2019
DOI: 10.3390/app9122537
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Human-Touch-Inspired Material Recognition for Robotic Tactile Sensing

Abstract: This paper proposes a novel material recognition method for robotic tactile sensing. The method is composed of two steps. Firstly, a human-touch-inspired short-duration (1 s) slide action is conducted by the robot to obtain the tactile data. Then, the tactile data is processed with a machine learning algorithm, where 11 bioinspired features were designed to imitate the mechanical stimuli towards the four main types of tactile receptors in the skin. In this paper, a material database consisting of 144,000 tacti… Show more

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Cited by 14 publications
(2 citation statements)
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“…One of the goals of haptics research is to develop an effective and efficient tactile "display" for a human-machine interface that can reproduce as closely as possible the natural feel of an object. Tactile displays are not only for vision substitution systems [20,25], but they can also be used to enhance the immersive experience in telecommunications or teleoperations [36,37], biomedical engineering [6], telerobotics [38], material recognition [39], online shopping [7], human-computer interaction (HCI) [19,40,41], and VR environments [18,24].…”
Section: Introductionmentioning
confidence: 99%
“…One of the goals of haptics research is to develop an effective and efficient tactile "display" for a human-machine interface that can reproduce as closely as possible the natural feel of an object. Tactile displays are not only for vision substitution systems [20,25], but they can also be used to enhance the immersive experience in telecommunications or teleoperations [36,37], biomedical engineering [6], telerobotics [38], material recognition [39], online shopping [7], human-computer interaction (HCI) [19,40,41], and VR environments [18,24].…”
Section: Introductionmentioning
confidence: 99%
“…Research on haptics and tactile transducers is an interdisciplinary field that covers perception [1], psychophysics [2], vision substitution system for the blind and visually impaired [3], [4], virtual reality (VR), mechanism design and control, bio-medical engineering, mobile communication [5], telerobotics [6], [7], material recognition [8], and humancomputer interaction (HCI) [9].…”
Section: Introductionmentioning
confidence: 99%