https://github.com/ami-iit/paper_pasandi_2022_tac_bounded-integrated-cpg

Repository associated with the paper "An Integrated Programmable CPG with Bounded Output" published in Transactions on Automatic Control, 2022

https://github.com/ami-iit/paper_pasandi_2022_tac_bounded-integrated-cpg

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Keywords

central-pattern-generators cyclic-motion motion-modulation programmable-oscillator robotics-control state-constrained
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Repository associated with the paper "An Integrated Programmable CPG with Bounded Output" published in Transactions on Automatic Control, 2022

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central-pattern-generators cyclic-motion motion-modulation programmable-oscillator robotics-control state-constrained
Created almost 4 years ago · Last pushed about 3 years ago
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Readme

README.md

An Integrated Programmable CPG with Bounded Output

V. Pasandi, H. Sadeghian, M. Keshmiri, D. Pucci, "An Integrated Programmable CPG with Bounded Output" in IEEE Transactions on Automatic Control (TACON), 2022

https://user-images.githubusercontent.com/34647611/170982775-a75f0b8c-c685-4559-b70f-fc99c90fc868.mp4

IEEE Transactions on Automatic Control, 2022
Paper | Pre-print | Video | Results

Abstract

Cyclic motions are fundamental patterns in robotic applications including industrial manipulation and legged robot locomotion. This paper proposes an approach for the online modulation of cyclic motions in robotic applications. For this purpose, we present an integrated programmable Central Pattern Generator (CPG) for the online generation of the reference joint trajectory of a robotic system out of a library of desired periodic motions. The reference trajectory is then followed by the lower-level controller of the robot. The proposed CPG generates a smooth reference joint trajectory convergence to the desired one while preserving the position and velocity joint limits of the robot. The integrated programmable CPG consists of one novel bounded output programmable oscillator. We design the programmable oscillator for encoding the desired multidimensional periodic trajectory as a stable limit cycle. We also use the state transformation method to ensure that the oscillator’s output and its first-time derivative preserve the joint position and velocity limits of the robot. With the help of Lyapunov based arguments, We prove that the proposed CPG provides global stability and convergence of the desired trajectory. The effectiveness of the proposed integrated CPG for trajectory generation is shown in a passive rehabilitation scenario on the Kuka iiwa robot arm, and also in walking simulation on a seven-link bipedal robot.

Results

:warning: The results is work in progress!

Citing this work

If you find the work useful, please consider citing:

bibtex @article{pasandi2022integrated, title={An integrated programmable CPG with bounded output}, author={Pasandi, Venus and Sadeghian, Hamid and Keshmiri, Mehdi and Pucci, Daniele}, journal={IEEE Transactions on Automatic Control}, volume={67}, number={9}, pages={4658--4673}, year={2022}, publisher={IEEE}, doi={10.1109/TAC.2022.3166715} }

Maintainer

This repository is maintained by:

| | | |:---:|:---:| | | @VenusPasandi |

Owner

  • Name: Artificial and Mechanical Intelligence
  • Login: ami-iit
  • Kind: organization
  • Location: Italy

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