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Accurate recognition of object contour based on flexible piezoelectric and piezoresistive dual mode strain sensors

压阻效应 人工智能 计算机视觉 对象(语法) 过程(计算) 机器人 触觉传感器 计算机科学 流离失所(心理学) 材料科学 心理学 光电子学 操作系统 心理治疗师
作者
Zhiqiang Gao,Bing Ren,Zhaozhou Fang,Huiqiang Kang,Jing Han,Jie Li
出处
期刊:Sensors and Actuators A-physical [Elsevier BV]
卷期号:332: 113121-113121 被引量:40
标识
DOI:10.1016/j.sna.2021.113121
摘要

The application of flexible wearable sensors in the grasping process of robot hand can recognize the contour, soft and hard, material, surface temperature and other information of the grasping object, which can effectively improve the intelligent level of the robot. In this work, a method of object contour recognition is proposed by combining the flexible PVDF polymer piezoelectric sensor and high conductivity hydrogel piezoresistive sensor aiming at the problem of profile recognition for objects of the same or similar material. The response of flexible piezoresistive sensor to the static strain is used to sense the angular displacement of robot fingers, and then the shape and size of the object is recognized indirectly. At the same time, the flexible piezoelectric sensor is used as the fingertip tactile sensor to reflect the surface morphology of the object through the dynamic strain information when touching the object. In the whole process of grasping the object, the dual-mode strain information is fully used to realize the recognition of the shape, size and surface morphology of the object. Combining these information, the accurate recognition of the object contour can be further realized. In the experiments, six objects with different shape and four objects with different surface morphology are recognized to verify the feasibility of piezoresistive sensors and piezoelectric sensors respectively. In a comprehensive experiment, eight objects made of the same rubber material with different shape, size and surface morphology are recognized, and the average recognition rate is about 84%, which shows good classification advantages for the objects with similar shape, size and material.
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