The outcomes show that once the pressure stabilization time is two min, the coincidence diploma with the indoor and industry drilling fluid lost control efficiency is the best and the analysis result of the drilling fluid lost control performance is “fantastic. K-fold cross-validation is especially practical for stopping overfitting, sinc