Magnetostrictive Tactile Sensor Array for Object Recognition

被引:15
作者
Zhang, Bing [1 ,2 ,3 ]
Wang, Bowen [1 ,2 ]
Li, Yunkai [1 ,2 ]
Huang, Wenmei [1 ,2 ]
Li, Yongjian [1 ,2 ]
机构
[1] Hebei Univ Technol, Sch Elect Engn, State Key Lab Reliabil & Intelligence Elect Equip, Tianjin 300130, Peoples R China
[2] Hebei Univ Technol, Sch Elect Engn, Key Lab Electromagnet Field & Elect Apparat Relia, Tianjin 300130, Peoples R China
[3] Henan Univ Anim Husb & Econ, Sch Energy & Power Engn, Zhengzhou 450011, Henan, Peoples R China
基金
中国国家自然科学基金;
关键词
Galfenol wire; k-nearest neighbor algorithm; magnetostrictive; recognition; tactile sensor array; ELECTRONIC SKIN; DESIGN;
D O I
10.1109/TMAG.2019.2894016
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Tactile sensing is used to explore and manipulate objects, which is essential for the interaction with the environment. A novel magnetostrictive tactile sensor array for use in robotic fingers based on smart material, Fe83Ga17 alloy (Galfenol), was proposed. According to the electromagnetism theory, cantilever beam theory, and inverse magnetostrictive effect, the force measurement model of the sensor has been established. The theoretical analysis and experimental verification for the sensor have been carried out. The sensor is sensitive to the force 0-2 N, the maximum value of output voltage is 96.13 mV. We implement the feature extraction and the tactile object recognition on data acquired during an underactuated manipulator equipped with the magnetostrictive tactile sensor array. The actuator positions and tactile sensor values were considered to be available feature data. The proposed approach does not require force modulation and is suitable for gripping arbitrary initial position and orientation of object, so the tactile sensing system can be integrated into the actual robotic gripping and recognizing scenes.
引用
收藏
页数:7
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