Waterflooding reservoir interwell connectivity characterization is the fundamental work in oil development, aiming to inverse vital connecting channels between injectors and producers. In this paper, we endow an artificial neural network (ANN) with strong interpretability through ordinary differential equation (ODE) of material balance equation, proposing a physical knowledge fusion (PKFNN). ad...