The invention relates to the bridge field, especially to a method for pretreating bridge monitoring signals. The method includes pretreating bridge monitoring signals with an EMD decomposition method with added Kriging interpolation, wherein particle swarm optimization (PSO) is employed to optimize related model parameter theta involved in a K-EMD process. PSO has overall optimization capability, prevents signal processing from being optimized partially, and ensures the value is overall optimal.