首页> 外文会议>IEEE International Conference on Robotics and Biomimetics >Bio-Inspired Geomagnetic Navigation Algorithm Based on Segmented Search for AUV
【24h】

Bio-Inspired Geomagnetic Navigation Algorithm Based on Segmented Search for AUV

机译:基于分段搜索的水下机器人生物启发地磁导航算法

获取原文

摘要

Classical geomagnetic navigation mainly adopts geomagnetic matching technology with a priori magnetic map. In this paper, we research the navigation problem of the autonomous underwater vehicle (AUV) without a priori magnetic map. Meanwhile, our research found that the parameters of geomagnetic field can converge in one direction at the same time in some local areas and this direction will not change until the consistency of parameters convergence is spoiled. Given this, our paper proposes an optimized navigation algorithm based on the segmented search strategy. Firstly, probability evolution strategy (PES) is used to search for navigation. When multiple geomagnetic parameters converge at the same time, the current heading motion is maintained in a straight line, thus shortening the navigation time. However, when multiple geomagnetic parameters can not converge at the same time, we use search algorithm to complete the navigation task finally. This algorithm could make full use of the magnetotaxis in the stage of searching. This improved algorithm can change the navigation strategy in real-time by combing distribution characteristics of geomagnetic field and the search method in the subsequent process. The simulation results verify the feasibility and effectiveness of our optimized algorithm, which has indicated potential application in the future.
机译:古典地磁导航主要采用具有先验磁性图的地磁匹配技术。在本文中,我们研究了没有先验磁性图的自动水下航行器(AUV)的导航问题。同时,我们的研究发现,在某些局部区域中,地磁场的参数可以同时在一个方向上收敛,并且在不破坏参数收敛的一致性之前,该方向不会改变。鉴于此,我们提出了一种基于分段搜索策略的优化导航算法。首先,使用概率演化策略(PES)搜索导航。当多个地磁参数同时收敛时,当前的航向运动保持在一条直线上,从而缩短了导航时间。但是,当多个地磁参数不能同时收敛时,我们使用搜索算法最终完成导航任务。该算法可以在搜索阶段充分利用趋磁。该改进算法通过结合地磁场的分布特征和后续的搜索方法,可以实时改变导航策略。仿真结果验证了我们优化算法的可行性和有效性,表明了其在未来的潜在应用。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号