Lijian Leng et al.   BIORESOURCE TECHNOLOGY

Bio-oil upgrading by emulsification/microemulsification: A review

(2018) Lijian Leng et al.   ENERGY

Quantitative multiphase model for hydrothermal liquefaction of algal biomass

(2017) Yalin Li et al.   GREEN CHEMISTRY

Hierarchical Clustering Multi-Task Learning for Joint Human Action Grouping and Recognition

(2017) An-An Liu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Learning to rank using multiple loss functions

(2017) Yuan Lin et al.   International Journal of Machine Learning and Cybernetics

Hydrothermal co-liquefaction of biomasses – quantitative analysis of bio-crude and aqueous phase composition

(2017) René B. Madsen et al.   Sustainable Energy & Fuels

Characterization of liquefaction bio-oil from sewage sludge and its solubilization in diesel microemulsion

(2015) Lijian Leng et al.   ENERGY

Prediction of microalgae hydrothermal liquefaction products from feedstock biochemical composition

(2015) Shijie Leow et al.   GREEN CHEMISTRY

Recent progress in the direct liquefaction of typical biomass

(2015) Hua-jun Huang et al.   PROGRESS IN ENERGY AND COMBUSTION SCIENCE

Hydrothermal Liquefaction of the Microalgae Phaeodactylum tricornutum: Impact of Reaction Conditions on Product and Elemental Distribution

(2014) Per Sigaard Christensen et al.   ENERGY & FUELS

Gradient boosting machines, a tutorial

(2013) Alexey Natekin et al.   Frontiers in Neurorobotics

Algae Under Pressure and in Hot Water

(2012) P. E. Savage   SCIENCE

Hydrothermal liquefaction of biomass: A review of subcritical water technologies

(2011) Saqib Sohail Toor et al.   ENERGY

Thermochemical biofuel production in hydrothermal media: A review of sub- and supercritical water technologies

(2008) Andrew A. Peterson et al.   Energy & Environmental Science