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Surface roughness is one of the critical properties of an object. The capabilities of tactile sensors based on various working mechanisms were demonstrated to discriminate surface roughness. In our previous work, we showed that a biomimetic fingertip with piezoelectric sensors was effective in recognizing rough surfaces (Ra $> 1~\mu \text{m}$ ) but performed poorly if the surface roughness value...
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