Abstract: The programming of genetic simulated annealing algorithm (GSAA) based on partial least squares (PLS) and the method to build dam safe monitoring model utilizing the program are presented. Analysis of the example shows that GSAA based on PLS not only simplifies the model and improves its fitting accuracy but also increases the prediction ability of the model, in comparison with direct PLS.