“…Moreover, due to the large differences in the properties of wells, it is difficult for data-based models to obtain effective generalization capabilities. Bordeaux-Rego et al predicted the change of formation wetness by estimating the contact angle based on the geochemical carbonate layer model [ 14 ]. Xie et al established a mass flow prediction model to predict the productivity of oil and gas wellheads [ 15 ].…”