“…For this purpose, a simple ammonia pretreatment at room temperature was selected as a case study and partial least square (PLS) regression was used for model generation. This pretreatment has so far been tested on some types of biomass with a variable efficiency (Antonopoulou et al, 2015;Jurado et al, 2013bJurado et al, , 2013aMirtsou-Xanthopoulou et al, 2014), and has recently been reported to be promising for industrial application given the mild conditions and possibility for ammonia recovery (Lymperatou et al, 2021). The developed models are valuable tools for estimating the ultimate methane yield of lignocellulosic biomass and for evaluating the suitability of the ammonia pretreatment based on the initial composition of the biomass.…”