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Updated: Oct 27, 2025

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Rod-based Fabrication of Customizable Soft Robotic Pneumatic Gripper Devices for Delicate Tissue Manipulation
Published on: August 2, 2016
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Dynamic Modeling of Cable Driven Elongated Surgical Instruments for Sensorless Grip Force Estimation
Yangming Li1, Muneaki Miyasaka2, Mohammad Haghighipanah1
1Department of Electrical Engineering, University of Washington, Seattle, WA, USA 98195.
Summary
This study introduces a sensorless method for estimating grip force in robotic minimally invasive surgeries, enhancing surgeon haptic feedback using only motor data.
Area of Science:
- Robotics
- Surgical Technology
- Control Systems
Background:
- Haptic feedback is crucial in surgery but is currently lacking in robotic minimally invasive surgery (MIS).
- Elongated cable-driven surgical instruments are commonly used in MIS, but their grip force is difficult to measure directly.
Purpose of the Study:
- To propose and validate a dynamic model-based sensorless method for estimating grip force in cable-driven surgical instruments for MIS.
- To enhance haptic perception for surgeons operating robotic surgical systems.
Main Methods:
- Dynamic modeling of cable and cable-pulley properties.
- Joint estimation of grip forces, motor positions/velocities, and gripper jaw positions/velocities using Unscented Kalman Filter.
- Utilizing only motor encoder readings and output torques as known observations.
- Employing a bounding filter to address model inaccuracies and improve robustness.
Main Results:
- The proposed sensorless method achieved sufficiently accurate grip force estimation.
- Validation was performed on a 10mm gripper integrated with the Raven-II surgical robot.
- Experimental results confirmed the method's effectiveness using only motor encoder and torque data.
Conclusions:
- The developed dynamic model-based sensorless approach effectively estimates grip force in robotic MIS.
- This method can significantly improve haptic feedback in robotic surgery without requiring additional force sensors.
- The technique offers a robust solution for enhancing surgeon's sense of touch during minimally invasive procedures.
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