/mca

[TNNLS'21] Mutual-Collision-Avoidance Scheme Synthesized by Neural Networks for Dual Redundant Robot Manipulators Executing Cooperative Tasks

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Mutual-Collision-Avoidance Scheme Synthesized by Neural Networks for Dual Redundant Robot Manipulators Executing Cooperative Tasks

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This repository contains the results and analysis of Mutual-Collision-Avoidance Scheme Synthesized by Neural Networks for Dual Redundant Robot Manipulators Executing Cooperative Tasks (MCA).

MCA scheme is proposed to solve the robot motion planning problem, in particular, the mutual collision avoidance between dual robot manipulators.

If you find this work helpful, please kindly consider citing our paper in your publications.

@ARTICLE{zhang2021mca,
  title={Mutual-Collision-Avoidance Scheme Synthesized by Neural Networks for Dual Redundant Robot Manipulators Executing Cooperative Tasks},
  author={Zhang, Zhijun and Zheng, Lunan and Chen, Zhuoming and Kong, Lingdong and Karimi, Hamid Reza},
  journal={IEEE Transactions on Neural Networks and Learning Systems}, 
  year={2021},
  volume={32}, 
  number={3}, 
  pages={1052-1066},
}

Content

Coming soon.

Experiments

  • MVN

  • MCA

References

  • Z. Zhang, Z. Li, Y. Zhang, Y. Luo, and Y. Li. “Neural-dynamic-methodbased dual-arm CMG scheme with time-varying constraints applied to humanoid robots,” IEEE Trans. Neural Netw. Learn. Syst., 2015.
  • Z. Zhang, Y. Lin, S. Li, Y. Li, Z. Yu, and Y. Luo. “Tricriteria optimization-coordination motion of dual-redundant-robot manipulators for complex path planning,” IEEE Trans. Control Syst. Technol., 2017.
  • D. Nicolis, M. Palumbo, A. M. Zanchettin, and P. Rocco. “Occlusionfree visual servoing for the shared autonomy teleoperation of dual-arm robots,” IEEE Robot. Autom. Lett., 2018.
  • S. Yang, R. A. MacLachlan, and C. N. Riviere. “Manipulator design and operation of a six-degree-of-freedom handheld tremor-canceling microsurgical instrument,” IEEE/ASME Trans. Mechatronics, 2015.
  • Z. Li and C.-Y. Su. “Neural-adaptive control of single-master–multipleslaves teleoperation for coordinated multiple mobile manipulators with time-varying communication delays and input uncertainties,” IEEE Trans. Neural Netw. Learn. Syst., 2013.