Abstract
A state estimation method with adaptive ability named AE-UKF method is presented. This method applies Unscented Transformation in the nonlinear state equation, calculates Jacobian matrix in the measurement equation. At the same time, adaptive factor is adopted during the filtering process to improve the adaptive ability of the filter. Applying the AE-UKF method to autonomous navigation system, simulation results show that the accuracy of AE-UKF is the same as UKF while the AE-UKF has a better adaptive ability to uncertain noise and disturbance than UKF in traditional autonomous navigation system.
| Original language | English |
|---|---|
| Pages (from-to) | 482-488 |
| Number of pages | 7 |
| Journal | Yuhang Xuebao/Journal of Astronautics |
| Volume | 32 |
| Issue number | 3 |
| DOIs | |
| State | Published - Mar 2011 |
Keywords
- AE-UKF
- Adaptive factor
- Autonomous navigation
- Unscented transformation
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