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Koopman_ZNN

This repository contains the code for bilinear model for serial manipulators and the corresponding ZNN controller developed for the purpose of trajectory tracking with the aforementioned models described in the paper titled "Real-Time Constrained Tracking Control of Redundant Manipulators Using a Koopman-Zeroing Neural Network Framework". The full paper can be found at https://ieeexplore.ieee.org/document/10380707

If you use this code in an academic context, please cite:

  • C. K. Sah, R. Singh and J. Keshavan, "Real-Time Constrained Tracking Control of Redundant Manipulators Using a Koopman-Zeroing Neural Network Framework," in IEEE Robotics and Automation Letters, vol. 9, no. 2, pp. 1732-1739, Feb. 2024, doi: 10.1109/LRA.2024.3349966

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This repository contains the code for bilinear models for serial manipulators and the corresponding ZNN controller described in paper titled "Real-Time Constrained Tracking Control of Redundant Manipulators Using a Koopman-Zeroing Neural Network Framework".

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