Theoretical analysis and computer simulation demonstrates that the proposed DCT-1 based algorithm is efficient and effective for data loss reconstruction. To initialize with 0, the rate of convergence is slow in the modified P-G algorithm; however it increases significantly when we initialize with the value of linear interpolation.