Octahedral UIO-66-NH2 nanomaterials |
Langmuir |
Nonlinear |
0.9930 |
PSO |
Linear |
0.999 |
[9] |
Tailored N-doped biochar from corn stalk |
Freundlich |
Nonlinear |
0.9780 |
Elovich |
Nonlinear |
0.999 |
[135] |
Biochar corn stalk |
Langmuir |
Nonlinear |
0.9950 |
– |
– |
– |
[135] |
CoFe2O4@TiO2-MMIP |
Langmuir |
Nonlinear |
0.9945 |
PSO |
Nonlinear |
0.9940 |
[15] |
N-doped biochar derived from cocoa shell |
Langmuir |
Nonlinear |
0.9990 |
Elovich |
Nonlinear |
0.9990 |
[98] |
montmorillonite-biochar composite |
Langmuir |
Nonlinear |
0.9950 |
– |
– |
– |
[28] |
animal hairs-based activated carbon |
Freundlich |
Nonlinear |
0.9967 |
PSO |
Nonlinear |
0.9999 |
[113] |
Polydopamine microspheres |
Redlich-Peterson |
Nonlinear |
0.9990 |
PSO |
Nonlinear |
0.984 |
[80] |
H3PO4 pretreated Raw barley straw |
Dubinin-Astakhov |
Nonlinear |
0.980 |
PSO |
Linear |
0.990 |
[111] |
Bentonite enhanced sludge biochar composite |
Sips |
Nonlinear |
0.9763 |
– |
– |
– |
[8] |
ferrihydrite nanoparticles |
Langmuir |
Nonlinear |
0.9970 |
PSO |
Nonlinear |
0.978 |
[155] |
Biochar derived from spent coffee ground |
Langmuir |
Nonlinear |
0.9740 |
|
|
|
[129] |
Ceramic membrane |
Langmuir |
Nonlinear |
0.9750 |
PSO |
Nonlinear |
0.997 |
[35] |
Imprinted polymer microsphere (PMS@MIPs) |
Freundlich |
Linear |
0.9950 |
PSO |
Linear |
0.9999 |
[112] |
Non-imprinted polymer microsphere (PMS@NIPs) |
Freundlich |
Linear |
0.9960 |
PSO |
Linear |
0.9999 |
[119] |
Loofah activated carbon |
Langmuir |
Nonlinear |
0.981 |
PSO |
Linear |
0.9820 |
[72] |
Monomer molecularly imprinted sol-gel polymers from magnetic halloysite nanotubes |
Freundlich |
Nonlinear |
0.9904 |
PSO |
Nonlinear |
0.9987 |
[109] |
Nitrogen-rich Calotropis gigantea fiber |
Freundlich |
Nonlinear |
0.9891 |
PSO |
– |
0.9993 |
[125] |
modified sludge biochar |
Freundlich |
Nonlinear |
0.9970 |
Elovich |
Nonlinear |
0.9660 |
[133] |
Microplastics |
Langmuir |
Nonlinear |
0.9970 |
PSO |
Linear |
0.9990 |
[7] |
modified meta kaolin |
Langmuir |
Linear |
0.9790 |
PSO |
Nonlinear |
0.9960 |
[1] |
iron ore waste |
Langmuir |
Nonlinear |
0.9990 |
PSO |
Nonlinear |
0.9990 |
[15] |
mesoporous silica |
Langmuir |
Nonlinear |
0.9883 |
– |
– |
– |
[15] |
carbon nanotubes |
Polanyi–Manes |
Nonlinear |
1.0000 |
– |
– |
– |
[157] |
rice (Oryza sativa) husk wastes |
Redlich-Peterson |
Nonlinear |
0.9950 |
PSO |
Nonlinear |
1.0000 |
[16] |
coffee (Coffea arabica) husk wastes |
Redlich-Peterson |
Nonlinear |
0.9960 |
PSO |
Nonlinear |
1.0000 |
[16] |
Microplastics |
Langmuir |
Nonlinear |
0.9830 |
PSO |
Nonlinear |
0.9920 |
[12] |
Magnetic biochar |
Freundlich |
Nonlinear |
0.9970 |
PSO |
Linear |
0.982 |
[114] |
bamboo-based magnetic activated carbon |
Langmuir |
Nonlinear |
0.9990 |
– |
– |
– |
[34] |
Plant based biochar |
Langmuir |
Nonlinear |
0.9982 |
PSO |
Nonlinear |
0.9731 |
[78] |
Mg/Fe bimetallic hydroxide |
Freundlich |
Linear |
0.9990 |
PSO |
Nonlinear |
0.9990 |
[127] |
Chalcogenide |
Langmuir |
Linear |
0.999 |
– |
– |
– |
[138] |
graphene oxide/magnetite composites |
Temkin |
Nonlinear |
0.999 |
PSO |
Nonlinear |
0.9999 |
[134] |
clay-biochar composite |
Langmuir |
Nonlinear |
0.97 |
PSO |
Linear |
0.99 |
[10] |
iron ore – biochar composites |
Freundlich |
Nonlinear |
0.9913 |
PSO |
Linear |
0.9995 |
[139] |
MOF-derived carbon-based sorbent |
Dubinin-Astakhov |
Nonlinear |
0.948 |
– |
– |
– |
[55] |
MOF@iCOF composite |
Langmuir |
Linear |
0.999 |
PSO |
Linear |
0.996 |
[117] |
iron and nitrogen co-doped biochar |
Langmuir |
Linear |
0.9986 |
PSO |
Linear |
0.9895 |
[184] |
ZIF-8 metal-organic framework |
Freundlich |
Nonlinear |
0.981 |
PSO |
Nonlinear |
0.999 |
[147] |
pretreated barley straw |
Langmuir-Freundlich |
Nonlinear |
0.955 |
PSO |
Linear |
0.999 |
[90] |
Fe-MCM-41 molecular sieves |
Freundlich |
Nonlinear |
0.9906 |
PSO |
Nonlinear |
0.9990 |
[101] |
Mg–Al layered double hydroxides |
Freundlich |
Linear |
0.9952 |
PSO |
Nonlinear |
0.9999 |
[136] |
porous resins |
Langmuir |
Nonlinear |
0.999 |
PSO |
Nonlinear |
0.99 |
[139] |
carbon nanotube |
Langmuir |
Nonlinear |
0.999 |
PSO |
Nonlinear |
0.99 |
[139] |
lotus stalk-based activated carbon |
Langmuir |
Nonlinear |
0.9996 |
PSO |
Nonlinear |
0.9990 |
[110] |
iron-doped activated alumina |
Freundlich |
Nonlinear |
0.9931 |
PSO |
Nonlinear |
0.9990 |
[110] |
Chitosan |
Langmuir |
Nonlinear |
0.997 |
PFO |
Nonlinear |
0.916 |
[36] |
chitosan/Fe2O3 composites |
Langmuir |
Nonlinear |
0.993 |
PSO |
Nonlinear |
0.878 |
[36] |
KOH modified biochar |
Langmuir |
NS |
0.9300 |
PSO |
|
0.9700 |
[158] |
Pomelo Peel Activated Carbon |
Freundlich |
Nonlinear |
0.9970 |
PSO |
Nonlinear |
0.9900 |
[126] |
Carbon/montmorillonite |
Langmuir |
Nonlinear |
0.99 |
– |
– |
– |
[2] |
mesoporous metallic silicon |
Langmuir |
Nonlinear |
0.998 |
PSO |
Linear |
0.999 |
[128] |
magnetic biochar |
Koble-Corrigan |
Nonlinear |
0.999 |
Elovich |
Nonlinear |
0.990 |
[20] |
luffa sponge biochar |
Freundlich |
Nonlinear |
0.9995 |
PSO |
NS |
0.9998 |
[3] |
Graphene Oxide |
Langmuir |
Nonlinear |
0.996 |
PSO |
Nonlinear |
0.972 |
[159] |
MOF@GO composite |
Langmuir |
Linear |
0.99929 |
PSO |
Linear |
0.937 |
[83] |
montmorillonite |
Langmuir |
Nonlinear |
0.98 |
– |
– |
– |
[116] |
carbon/montmorillonite hybrids |
Langmuir |
Nonlinear |
0.99 |
– |
– |
– |
[116] |
fly ash |
Langmuir |
Nonlinear |
0.982 |
Elovich |
Nonlinear |
0.997 |
[122] |
Acid-modified fly ash |
Langmuir |
Nonlinear |
0.998 |
Elovich |
Nonlinear |
0.995 |
[122] |
Alkali-modified fly ash |
Langmuir |
Nonlinear |
0.955 |
PSO |
Nonlinear |
0.992 |
[122] |
Molecularly imprinted polymer |
Freundlich |
Linear |
0.9970 |
PSO |
Linear |
0.9829 |
[81] |
magnetic molecularly imprinted polymers |
Freundlich |
Linear |
0.976 |
PFO |
Linear |
0.9607 |
[132] |
MOFs |
Langmuir |
Nonlinear |
0.9994 |
PSO |
NS |
0.9999 |
[99] |
Cassava Dreg Biochar |
Freundlich |
Linear |
0.9980 |
PSO |
Nonlinear |
1.000 |
[160] |
Fe/Cu oxides composite |
Redlich-Peterson |
Nonlinear |
0.9980 |
Double-constant rate |
Nonlinear |
0.999 |
[108] |
microporous activated carbon |
Langmuir |
Linear |
0.9999 |
PSO |
Linear |
0.9975 |
[123] |
iron-trimesic metal-organic frameworks (Fe-BTC) |
Langmuir |
Nonlinear |
0.9950 |
PSO |
Nonlinear |
0.9990 |
[112] |
Chitosan-based sorbent |
Langmuir |
Linear |
0.997 |
PSO |
Linear |
0.9950 |
[92] |
chitosan-hydroxyapatite |
Langmuir |
Nonlinear |
0.99 |
PSO |
Linear |
0.99 |
[6] |
hexagonal mesoporous silica |
Langmuir |
NS |
0.9950 |
PSO |
NS |
– |
[130] |
copper-porphyrin MOF |
Langmuir |
Linear |
0.9990 |
PSO |
Linear |
0.9990 |
[131] |
Humic acid |
Freundlich |
Nonlinear |
0.985 |
– |
– |
– |
[161] |
Nano Alumina |
Langmuir |
Linear |
0.979 |
PFO |
Linear |
0.993 |
[13] |
Carbonized Moringa pod husks |
Freundlich |
Linear |
0.995 |
Blanchard |
Linear |
0.989 |
[141] |
Ammonium chloride-treated |
Langmuir |
Linear |
0.991 |
Blanchard |
Linear |
0.988 |
[141] |
Amino-functionalized Zr-based MOF |
Langmuir |
Nonlinear |
0.993 |
PFO |
Linear |
0.999 |
[9] |
Graphene oxide |
Sips |
Nonlinear |
0.997 |
PSO |
– |
– |
[17] |
KOH-modified biochar |
Langmuir |
Nonlinear |
0.93 |
PSO |
Linear |
0.970 |
[158] |
Polydopamine microspheres |
Redlich-Peterson |
Nonlinear |
0.999 |
PSO |
Nonlinear |
0.984 |
[80] |
peanut shell-supported graphene oxide (PPS/GO) |
Freundlich |
Nonlinear |
0.9611 |
PSO |
Linear |
0.9999 |
[118] |
BC |
– |
– |
– |
PSO |
Nonlinear |
0.980 |
[137] |
BC |
Sips |
Nonlinear |
0.9955 |
PSO |
Nonlinear |
0.9938 |
[54] |
γ-Fe2O3@BC |
Sips |
Nonlinear |
0.9986 |
PSO |
Nonlinear |
0.9742 |
[54] |
Acid activated termite feces |
Sips |
Nonlinear |
0.9976 |
PSO |
Nonlinear |
0.9941 |
[5] |
Modified Activated Carbon |
Langmuir |
Nonlinear |
0.9656 |
PSO |
Nonlinear |
0.9540 |
[146] |
N-doped activated carbon |
Koble-Corrigan |
Nonlinear |
0.9996 |
PSO |
Nonlinear |
0.9996 |
[102] |
BC |
Langmuir |
NS |
0.9939 |
PSO |
Nonlinear |
0.9978 |
[8] |
Magnetic biochar-based Manganese oxide |
Langmuir |
NS |
0.9694 |
PSO |
Nonlinear |
0.9999 |
[8] |
Modified TiO2
|
Langmuir |
Nonlinear |
0.9990 |
PSO |
Nonlinear |
0.9980 |
[46] |
Activated Carbon |
Langmuir |
Nonlinear |
0.9937 |
PSO |
Nonlinear |
0.9993 |
[107] |
Magnetic MIP |
Langmuir |
Nonlinear |
0.9910 |
PSO |
Linear |
0.9960 |
[185] |
Granular activated carbon |
Freundlich |
Nonlinear |
0.9890 |
PSO |
Nonlinear |
1.0000 |
[124] |
Activated carbon from agro waste |
Redlich-Peterson |
Nonlinear |
0.9930 |
Elovich |
Nonlinear |
0.9980 |
[183] |