Through CFD-based multi-scale modeling, accurate simulation of the flow field structure and parameter optimization are achieved, and a composite flow channel is constructed. This improves air forced heat dissipation and enhances water retention capacity, ensuring efficient hydrothermal management of the fuel cell stack.