An improved filtering method called Enhanced Unscented Kalman Filter was developed to better handle nonlinear systems. By using the Covariance Intersection Algorithm, this method can provide more accurate results and prevent error propagation. The new method outperforms the traditional Unscented Kalman Filter and enhances the accuracy of linear systems as well. Simulations have shown that this method is effective and superior in improving system accuracy.