The outcome demonstrate that once the pressure stabilization time is 2 min, the coincidence degree on the indoor and subject drilling fluid lost control efficiency is the very best and also the analysis result of the drilling fluid lost control efficiency is “superior. K-fold cross-validation is especially useful for stopping overfitting,