Syed Muhammad Usama, Syed Najam Mustafa, Mohammad Owais Aftab, Marina Kanwal, Areeba Maryam and Muhammad Javid Iqbal 2025. PREDICTIVE MODELING OF SYNGAS COMPOSITION AND GAS YIELD IN CATALYTIC BIOMASS REFORMING USING A MIMO-ANN FRAMEWORK. Spectrum of Engineering Sciences. 3, 11 (Nov. 2025), 819–835.