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Enhanced Bio-Oil Production from Biomass Catalytic Pyrolysis Using Machine Learning

Xiangmeng Chen,Alireza Shafizadeh,Hossein Shahbeik,Mohammad Hossein Nadian, Milad Golvirdizadeh,Wanxi Peng,Su Shiung Lam,Meisam Tabatabaei,Mortaza Aghbashlo

RENEWABLE & SUSTAINABLE ENERGY REVIEWS（2025）

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Key words
Biomass conversion,Bio-oil production,Catalyst characteristics,Catalytic pyrolysis,Ensemble learning model,Machine learning modeling
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