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In order to analyze influence of material parameter and working condition on friction and wear performance of brakes with less test data, Sobol method has been employed to obtained factor sensitivity which could reflect the importance of different factors to brake performance, and a surrogate prediction model which is necessary in Sobol has been established by SVM.