“In the field of predicting the bottomhole flow pressure of coalbed methane vertical wells, experts have constructed a prediction model based on an improved sparrow search algorithm backpropagation neural network, which significantly improves the prediction accuracy and provides a solution for pressure control and extraction of coalbed methane wells.”