Reduced-order Observer Design for Structure and Motion Estimation

Hui Xie, R. T. Fomena, Alan Francis Lynch
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引用次数: 1

Abstract

The problem of Structure and Motion Estimation in machine vision can be addressed by designing observers for dynamic systems. We propose an observer for feature point depth and camera linear velocity. The camera’s angular velocity is assumed known. As well, we require two feature points with known displacement. Relative to previous work, we do not require linear acceleration measurements. The local exponential stability of the observer is proven using a converse Lyapunov theorem. We assume the camera motion satisfies a persistency of excitation condition and the linear acceleration is bounded and has finite energy.
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结构与运动估计的降阶观测器设计
机器视觉中的结构和运动估计问题可以通过设计动态系统的观测器来解决。我们提出了一个特征点深度和相机线速度的观测器。假设相机的角速度是已知的。同样,我们需要两个已知位移的特征点。相对于以前的工作,我们不需要线性加速度测量。利用逆李雅普诺夫定理证明了观测器的局部指数稳定性。我们假设摄像机运动满足持续激励条件,线性加速度有界且能量有限。
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