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Vision-based measurement for rotational speed by improving Lucas-Kanade template tracking algorithm

机译:通过改进Lucas-Kanade模板跟踪算法的基于视觉的转速测量

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摘要

Rotational angle and speed are important parameters for condition monitoring and fault diagnosis of rotating machineries, and their measurement is useful in precision machining and early warning of faults. In this study, a novel vision-based measurement algorithm is proposed to complete this task. A high-speed camera is first used to capture the video of the rotational object. To extract the rotational angle, the template-based Lucas-Kanade algorithm is introduced to complete motion tracking by aligning the template image in the video sequence. Given the special case of nonplanar surface of the cylinder object, a nonlinear transformation is designed for modeling the rotation tracking. In spite of the unconventional and complex form, the transformation can realize angle extraction concisely with only one parameter. A simulation is then conducted to verify the tracking effect, and a practical tracking strategy is further proposed to track consecutively the video sequence. Based on the proposed algorithm, instantaneous rotational speed (IRS) can be measured accurately and efficiently. Finally, the effectiveness of the proposed algorithm is verified on a brushless direct current motor test rig through the comparison with results obtained by the microphone. Experimental results demonstrate that the proposed algorithm can extract accurately rotational angles and can measure IRS with the advantage of noncontact and effectiveness. (C) 2016 Optical Society of America
机译:旋转角度和转速是旋转机械状态监测和故障诊断的重要参数,其测量值对精密加工和故障预警很有用。在这项研究中,提出了一种新颖的基于视觉的测量算法来完成该任务。首先使用高速相机捕获旋转物体的视频。为了提取旋转角度,引入了基于模板的Lucas-Kanade算法,通过在视频序列中对齐模板图像来完成运动跟踪。考虑到圆柱对象非平面表面的特殊情况,设计了非线性变换来对旋转跟踪进行建模。尽管具有非常规和复杂的形式,但是该变换仅用一个参数就可以精确地实现角度提取。然后进行仿真以验证跟踪效果,并进一步提出了一种实用的跟踪策略来连续跟踪视频序列。基于所提出的算法,可以准确有效地测量瞬时转速(IRS)。最后,通过与麦克风获得的结果进行比较,在无刷直流电动机测试台上验证了该算法的有效性。实验结果表明,该算法具有非接触,有效的优点,可以准确地提取出旋转角并可以测量IRS。 (C)2016美国眼镜学会

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