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基于柔性三维力触觉传感器的滑觉识别算法研究
引用本文:毛磊东,黄英,郭小辉,张阳阳,刘平.基于柔性三维力触觉传感器的滑觉识别算法研究[J].传感技术学报,2018,31(6).
作者姓名:毛磊东  黄英  郭小辉  张阳阳  刘平
作者单位:合肥工业大学
摘    要:针对智能机器人在软抓取过程中对三维力感知和滑觉识别的需求,本文以炭黑/碳纳米管为敏感材料,硅橡胶为基体,聚酰亚胺为柔性电极,设计了可以实现三维力感知的柔性触觉传感器;同时设计了一种可以实现滑觉识别的基于小波变换-相空间重构-支持向量机(DWT-PSR-SVM)的融合算法。针对机器人软抓取的实验结果表明,该传感器能够有效地检测三维力,通过所设计融合算法能识别在机器人抓取任务中的滑动状态和非滑动状态,可以进一步应用在机器人软抓取的工作中。

关 键 词:三维力触觉传感器  相空间重构  滑觉识别  融合算法  软抓取

Research on slip recognition algorithm based on novel flexible 3-axis tactile sensor
Abstract:Aimed at the requirement of 3-axis force perception and slip recognition for intelligent robot skin during soft grasping, a flexible 3-axial tactile sensor, fabricated by carbon (CB), graphene nanoplatelets (GNPs) and silicone rubber (SR) was proposed. Finite element method (FEM) had been employed to explain the operation principle and to optimize the characteristic parameters of the proposed sensor. Based on the proposed sensor, a designed algorithm fused with discrete wavelet transform (DWT), phase space reconstruction (PSR) and support vector machine (SVM) is utilized to realize recognition of slipping state. The experimental results showed that the accuracy of fusion algorithm was up to 93.3 %. The flexible sensor and the fusion algorithm could have promising application in recognition of slipping state during the robot grasp task.
Keywords:3-axis tactile sensor  phase space reconstruction  slip recognition  fusion algorithm  soft grasp
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