Model 1Simulated data

Breakthrough Time Prediction

For a fixed-bed activated-carbon column, predict the time at which the outlet concentration reaches 10% of the inlet (breakthrough). The analytical Thomas model is shown as a curve; XGBoost predicts the breakthrough point from observable bed and flow parameters only.

Bed & flow parameters
Values within typical bench-scale column ranges. Adjust to see how the curve shifts.
m²/g
0–1
g
L/min
mg/L
Result
XGBoost predicts from observable features only; Thomas uses kinetic constants estimated from BET.

Submit the form to see the predicted breakthrough time and curve.