Optimized prediction model for concrete dam displacement based on signal residual amendment

•Residual optimization based on traditional statistical model to solve the problem of mining fuzzy chaotic information.•Different calculation methods for different frequency signals based on the decomposition and reconstruction theory.•Optimization of target parameter selection of SVM by the particle swarm optimization.