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AIMY Evaluation and Target Shooting

Python 3.8 Code style: Black arXiv

This repository provides the evaluation code of the publication

"AIMY: An Open-source Table Tennis Ball Launcher for Versatile and High-fidelity Trajectory Generation"

accepted to ICRA 2023.

It contains scripts for recording, preprocessing and visualisation of evaluation data. Furthermore, we provide the suite for target shooting with a feed-forward neural network.

AIMY

AIMY is a custom-designed three-wheeled table tennis ball launcher designed for advancing table tennis robot research.

Dependencies

Basic dependencies:

pip install numpy, pandas, scipy, matplotlib, seaborn, pytest, h5py, tensorflow

Misc dependencies:

pip install isort, black, flake8, mypy, tickzplotlib, sphinx

Interfacing MPI Intelligent Soft Robots Lab libraries:

  • ball_launcher beepy: low-level control software of the table tennis ball launcher
  • tennicam_client: ball position tracking system
  • signal_handler: tracks interrupts via terminal

The low-level control software for AIMY can be found here.

Citing AIMY

To cite AIMY in your academic research, please use the following bibtex lines:

@inproceedings{dittrich2023aimy,
  title={AIMY: An open-source table tennis ball launcher for versatile and high-fidelity trajectory generation},
  author={Dittrich, Alexander and Schneider, Jan and Guist, Simon and Gürtler, Nico and Ott, Heiko and Steinbrenner, Thomas and Schölkopf, Bernhard and Büchler, Dieter},
  booktitle={2023 IEEE International Conference on Robotics and Automation (ICRA)},
  pages={3058--3064},
  year={2023},
  organization={IEEE}
}

License

BSD 3-Clause license.

Copyright © 2023, Max Planck Gesellschaft

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High-level target shooting algorithm for trajectory generation of the custom designed table tennis ball launcher AIMY.

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