Before revision:  For the deficient rank problem with the small noisy data, we also give the pre-processing method based on the QR decomposition with column pivoting.
After revision:  For the rank-deficient problem with the small noisy data, we also give the pre-processing method based on the QR decomposition with column pivoting.