mlsanityData to 14 Oct 2026

ArrayTac: A Closed-loop Piezoelectric Tactile Platform for Continuously Tunable Rendering of Shape, Stiffness, and Friction

arXiv 2603.13829 ↗First posted 14 Mar 2026cs.RO cs.AI cs.HCcited by 0

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Abstract (arXiv)

Human touch depends on the integration of shape, stiffness, and friction, yet existing tactile displays cannot render these cues together as continuously tunable, high-fidelity signals for intuitive perception. We present ArrayTac, a closed-loop piezoelectric tactile display that simultaneously renders these three dimensions with continuous tunability on a 4 by 4 actuator array. Each unit integrates a three-stage micro-lever amplifier with end-effector Hall-effect feedback, enabling up to 5 mm displacement, greater than 500 Hz array refresh, and 123 Hz closed-loop bandwidth. In psychophysical experiments, naive participants identified three-dimensional shapes and distinguished multiple stiffness and friction levels through touch alone without training. We further demonstrate image-to-touch rendering from an RGB image and remote palpation of a medical-grade breast tumor phantom over 1,000 km, in which all 11 naive participants correctly identified tumor number and type with sub-centimeter localization error. These results establish ArrayTac as a platform for multidimensional haptic rendering and interaction.

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References · 5

  1. 2023Segment Anythingcited by 8,234
  2. 2024Depth Anything V2cited by 1,422
  3. 2023ArrayBot: Reinforcement Learning for Generalizable Distributed Manipulation through Touchcited by 11
  4. 2024Tactile Perception of Electroadhesion: Effect of DC versus AC Stimulation and Finger Moisturecited by 1
  5. 2025FiDTouch: A 3D Wearable Haptic Display for the Finger Padcited by 1

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