A decentralized parallel one-pass deconvolution algorithm for multisensor systems with multiplicative noises isproposed. Comparing with the conventional deconvolution algorithm, it avoids the computational overload and the highstorage requirement. The algorithm is optimal in the sense of linear minimum-variance. The simulation results illustrate thevalidity of the proposed algorithm.