Magnetostrictive Tactile Sensor Array for Object Recognition

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.

[1]  C. Zhi,et al.  Flexible Dual-Mode Tactile Sensor Derived from Three-Dimensional Porous Carbon Architecture. , 2017, ACS applied materials & interfaces.

[2]  Zhengchun Peng,et al.  A Highly Stretchable Transparent Self‐Powered Triboelectric Tactile Sensor with Metallized Nanofibers for Wearable Electronics , 2018, Advanced materials.

[3]  Chang Kyu Jeong,et al.  Highly‐Efficient, Flexible Piezoelectric PZT Thin Film Nanogenerator on Plastic Substrates , 2014, Advanced materials.

[4]  Peter Aspinall,et al.  Measuring Dynamic Shear Force and Vibration With a Bioinspired Tactile Sensor Skin , 2018, IEEE Sensors Journal.

[5]  W. Park,et al.  A tactile sensor using single layer graphene for surface texture recognition. , 2017, Nanoscale.

[6]  Zhibin Yu,et al.  User-interactive electronic skin for instantaneous pressure visualization. , 2013, Nature materials.

[7]  Yang Gu,et al.  Fingerprint-Inspired Flexible Tactile Sensor for Accurately Discerning Surface Texture. , 2018, Small.

[8]  Di Guo,et al.  Object Recognition Using Tactile Measurements: Kernel Sparse Coding Methods , 2016, IEEE Transactions on Instrumentation and Measurement.

[9]  Fuchun Sun,et al.  Material Identification Using Tactile Perception: A Semantics-Regularized Dictionary Learning Method , 2018, IEEE/ASME Transactions on Mechatronics.

[10]  Huaping Liu,et al.  Design and Output Characteristics of Magnetostrictive Tactile Sensor for Detecting Force and Stiffness of Manipulated Objects , 2019, IEEE Transactions on Industrial Informatics.

[11]  Goro Obinata,et al.  Vision-based fluid-type tactile sensor for measurements on biological tissues , 2017, Medical & Biological Engineering & Computing.

[12]  Guofa Cai,et al.  Extremely Stretchable Strain Sensors Based on Conductive Self‐Healing Dynamic Cross‐Links Hydrogels for Human‐Motion Detection , 2016, Advanced science.

[13]  J. Kong,et al.  Simple and rapid micropatterning of conductive carbon composites and its application to elastic strain sensors , 2014 .

[14]  D. Stoppels Developments in soft magnetic power ferrites , 1996 .

[15]  Bing Zhang,et al.  Detection and Identification of Object Based on a Magnetostrictive Tactile Sensing System , 2018, IEEE Transactions on Magnetics.

[16]  Javad Dargahi,et al.  Hybrid piezoresistive-optical tactile sensor for simultaneous measurement of tissue stiffness and detection of tissue discontinuity in robot-assisted minimally invasive surgery , 2017, Journal of biomedical optics.

[17]  Cao Shuying,et al.  The output characteristic of cantilever-like tactile sensor based on the inverse magnetostrictive effect , 2017 .

[18]  Benjamin C. K. Tee,et al.  Highly sensitive flexible pressure sensors with microstructured rubber dielectric layers. , 2010, Nature materials.

[19]  Alison B. Flatau,et al.  A bending-mode galfenol electric power harvester , 2012 .

[20]  Alison B. Flatau,et al.  A Magnetoelastic Model for Villari-Effect Magnetostrictive Sensors , 2002 .

[21]  Gordon Cheng,et al.  Robust Tactile Descriptors for Discriminating Objects From Textural Properties via Artificial Robotic Skin , 2018, IEEE Transactions on Robotics.

[22]  S. Yamada,et al.  Finite Element Analysis of Galfenol Unimorph Vibration Energy Harvester , 2012, IEEE Transactions on Magnetics.

[23]  Ling Weng,et al.  Structural design and output characteristic analysis of magnetostrictive tactile sensor for robotic applications , 2018 .

[24]  Yutaka Nonomura,et al.  Design and Fabrication Technology of Low Profile Tactile Sensor with Digital Interface for Whole Body Robot Skin , 2018, Sensors.