Abstract: Given that the metro station temperature change has nonlinear, time-varying, stochastic and other characteristics,PSO-RVM algorithm is adopted to establish metro station temperature control system model. Calculation results show that,compared to PSO-SVM algorithm,PSORVM algorithms based on laplace kernel, r kernel,gauss kernel are more suitable for establishing metro temperature control system model and can be further applied in metro station integrated supervisory control system.