Abstract
Due to use of low-cost inertial sensors, the attitude calculation results of guided projectiles are inaccurate. A coupling method of geomagnetic aided inertial attitude errors is proposed in this paper. The method combines principle of geomagnetic attitude measurement to couple inertial/geomagnetic attitude. The inertial attitude errors coupling model is constructed, and back propagation (BP) neural network is introduced to solve the model to compensate inertial attitude errors. The simulation results show that the proposed method can reduce inertial attitude maximum error angle (AMEA) by more than 45%, and attitude root mean square error (ARMSE) by more than 50% compared with inertial attitude results. The experiment results show that the proposed method can reduce AMEA and ARMSE by more than 25% compared with inertial attitude results. The proposed method has strong environmental adaptability and anti-noise ability, and is suitable for attitude calculation of guided projectiles.
| Original language | English |
|---|---|
| Article number | 9133455 |
| Pages (from-to) | 14282-14289 |
| Number of pages | 8 |
| Journal | IEEE Sensors Journal |
| Volume | 20 |
| Issue number | 23 |
| DOIs | |
| Publication status | Published - 1 Dec 2020 |
Keywords
- BP neural network
- Guided projectiles
- attitude errors coupling
- geomagnetic attitude measurement
- inertial attitude calculation