This paper deals with the numerical solution of Burgers’ equation. By using radial basis functions (RBFs), an optimization approach is used to derive the approximated solution. Furthermore, we use the regularization term to avoid the growth of RBF coefficients. Also, the stability of the proposed method is verified, and finally we present some numerical examples to confirm our given approach.