“…The first-row transition metals (Mn, Ni, and Zn) were chosen for this study due to their abundance, affordability, and nontoxicity. They have been extensively investigated for their ability to selectively enhance deoxygenation, hydrodeoxygenation, and dehydroaromatization reactions, which are crucial for the refinement of biofuels. ,, The synthesized catalysts were characterized using transmission electron microscopy (HR-TEM), Fourier-transform infrared spectroscopy (FT-IR), X-ray photoelectron spectroscopy (XPS), Raman spectroscopy, X-ray diffraction (XRD), Brunauer–Emmett–Teller (BET), and CO 2 -TPD and H 2 -TPR. The effects of Mn, Ni, and Zn loadings and various feedstock mass ratios on the product chemical compositions were probed using an analytical pyrolysis–gas chromatography–mass spectrometry (Py-GC/MS) unit.…”