Table 10 Langmuir, Freundlich, and Temkin models’ equations for bio-sorption of the used bio-sorbent (Micro, Micron-sized porous particles-Zygo, Micro, and Micron-sized porous particles-Cal) particles.

From: Sustainable methylene blue dye removal via bio-derived micro/micron-sized porous particles Zygophyllum coccineum and Calotropis procera: A machine learning-assisted study

Bio-sorption Model

Equation

Parameters

Langmuir

\(\frac{{C}_{e}}{{q}_{e}}=\frac{1}{{q}_{m}KL}+\frac{{C}_{e}}{{q}_{m}}\)

qe is the MB amount bio-sorbed at equilibrium (mg/g), qm is the maximum capacities of monolayer coverage (mg/g), and KL is the constant of Langmuir (L/mg).

Freundlich

\(ln{q}_{e}=ln{K}_{f}+\frac{1}{{n}_{f}}ln{C}_{e}\)

KF is Freundlich constant associated with the capacity of bio-sorption and nf is Freundlich constant related to the bio-sorption intensity.

Temkin

qe = B ln \({K}_{T}\) + B ln Ce

KT is the Temkin constant referring to maximum binding energy at equilibrium and B is the Temkin constant associated with the heat of bio-sorption heat.