基于光流的自主机器人导航系统

G. Illeperuma, Upul J. Sonnadara
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引用次数: 4

摘要

为了验证基于光流算法在机器人自主导航中的可行性和效率,对基于视觉的机器人导航系统进行了仿真和中试实现。在仿真工作中,使用VRML 97来创建虚拟世界和机器人。利用Simulink实现了算法和光流的计算。机器人看到的通过虚拟摄像机捕获的视频流被用来计算光流,以确定机器人下一步的方向和速度。利用数学模型对该问题进行了解析求解。同样的算法在受控环境中实现和实时测试。通过仿真和实际实现收集的数据表明,将基于光流的算法用于机器人导航是可行的。
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An autonomous robot navigation system based on optical flow
A simulation and a pilot scale implementation of a vision based robot navigation system was carried out to determine the feasibility and the efficiency of using optical flow based algorithms in autonomous robot navigation. For the simulation work, VRML 97 was used to create the virtual world and the robot. Simulink was used to implement the algorithm and the optical flow calculations. The video stream captured through a virtual camera as seen by the robot was used to calculate the optical flow to determine the direction and the speed of the robot for the next step. A mathematical model was used to solve the problem analytically. The same algorithm was implemented and tested in real-time in a controlled environment. Data gathered through the simulation and the actual implementation showed that it is possible to use optical flow based algorithms in robot navigation.
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