机器触觉

方法概述

在执行抓取任务时的失败类型

  • slippage
  • unstable
  • grasp failure

常用传感器类型

  • FSR
  • capacitive
  • piezo-resistive
  • barometric
  • magnetic
  • optical

数据处理方法

  • friction-based
  • vibration-based
    • 快速傅里叶变换 Fast Fourier Transform (FFT)
    • 离散小波变换Discrete Wavelet Transform (DWT)
  • differentiation-based
  • learning-based

review类paper

A Review of Tactile Information: Perception and Action Through Touch

A Brief Review Focused on Tactile Sensing for Stable Robot Grasping Manipulation

tactile sensor

Multimodal Tactile Sensor

slip detection

Human-Inspired Robotic Grasp Control With Tactile Sensing

数据底层/预处理方法

  • Fingertip force SA-I nerve endings直接对指尖力求和
  • Fingertip force disturbance FA-I, Hand vibration FA-II

Grip Stabilization of Novel Objects Using Slip Prediction