Tactile Retina for Slip Detection

R. Maldonado-López, F. Vidal-Verdú, G. Lilian, E. Roca, Á. Rodríguez-Vázquez
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引用次数: 2

Abstract

The interest in tactile sensors is increasing as their use in complex unstructured environments is demanded, like in telepresence, minimal invasive surgery, robotics etc. The array of pressure data provided by these devices can be treated with different image processing algorithms to extract the required information. However, as in the case of vision chips or artificial retinas, problems arise when the array size and the computation complexity increase. Having a look at the skin, the information collected by every mechanoreceptor is not sent to the brain for its processing, but some complex pre-processing is performed to fit the limited throughput of the nervous system. This is specially important for high bandwidth demanding tasks. Experimental works report that neural response of skin mechanoreceptors encodes the change in local shape from an offset level rather than the absolute force or pressure distributions. Something similar happens in the retina, which implements a spatio-temporal averaging. We propose the same strategy in tactile preprocessing, and we show preliminary results illustrated for the case of slip detection, which is certainly demanding in computing requirements
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触觉视网膜滑动检测
随着触觉传感器在复杂的非结构化环境中的应用需求,如远程呈现、微创手术、机器人等,对触觉传感器的兴趣正在增加。这些设备提供的压力数据阵列可以用不同的图像处理算法进行处理,以提取所需的信息。然而,与视觉芯片或人工视网膜的情况一样,当阵列大小和计算复杂度增加时,问题就出现了。看看皮肤,每个机械感受器收集的信息不会被发送到大脑进行处理,而是进行一些复杂的预处理,以适应神经系统有限的吞吐量。这对于高带宽要求的任务尤其重要。实验报道,皮肤机械感受器的神经反应从偏移水平而不是绝对的力或压力分布编码局部形状的变化。类似的事情也发生在视网膜上,它实现了时空平均。我们在触觉预处理中提出了相同的策略,并展示了滑移检测的初步结果,这在计算要求上当然是很高的
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