Deep Tactile Sensing in Deep Steppes
Past news: The 1st Camping Robotics Workshop, Temirtau, Kazakhstan, 13th of September 202; One journal paper on Vibrations based slip detection and texture identification is available in MDPI Sensors journal; 3 papers and 1 student competition proposal are accepted for oral presentation at IEEE/ASME AIM 2020, Boston; Two Journal Papers are accepted for publication in RA-L, and for presentation at ICRA2020
Our Instagram page: @tactilelab
3. Vibro-tactile slip, slide, texture detection
Slip detection – oriented research direction that mainly focuses on understanding how to detect and vibrations that appear during mutual movements between the robot end-effector and an object. We created the sensing system described in Vibro-tactile sensor, IEEE SII2019, Paris
3.1 Deep Vibro-Tactile Slip Detection and Texture Identification
The state-of-the-art LSTM, FFN, CNN architectures were applied to detect slippage and identify various textures – journal paper (Massalim et al, mdpi sensors, 2020).
Soft objects are increasing their attention in manipulation – oriented papers. We developed a pipeline to detect soft and rigid objects using a tactile sensing array – conference IEEE SII2019, Paris.
4.1 Granular Object Recognition
Soft objects can be crunchy inside. In this connection, we can detect various soft objects based on their not only softness but also mechanical vibrations. We applied machine learning methods to detect a foreign body in a soft object (Syrymova et al, AIM2020, Boston).
5. Haptic Illusions
Haptics – oriented research direction, in which we aim in developing new combinations of haptic and visual illusions. We show how pseudoo- and haptic illusions can be used to trick a human brain in perceiving soft objects with different stiffness.
RA-L + ICRA2020, Paris
6. Negative Stiffness Structures
Structures design – related research direction that investigates how artificial mezo-structures with negative stiffness properties can be used as active tactile surfaces.
Analytical modelling of a Negative Stiffness Honeycomb is described in IOP Smart Materials and Structures paper.
6.1 Linear Negative Stiffness Honeycomb Actuator with Integrated Force Sensing
Application of Negative Stiffness Structures in actuators is described in our AIM2020, Boston conference paper by Galimzhanov et al.