PLATO Hand: Shaping Contact Behavior with Fingernails for Precise Manipulation

TL;DR

The PLATO Hand is a novel robotic hand with a hybrid fingertip design that enhances contact stability and manipulation precision across various tasks by mechanically organizing contact behavior.

Contribution

This work introduces a mechanically structured hybrid fingertip and a guiding model to improve contact stability and manipulation accuracy in robotic hands.

Findings

Improved pinch stability and force transmission.

Successful execution of edge-sensitive manipulation tasks.

Enhanced proprioceptive observability.

Abstract

We present the PLATO Hand, a dexterous robotic hand with a hybrid fingertip that combines a rigid fingernail, embedded distal phalanx, and compliant pulp to shape contact behavior during manipulation. \rrev{By mechanically organizing how contact is initiated, supported, and transmitted at the fingertip, this structure creates stable and task-relevant contact conditions across diverse object geometries and grasp orientations.} We develop a strain-energy-based bending--indentation model to guide the fingertip design and to explain how material stiffness and contact geometry govern deformation partitioning within the fingertip. \rrev{Experiments show improved pinch stability, improved fingernail-mediated dorsal-contact force transmission and proprioceptive observability}, and successful execution of edge-sensitive manipulation tasks, including paper singulation, card picking, and orange peeling. These results show that coupling a mechanically structured contact interface with a force-motion-transparent finger mechanism provides a principled approach to precise manipulation. Our project page is at: https://platohand.github.io