The outcomes show that when the force stabilization time is 2 min, the coincidence degree on the indoor and discipline drilling fluid lost control efficiency is the best along with the evaluation result of the drilling fluid lost control effectiveness is “fantastic. K-fold cross-validation is especially helpful for avoiding overfitting, m