A skin-like sensor for intelligent Braille recognition. (February 2020)

• Record Type: Journal Article
• Authors: Zhao, Xue-Feng; Hang, Cheng-Zhou; Lu, Hong-Liang; Xu, Ke; Zhang, Hao; Yang, Fan; Ma, Ru-Guang; Wang, Jia-Cheng; Zhang, David Wei
• Is Part Of: Nano energy. Volume 68(2020)
• Publication Date: 2020-02
• Subjects: Flexible tactile sensor -- Random Gaussian distribution -- Ti2C-MXene -- Random decision forest algorithm -- Braille recognition; Nanoscience -- Periodicals; Nanotechnology -- Periodicals; Nanostructured materials -- Periodicals; Power resources -- Technological innovations -- Periodicals; Nanoscience; Nanostructured materials; Nanotechnology; Power resources -- Technological innovations; Periodicals; 621.042
• DOI: 10.1016/j.nanoen.2019.104346
• Languages: English
• ISSNs: 2211-2855

Abstract

Abstract: A flexible skin-like tactile sensor as one of the key components in the next generation for robots should have the ability to perform real-time feedback, continuous measurement, and quantization of weak target signals in the real applications (e.g. intelligent Braille recognition). Herein, inspired by human skin, a novel flexible piezoresistive tactile sensor with high sensitivity and linearity is designed and fabricated. It is composed of three main parts including the random Gaussian distribution (RGD) spinosum on polydimethylsiloxane as the top substrate, the multilayer Ti2 C-MXene film as the intermediate conductive filler, and the commercial polyimide-based interdigital electrodes as the bottom substrate. The working mechanism of RGD spinosum and Ti2 C-MXene films in the flexible tactile sensor are clarified by COMSOL Multiphysics simulations and density functional theory calculations, respectively. The assembled sensor demonstrates ultrahigh sensitivity, large linearity, excellent cycling stability, and fast response speed in the milliseconds. Moreover, the development of advanced neural network technology makes it possible to realize intelligent skin-like sensor. In this study, it is the first time to realize real-time Braille effective intelligent recognition by such a flexible skin-like tactile sensor with the random decision forests algorithm. This study is of great significance to solve the social and public issues of information exchange for the vision-impaired or even the blind that has been highly concerned in recent years. Graphical abstract: Image 1 Highlights: A skin-like tactile sensor based on multilayer Ti2 C-MXene film was designed and fabricated. The skin-like sensor displayed an ultrahigh sensitivity of 507 kPa −1, which is obviously higher than other pressure/tactile sensors reported. Intelligent Braille recognition by such a flexible skin-like sensor with the random decision forests algorithm was realized.