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状态自适应无迹卡尔曼滤波算法及其在水下机动目标跟踪中的应用 被引量:17
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作者 马艳 刘小东 《兵工学报》 EI CAS CSCD 北大核心 2019年第2期361-368,共8页
为了满足水下对抗对机动目标实时跟踪和目标航速、航向准确估计的要求,针对观测量为距离和方位的机动目标跟踪,对传统无迹卡尔曼滤波(UKF)跟踪算法进行了改善。提出根据UKF算法预测值和观测值残差的概率分布自适应调整目标状态噪声方法... 为了满足水下对抗对机动目标实时跟踪和目标航速、航向准确估计的要求,针对观测量为距离和方位的机动目标跟踪,对传统无迹卡尔曼滤波(UKF)跟踪算法进行了改善。提出根据UKF算法预测值和观测值残差的概率分布自适应调整目标状态噪声方法,使得UKF跟踪算法能够根据目标运动状态及时调整状态方程,在目标机动时减小对预测值的依赖,在目标非机动时增大对预测值的依赖。这种在线实时估计系统噪声状态的跟踪方法更加适用于机动目标的跟踪。数值仿真结果表明:该算法不仅在目标机动时具有良好的跟踪效果,而且在目标非机动时具有准确的估计性能。通过声纳信息综合处理系统验证了状态自适应UKF跟踪算法的性能。 展开更多
关键词 水下机动目标跟踪 无迹卡尔曼滤波 自适应滤波 航速 航向
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Framed-Quadtree Path Planning for an Underwater Vehicle with the Task of Tracking a Moving Target 被引量:1
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作者 高博 徐德民 严卫生 《Journal of Marine Science and Application》 2010年第1期27-33,共7页
An autonomous underwater vehicle (AUV) must use an algorithm to plan its path to distant, mobile offshore objects. Because of the uneven distribution of obstacles in the real world, the efficiency of the algorithm dec... An autonomous underwater vehicle (AUV) must use an algorithm to plan its path to distant, mobile offshore objects. Because of the uneven distribution of obstacles in the real world, the efficiency of the algorithm decreases if the global environment is represented by regular grids with all of them at the highest resolution. The framed quadtree data structure is able to more efficiently represent the environment. When planning the path, the dynamic object is expressed instead as several static objects which are used by the path planner to update the path. By taking account of the characteristics of the framed quadtree, objects can be projected on the frame nodes to increase the precision of the path. Analysis and simulations showed the proposed planner could increase efficiency while improving the ability of the AUV to follow an object. 展开更多
关键词 regular grid framed quadtree data structure algorithm efficiency
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