基于生物启发的视觉控制,使用无特征的接触时间估计

Haijie Zhang, Jianguo Zhao
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引用次数: 4

摘要

接触时间(time -to-contact)是一个受生物学启发的概念,它被定义为在保持当前速度的情况下,移动的观察者接触物体或表面的时间。由于它可以使用视觉传感器直接从图像序列中估计,因此接触时间被广泛应用于各种机器人应用,如对接,追逐,着陆和导航。然而,现有的估计方法,如基于尺寸的方法和光流散度方法,需要耗时的特征提取和跟踪。在本文中,我们采用一种无特征的方法,仅使用图像强度信息就可以直接估计接触时间。此外,我们提出了一种基于估计接触时间的基于误差的比例控制算法。该控制器在移动机器人平台上实现实时对接。我们还提出了一种新的考虑机器人角速度的接触时间估计算法,并用图像序列验证了结果。本文提出的估计和控制方法具有应用于计算能力有限或传感方式有限的微型机器人实现敏捷运动的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Biologically inspired vision based control using featureless time-to-contact estimations
Time-to-contact, a biologically inspired concept, is defined as the time for a moving observer to contact an object or surface if the current velocity is maintained. Since it can be directly estimated from image sequences using a vision sensor, time-to-contact is widely applied for various robotic applications such as docking, chasing, landing, and navigation. Nevertheless, existing estimation methods, such as the size based method and optical flow divergence method, require the time-consuming feature extraction and tracking. In this paper, we adopt a featureless method that can directly estimate time-to-contact using only the image intensity information. Moreover, we propose an error based proportional control algorithm based on the estimated time-to-contact. Such a controller is implemented on a mobile robot platform to achieve real-time docking. We have also proposed a new time-to-contact estimation algorithm considering the robot's angular velocities and verified the result using image sequences. The estimation and control method presented in this paper has the potential to be applied to miniature robots to accomplish agile locomotion with limited computation power or limited sensing modalities.
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