Carnegie Mellon University
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Creating Tendon-Driven Soft Dexterous Robot Hands for the Real World

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posted on 2025-06-02, 18:23 authored by Dominik BauerDominik Bauer

Dexterous soft robot hands have the potential to transform how robots interact with the physical world by enabling safe and robust manipulation, even in unstructured environments. Due to their inherent compliance, soft hands could address many challenges ranging from caregiving and agriculture to precision manufacturing. However, despite this promise, dexterous soft hands have not seen widespread adoption in real-world applications.

Key barriers to adoption include challenges in achieving consistent performance across manipulation tasks, ensuring the durability of soft materials, and addressing the technical complexity of designing and controlling such systems. The design space for soft hands is vast and poorly understood. The lack of efficient modeling further complicates the process of deter mining hand morphology and actuator placement. This typically requires significant technical expertise, intuition, and multiple design iterations. Moreover, controlling soft hands is complicated due to the effects of underactuation and a lack of precise forward and inverse kinematics.

This thesis aims to improve real-world performance and facilitate a broader adoption of dexterous soft robot hands by addressing many of these challenges. To achieve this, I present novel design methodologies, an iterative prototyping framework, practical yet effective control approaches, and a strategic outlook on the development of soft robot hands. I demonstrate that through iterative prototyping and advances in multi-material 3D printing, it is possible to create highly customizable, low-cost dexterous soft hands for under $1000 and within days. Additionally, a novel contact transfer optimization framework is introduced for efficiently mapping human manipulation skills to robot hands with different morphologies. Control methods, including open-loop and teleoperation approaches for different types of soft hands, are explored. I further validate the prac ticality and robustness of the presented design, fabrication, and control approaches through real-world experiments in agricultural green pepper harvesting. Finally, I provide a strategic outlook on dexterous soft hands and offer practical insights on building them.

History

Date

2025-04-30

Degree Type

  • Dissertation

Department

  • Robotics Institute

Degree Name

  • Doctor of Philosophy (PhD)

Advisor(s)

Nancy Pollard

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