“…Some studies also included the inuence of lingo-cellulosic functional groups, particle size, and calcination temperature used to optimise biomaterial adsorbents' fabrication. 52,65,66,91,92 Table 4 illustrates recent developments of ANN-based optimization methods for modelling biomaterial adsorption systems.…”