Research on Target Tracking Strategy of Unmanned Surface Vehicle Based on Relative Time-varying Tracking Position
-
摘要: 摘要:【目的】目标跟踪是无人艇(Unmanned surface vehicle, USV)的一个重要应用,针对相对固定跟踪点位(Relative fixed tracking position,RFTP)策略所得参考轨迹含有拐点而导致跟踪不稳定的问题,提出了相对时变跟踪点位(Relative time-varying tracking position, RTTP)策略提高跟踪的稳定性。【方法】首先,使用一阶滞后滤波对目标艇艏向变化量进行处理;然后根据滤波后的数据设计时变跟踪点位,将目标跟踪问题转化为轨迹跟踪问题并得到参考轨迹;最后使用模型预测控制(MPC)实现对目标艇的跟踪。【结果】仿真实验结果表明无人艇在RTTP策略下的跟踪效果更稳定,跟踪距离均方根误差下降28.056%,能量消耗降低5.929%,且控制量平稳性方面也具有优势。【结论】相比于传统的RFTP策略,RTTP策略可有效提高无人艇目标跟踪稳定性,为无人艇实现目标跟踪提供了新策略。
-
关键词:
- 无人艇 /
- 目标跟踪 /
- 相对时变跟踪点位策略
Abstract: Abstract:[Objectives] Target tracking is an important application of unmanned surface vehicle (USV), and for the problem that the reference trajectory obtained by relative fixed tracking position (RFTP) strategy contains inflection points and leads to tracking instability, relative time-varying tracking position (RTTP) strategy is proposed to improve the tracking stability. [Methods] Firstly, the first-order hysteresis filter is used to process the target USV’s heading variation; then the time-varying tracking position is designed according to the filtered data, and the target tracking problem is transformed into a trajectory tracking problem and the reference trajectory is obtained; finally, the model predictive control (MPC) is used to achieve the tracking of the target USV. [Results] The simulation experimental results show that the tracking effect of USV under RTTP strategy is more stable, the root mean square error of tracking distance decreases by 28.056%, the energy consumption decreases by 5.929%, and it also has advantages in the smoothness of the control volume. [Conclusions] Compared with the traditional RFTP strategy, the RTTP strategy proposed can effectively improve the stability of target tracking of USV, which provide a new strategy for USV to achieve target tracking. -
计量
- 文章访问数: 124
- 被引次数: 0