基于视觉的四轴无人机跟踪控制算法设计

X. Qin, Tingting Wang
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引用次数: 5

摘要

四旋翼无人机的运动目标跟踪问题涉及到图像序列中的目标跟踪和无人机的飞行控制。由于Camshift算法在图像序列中跟踪目标时容易受到相似颜色背景的干扰,对遮挡干扰的鲁棒性较差。提出了一种基于卡尔曼滤波和Camshift多特征融合的跟踪算法。在此基础上,计算目标与无人机之间的水平位移作为控制输入,设计位置-姿态内外环控制器,保证目标在摄像机视点中心附近,实现对目标的高效跟踪。实验和仿真结果验证了该算法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Visual-based Tracking and Control Algorithm Design for Quadcopter UAV
The problems of tracking moving target of quad-rotor UAV involve target tracking in image sequence and flight control of UAV. Because Camshift algorithm is easily disturbed by background with similar color and has poor robustness to occlusion interference when tracking objects in image sequence. A new tracking algorithm based on Kalman filter and Camshift algorithm with multi-feature fusion is proposed. On this basis, the horizontal displacement between the target and the UAV is calculated as the control input, and a position-attitude outer-inner loop controller is designed to ensure the target near the center of view of the camera in order to track the target efficiently. Experimental and simulation results verify the performance of the algorithm.
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