Muhammad Imran Din

Interpretable Machine Learning for Biomass Pyrolysis: Multi-Product Yield Prediction and Descriptor Prioritization for Bio-Oil, Syngas, and Biochar

Hira, Shagufta Zafar, Muhammad Imran Din, Farooq Ahmad, Wajahat Waheed Kazmi, Faysal M. Al-Khulaifi, et al.

Biomass pyrolysis produces three major product fractions—bio-oil, syngas, and biochar—whose yields are governed by nonlinear interactions among feedstock composition, catalyst properties, and operating conditions. Accurate prediction of these product yields remains challenging be…Read more