In this paper, we presents an enhanced denosing autoencoder (DA) aided bad data filtering scheme to pre-process PMU measurements for Linear State Estimation. The proposed algorithm is lightweight and can be deployed on individual PMU level to achieve maximum parallelism and high efficiency.