Table 5.
Parameters of models evaluated for different experimental conditions (1st, 2nd, 3rd, 4th, 5th, 7th, 8th cycle), and parameters of the model simulated from the curve fitting on Fig. 6 (6th and 9th cycle)
Cycles for testing models | Predicted cycles | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
Cycle No | 1st | 2nd | 3rd | 4th | 5th | 7th | 8th | 6th | 9th | |
Experimental conditions | H, mm | 120 | 80 | 40 | 80 | 40 | ||||
co(Zn), mmol/L | 1.067 | 1.067 | 1.067 | 1.787 | 0.770 | 1.083 | 1.051 | 1.083 | 1.054 | |
Q, mL/min | 1.0 | 2.0 | 1.0 | 3.0 | ||||||
qE, mmol/g | 0.547 | 0.650 | 0.692 | 0.631 | 0.726 | 0.703 | 0.714 | 0.786 | 0.759 | |
Dose–response model | kDR, - | 11.312 | 13.599 | 20.167 | 18.523 | 18.338 | 14.747 | 7.111 | 18.324 | 4.079 |
qDR, mmol/g | 0.585 | 0.668 | 0.731 | 0.634 | 0.531 | 0.709 | 0.669 | 0.706 | 0.637 | |
r2 | 0.967 | 0.996 | 0.994 | 0.980 | 0.984 | 0.985 | 0.982 | 0.978 | 0.983 | |
RMSE | 0.074 | 0.028 | 0.031 | 0.058 | 0.060 | 0.042 | 0.058 | 0.063 | 0.055 | |
Thomas model |
kT, L/(mmol h) | 0.133 | 0.139 | 0.184 | 0.193 | 0.347 | 0.428 | 0.320 | 0.297 | 0.229 |
qT, mmol/g | 0586 | 0.669 | 0.732 | 0.635 | 0.532 | 0.711 | 0.680 | 0.704 | 0.653 | |
r2 | 0.962 | 0.994 | 0.993 | 0.981 | 0.983 | 0.987 | 0.964 | 0.975 | 0.966 | |
RMSE | 0.081 | 0.034 | 0.033 | 0.056 | 0.060 | 0.044 | 0.076 | 0.065 | 0.132 | |
Bohart-Adams model | kBA, L/(mmol h) | 0.133 | 0.139 | 0.184 | 0.193 | 0.347 | 0.428 | 0.320 | 0.297 | 0.229 |
qBA*, mmol/L | 388.63 | 444.09 | 485.81 | 421.32 | 346.95 | 456.13 | 436.79 | 457.881 | 421.643 | |
qBA, mmol/g | 0.586 | 0.669 | 0.732 | 0.635 | 0.532 | 0.711 | 0.681 | 0.702 | 0.657 | |
r2 | 0.962 | 0.994 | 0.993 | 0.981 | 0.983 | 0.986 | 0.964 | 0.974 | 0.950 | |
RMSE | 0.081 | 0.034 | 0.033 | 0.056 | 0.060 | 0.044 | 0.076 | 0.066 | 0.135 | |
Yoon-Nelson model | kYN, h−1 | 0.142 | 0.148 | 0.196 | 0.345 | 0.267 | 0.464 | 0.341 | 0.321 | 0.240 |
τYN, h | 82.345 | 94.097 | 102.937 | 53.303 | 67.913 | 31.740 | 15.246 | 63.000 | 10.605 | |
qYN, mmol/g | 0.586 | 0.669 | 0.732 | 0.635 | 0.532 | 0.711 | 0.663 | 0.694 | 0.694 | |
r2 | 0.962 | 0.994 | 0.993 | 0.981 | 0.983 | 0.986 | 0.972 | 0.972 | 0.950 | |
RMSE | 0.081 | 0.034 | 0.033 | 0.056 | 0.060 | 0.044 | 0.071 | 0.071 | 0.135 | |
Wolborska model | βA, h−1 | 13.107 | 18.841 | 27.316 | 19.936 | 23.886 | 53.754 | 53.677 | 39.294 | 52.409 |
qW*, mmol/L | 537.42 | 569.40 | 562.09 | 444.66 | 434.65 | 479.94 | 737.37 | 547.415 | 800.676 | |
qW, mmol/g | 0.810 | 0.858 | 0.847 | 0.670 | 0.666 | 0.748 | 1.150 | 0.839 | 1.248 | |
r2 | 0.813 | 0.894 | 0.924 | 0.948 | 0.873 | 0.958 | 0.782 | 0.882 | 0.892 | |
RMSE | 0.170 | 0.131 | 0.112 | 0.309 | 0.161 | 0.326 | 0.372 | 0.140 | 0.237 |
c – the effluent zinc concentration (mmol/L), c0 – the influent zinc concentration (mmol/L), t – the time (h), Q – the flowrate (L/h), v – the linear flow velocity (m/h), H – the fixed bed dept (m), m – the mass of the zeolite bed in column (g), V – the effluent volume (L), kDR – the kinetic constant of Dose–response model (-), qDR – the saturation capacity calculated from the Dose–response model (mmol/g), kT – the rate constant of the Thomas model (L/(mmol h)), qT – the saturation capacity calculated from the Thomas model (mmol/g), kBA—the rate constant of the Bohart-Adams model (L /(mmol h)), qBA*– the adsorption capacity of the Bohart-Adams model (mmol/L), τYN – the time required for 50% of zinc breakthrough calculated from the Yoon-Nelson model (h), kYN – the rate constant of the Yoon-Nelson model (h−1), qYN – the saturation capacity calculated from the Yoon-Nelson model (mmol/g), βA – the kinetic coefficient of the external mass transfer (h−1), qw * – the sorption capacity of the Wolborska model (mmol/L)