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KNODE-Cosserat

This repository contains the hardware and code information used for the work Knowledge-based Neural Ordinary Differential Equations for Cosserat Rod-based Soft Robots alt text

Hardware

In \CAD we provide the SolidWorks CAD files for the full tendon-driven robot. It additionally contains the full robot assembly in a .step file, and two images of the full assembly (One picture shown above).

Firmware

In \firmware we provide the Arduino code for the tendon-driven robot in C++. This code implements a PID controller for each tendon to track a setpoint tension. This code also reads tension from each of the custom load cells.

ROS

In \ros_ws we provide the code for a ROS node that can control the robot using a joystick in Python. The ROS node subscribes to the joystick and maps the commands to the tensions in each tendon. The commands are sent to the robot through a serial port. This code can be modified to send custom commands to the robot instead of reading from the joystick.

KNODE Cosserat Training

We separate the training of simulated robot and real-world robot into the folders \knode_cosserat and \knode_cosserat_realworld. Instructions to run the training pipeline can be found in the README in these respective folders.

Citation

If you find any part of this repository useful and/or use it in your research, please the following publications:

@article{knode-cosserat,
  title={Knowledge-based Neural Ordinary Differential Equations for Cosserat Rod-based Soft Robots},
  author={Jiahao, Tom Z. and Adolf, Ryan and Sung, Cynthia and Hsieh, M. Ani},
  journal={arxiv preprint},
  year={2024}}

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