Department of Engineering Mathematics and Bristol Robotics Laboratory, University of Bristol, Bristol BS8 1QU, UK.
J R Soc Interface. 2022 Apr;19(189):20210603. doi: 10.1098/rsif.2021.0603. Epub 2022 Apr 6.
Robot touch can benefit from how humans perceive tactile textural information, from the stimulation mode to which tactile channels respond, then the tactile cues and encoding. Using a soft biomimetic tactile sensor (the TacTip) based on the physiology of the dermal-epidermal boundary, we construct two biomimetic tactile channels based on slowly adapting SA-I and rapidly adapting RA-I afferents, and introduce an additional sub-modality for vibrotactile information with an embedded microphone interpreted as an artificial RA-II channel. These artificial tactile channels are stimulated dynamically with a set of 13 artificial rigid textures comprising raised-bump patterns on a rotating drum that vary systematically in roughness. Methods employing spatial, spatio-temporal and temporal codes are assessed for texture classification insensitive to stimulation speed. We find: (i) spatially encoded frictional cues provide a salient representation of texture; (ii) a simple transformation of spatial tactile features to model natural afferent responses improves the temporal coding; and (iii) the harmonic structure of induced vibrations provides a pertinent code for speed-invariant texture classification. Just as human touch relies on an interplay between slowly adapting (SA-I), rapidly adapting (RA-I) and vibrotactile (RA-II) channels, this tripartite structure may be needed for future robot applications with human-like dexterity, from prosthetics to materials testing, handling and manipulation.
机器人触觉可以受益于人类感知触觉纹理信息的方式,包括触觉通道响应的刺激模式,然后是触觉线索和编码。我们使用一种基于皮肤-表皮边界生理学的软仿生触觉传感器(TacTip),构建了两个基于缓慢适应 SA-I 和快速适应 RA-I 传入神经的仿生触觉通道,并引入了一种额外的亚模态,用于带有嵌入式麦克风的振动触觉信息,该麦克风被解释为人工 RA-II 通道。这些人工触觉通道通过一组 13 种人工刚性纹理动态刺激,这些纹理在旋转鼓上的凸起图案的粗糙度上系统变化。我们评估了对刺激速度不敏感的纹理分类的空间、时空和时间编码方法。我们发现:(i)空间编码的摩擦线索提供了纹理的显著表示;(ii)将空间触觉特征简单转换为模拟自然传入反应可以提高时间编码;(iii)感应振动的谐波结构为速度不变的纹理分类提供了相关的代码。就像人类触觉依赖于缓慢适应(SA-I)、快速适应(RA-I)和振动触觉(RA-II)通道之间的相互作用一样,这种三分结构可能是未来具有类人灵巧性的机器人应用所需要的,从假肢到材料测试、处理和操作。