@article{geist2021structured,bas={true},author={Geist, A. Ren\'e and Trimpe, Sebastian},journal={GAMM-Mitteilungen},title={Structured learning of rigid-body dynamics: A survey and unified view from a robotics perspective},year={2021},number={2},pages={e202100009},volume={44},doi={10.1002/gamm.202100009},series={Special Issue: Scientific Machine Learning},url={https://onlinelibrary.wiley.com/doi/full/10.1002/gamm.202100009},}
Learning with 3D rotations, a hitchhiker’s guide to SO(3)
Andreas René Geist , Jonas Frey , Mikel Zhobro , and 2 more authors
@misc{geist2024learning,bas={true},title={Learning with 3{D} rotations, a hitchhiker’s guide to {SO}(3)},author={Geist, Andreas Ren\'{e} and Frey, Jonas and Zhobro, Mikel and Levina, Anna and Martius, Georg},booktitle={Proceedings of the 41st International Conference on Machine Learning},pages={15331--15350},year={2024},editor={Salakhutdinov, Ruslan and Kolter, Zico and Heller, Katherine and Weller, Adrian and Oliver, Nuria and Scarlett, Jonathan and Berkenkamp, Felix},volume={235},series={Proceedings of Machine Learning Research},month={21--27 Jul},publisher={PMLR},url={https://proceedings.mlr.press/v235/geist24a.html},}
Deformable objects
Learning deformable linear object dynamics from a single trajectory
Shamil Mamedov , A. René Geist, Ruan Viljoen , and 2 more authors
@misc{mamedov2024learningdeformablelinearobject,el={true},title={Learning deformable linear object dynamics from a single trajectory},author={Mamedov, Shamil and Geist, A. René and Viljoen, Ruan and Trimpe, Sebastian and Swevers, Jan},year={2024},eprint={2407.03476},archiveprefix={arXiv},primaryclass={cs.RO},url={https://arxiv.org/abs/2407.03476},}
Pseudo-rigid body networks: learning interpretable deformable object dynamics from partial observations
Shamil Mamedov* , A. René Geist*, Jan Swevers , and 1 more author
@misc{mamedov2024pseudorigid,el={true},title={Pseudo-rigid body networks: learning interpretable deformable object dynamics from partial observations},author={Mamedov*, Shamil and Geist*, A. René and Swevers, Jan and Trimpe, Sebastian},year={2024},eprint={2307.07975},archiveprefix={arXiv},primaryclass={cs.RO},url={https://arxiv.org/abs/2307.07975},}
Implicitly-constrained dynamics
Physics-informed regression of implicitly-constrained robot dynamics
@article{geist2022physics,dyn={true},author={Geist, A. Ren\'e},title={Physics-informed regression of implicitly-constrained robot dynamics},year={2022},publisher={OPUS - Publication Server of the University of Stuttgart},url={https://elib.uni-stuttgart.de/handle/11682/12789},}
Using physics knowledge for learning rigid-body forward dynamics with Gaussian process force priors
Lucas Rath* , A. René Geist*, and Sebastian Trimpe
In Proceedings of the 5th Conference on Robot Learning , 08–11 nov 2022
@inproceedings{rath2022physics,dyn={true},author={Rath*, Lucas and Geist*, A. Ren\'e and Trimpe, Sebastian},booktitle={Proceedings of the 5th Conference on Robot Learning},title={Using physics knowledge for learning rigid-body forward dynamics with Gaussian process force priors},year={2022},editor={Faust, Aleksandra and Hsu, David and Neumann, Gerhard},month={08--11 Nov},pages={101--111},publisher={PMLR},series={Proceedings of Machine Learning Research},volume={164},url={https://proceedings.mlr.press/v164/rath22a.html},}
Learning constrained dynamics with Gauss principle adhering Gaussian processes
A. René Geist, and Sebastian Trimpe
In Proceedings of the 2nd Conference on Learning for Dynamics and Control , Jun 2020
@inproceedings{geist2020gauss,dyn={true},author={Geist, A. Ren\'e and Trimpe, Sebastian},booktitle={Proceedings of the 2nd Conference on Learning for Dynamics and Control},title={Learning constrained dynamics with Gauss principle adhering Gaussian processes},year={2020},month=jun,pages={225--234},publisher={PMLR},series={Proceedings of Machine Learning Research (PMLR)},volume={120},editors={Bayen, Alexandre M. and Jadbabaie, Ali and Pappas, George and Parrilo, Pablo A. and Recht, Benjamin and Tomlin, Claire and Zeilinger, Melanie},url={https://proceedings.mlr.press/v120/geist20a.html},}
Robot design, navigation and control
Learning environmental field exploration with computationally constrained underwater robots: Gaussian processes meet stochastic optimal control
Daniel Andre Duecker* , Andreas René Geist* , Edwin Kreuzer , and 1 more author
@article{duecker2019learning,author={Duecker*, Daniel Andre and Geist*, Andreas Ren\'e and Kreuzer, Edwin and Solowjow, Eugen},journal={Sensors},title={Learning environmental field exploration with computationally constrained underwater robots: Gaussian processes meet stochastic optimal control},year={2019},number={9},pages={2094},volume={19},publisher={MDPI},url={https://www.mdpi.com/1424-8220/19/9/2094},}
Data collection for robust end-to-end lateral vehicle control
A René Geist , Andreas Hansen , Eugen Solowjow , and 2 more authors
@inproceedings{geist2017data,title={Data collection for robust end-to-end lateral vehicle control},author={Geist, A Ren\'e and Hansen, Andreas and Solowjow, Eugen and Yang, Shun and Kreuzer, Edwin},booktitle={Dynamic Systems and Control Conference},volume={58271},year={2017},organization={American Society of Mechanical Engineers},url={https://asmedigitalcollection.asme.org/DSCC/proceedings-abstract/DSCC2017/58271/229554},}
Embedded spherical localization for micro underwater vehicles based on attenuation of electro-magnetic carrier signals
Daniel-André Duecker , A René Geist , Michael Hengeler , and 4 more authors
@article{duecker2017embedded,title={Embedded spherical localization for micro underwater vehicles based on attenuation of electro-magnetic carrier signals},author={Duecker, Daniel-Andr{\'e} and Geist, A Ren\'e and Hengeler, Michael and Kreuzer, Edwin and Pick, Marc-Andr{\'e} and Rausch, Viktor and Solowjow, Eugen},journal={Sensors},volume={17},number={5},pages={959},year={2017},publisher={MDPI},url={https://www.mdpi.com/1424-8220/17/5/959},}
Towards a hyperbolic acoustic one-way localization system for underwater swarm robotics
Andreas René Geist , Axel Hackbarth , Edwin Kreuzer , and 3 more authors
In 2016 IEEE International Conference on Robotics and Automation (ICRA) , 2016
@inproceedings{geist2016towards,title={Towards a hyperbolic acoustic one-way localization system for underwater swarm robotics},author={Geist, Andreas Ren\'e and Hackbarth, Axel and Kreuzer, Edwin and Rausch, Viktor and Sankur, Michael and Solowjow, Eugen},booktitle={2016 IEEE International Conference on Robotics and Automation (ICRA)},pages={4551--4556},year={2016},organization={IEEE},url={https://ieeexplore.ieee.org/abstract/document/7487655?casa_token=XIET266oMqIAAAAA:SgtYxA9qN4TUDPFA5zAzRsx2QC0DYL7S4lr9shhS-tbiQfr4pKv7SGKiWedDToGgQKN3PvtV},}