“…Variations in lignocellulosic biomass material and quality attributes are often overlooked when assessing feedstock value and pathways for conversion to fuels, chemicals, and products (Ray et al, 2020). Variations in cell wall composition, extractives, moisture content, inorganic species, and soil contaminants have been identified as critical factors affecting biomass quality, process uptime, and product yields (Ray et al, 2020;Sievers et al, 2020;Ding et al, 2021a). Hoover et al (2019) developed several multiple regression models where five chemical characteristics could be used to estimate biochemical conversion performance.…”