Showing 50 publications by Ioannis Havoutis
Oscillating latent dynamics in robot systems during walking and reaching.
Parker Jones O, Mitchell AL, Yamada J, Merkt W, Geisert M et al. (2024), Scientific reports, 14(1), 11434
BibTeX
@article{oscillatinglate-2024/5,
title={Oscillating latent dynamics in robot systems during walking and reaching.},
author={Parker Jones O, Mitchell AL, Yamada J, Merkt W, Geisert M et al.},
journal={Scientific reports},
volume={14},
pages={11434},
publisher={Springer Nature},
year = "2024"
}
RoLoMa: robust loco-manipulation for quadruped robots with arms
Ferrolho H, Ivan V, Merkt W, Havoutis I & Vijayakumar S (2023), Autonomous Robots, 47(8), 1463-1481
R-LGP: A Reachability-guided Logic-geometric Programming Framework for Optimal Task and Motion Planning on Mobile Manipulators
Ly KT, Semenov V, Risiglione M, Merkt W & Havoutis I (2023)
Asymptotically optimized multi-surface coverage path planning for loco-manipulation in inspection and monitoring
Ly K, Munks M, Merkt W & Havoutis I (2023), IEEE International Conference on Automation Science and Engineering (CASE), 2023-August, 1-7
BibTeX
@inproceedings{asymptoticallyo-2023/9,
title={Asymptotically optimized multi-surface coverage path planning for loco-manipulation in inspection and monitoring},
author={Ly K, Munks M, Merkt W & Havoutis I},
booktitle={2023 IEEE 19th International Conference on Automation Science and Engineering (CASE)},
pages={1-7},
year = "2023"
}
VAE-Loco: versatile quadruped locomotion by learning a disentangled gait representation
Mitchell AL, Merkt WX, Geisert M, Gangapurwala S, Engelcke M et al. (2023), IEEE Transactions on Robotics, 39(5), 3805-3820
BibTeX
@article{vaelocoversatil-2023/7,
title={VAE-Loco: versatile quadruped locomotion by learning a disentangled gait representation},
author={Mitchell AL, Merkt WX, Geisert M, Gangapurwala S, Engelcke M et al.},
journal={IEEE Transactions on Robotics},
volume={39},
pages={3805-3820},
publisher={IEEE},
year = "2023"
}
Leveraging scene embeddings for gradient-based motion planning in latent space
Yamada J, Hung CM, Collins J, Havoutis I & Posner I (2023), 2023 IEEE International Conference on Robotics and Automation (ICRA), 5674-5680
BibTeX
@inproceedings{leveragingscene-2023/7,
title={Leveraging scene embeddings for gradient-based motion planning in latent space},
author={Yamada J, Hung CM, Collins J, Havoutis I & Posner I},
booktitle={2023 IEEE International Conference on Robotics and Automation (ICRA)},
pages={5674-5680},
year = "2023"
}
Learning low-frequency motion control for robust and dynamic robot locomotion
Gangapurwala S, Campanaro L & Havoutis I (2023), 2023 IEEE International Conference on Robotics and Automation (ICRA), 5085-5091
BibTeX
@inproceedings{learninglowfreq-2023/7,
title={Learning low-frequency motion control for robust and dynamic robot locomotion},
author={Gangapurwala S, Campanaro L & Havoutis I},
booktitle={2023 IEEE International Conference on Robotics and Automation (ICRA)},
pages={5085-5091},
year = "2023"
}
Roll-Drop: accounting for observation noise with a single parameter
Campanaro L, De Martini D, Gangapurwala S, Merkt W & Havoutis I (2023), Proceedings of The 5th Annual Learning for Dynamics and Control Conference, 718-730
BibTeX
@inproceedings{rolldropaccount-2023/6,
title={Roll-Drop: accounting for observation noise with a single parameter},
author={Campanaro L, De Martini D, Gangapurwala S, Merkt W & Havoutis I},
booktitle={5th Annual Learning for Dynamics and Control Conference (L4DC 2023)},
pages={718-730},
year = "2023"
}
Motion planning in dynamic environments using context-aware human trajectory prediction
Finean MN, Petrović L, Merkt W, Marković I & Havoutis I (2023), Robotics and Autonomous Systems, 104450-104450
BibTeX
@article{motionplanningi-2023/5,
title={Motion planning in dynamic environments using context-aware human trajectory prediction},
author={Finean MN, Petrović L, Merkt W, Marković I & Havoutis I},
journal={Robotics and Autonomous Systems},
number={104450},
pages={104450-104450},
publisher={Elsevier BV},
year = "2023"
}
You Only Look at One: Category-Level Object Representations for Pose Estimation From a Single Example
Goodwin W, Havoutis I & Posner I (2023)
Perceptive Locomotion through Whole-Body MPC and Optimal Region Selection
Corbères T, Mastalli C, Merkt W, Havoutis I, Fallon M et al. (2023)
Roll-Drop: accounting for observation noise with a single parameter
Campanaro L, De Martini D, Gangapurwala S, Merkt W & Havoutis I (2023)
You only look at one: category-level object representations for pose estimation from a single example
Goodwin W, Havoutis I & Posner I (2023), Proceedings of The 6th Conference on Robot Learning, 1435-1445
BibTeX
@inproceedings{youonlylookaton-2023/3,
title={You only look at one: category-level object representations for pose estimation from a single example},
author={Goodwin W, Havoutis I & Posner I},
booktitle={6th Conference on Robot Learning (CoRL 2022)},
pages={1435-1445},
year = "2023"
}
Leveraging Scene Embeddings for Gradient-Based Motion Planning in Latent Space
Yamada J, Hung C-M, Collins J, Havoutis I & Posner I (2023)
BiConMP: a nonlinear model predictive control framework for whole body motion planning
Meduri A, Shah P, Viereck J, Khadiv M, Havoutis I et al. (2023), IEEE Transactions on Robotics, 1-18
You Only Look at One: Category-Level Object Representations for Pose Estimation From a Single Example
Goodwin W, Havoutis I & Posner I (2023), Proceedings of Machine Learning Research, 205, 1435-1445
BibTeX
@inproceedings{youonlylookaton-2023/1,
title={You Only Look at One: Category-Level Object Representations for Pose Estimation From a Single Example},
author={Goodwin W, Havoutis I & Posner I},
pages={1435-1445},
year = "2023"
}
Leveraging Scene Embeddings for Gradient-Based Motion Planning in Latent Space
Yamada J, Hung CM, Collins J, Havoutis I & Posner I (2023), Proceedings - IEEE International Conference on Robotics and Automation, 2023-May, 5674-5680
Learning Low-Frequency Motion Control for Robust and Dynamic Robot Locomotion
Gangapurwala S, Campanaro L & Havoutis I (2023), Proceedings - IEEE International Conference on Robotics and Automation, 2023-May, 5085-5091
Roll-Drop: accounting for observation noise with a single parameter
Campanaro L, De Martini D, Gangapurwala S, Merkt W & Havoutis I (2023), Proceedings of Machine Learning Research, 211, 718-730
BibTeX
@inproceedings{rolldropaccount-2023/1,
title={Roll-Drop: accounting for observation noise with a single parameter},
author={Campanaro L, De Martini D, Gangapurwala S, Merkt W & Havoutis I},
pages={718-730},
year = "2023"
}
Asymptotically Optimized Multi-Surface Coverage Path Planning for Loco-Manipulation in Inspection and Monitoring
Ly KT, Munks M, Merkt W & Havoutis I (2023), IEEE International Conference on Automation Science and Engineering, 2023-August
RoLoMa: robust loco-manipulation for quadruped robots with arms
Ferrolho H, Ivan V, Merkt W, Havoutis I & Vijayakumar S (2023), Autonomous Robots
From Primates to Robots: Emerging Oscillatory Latent-Space Dynamics for Sensorimotor Control
Mitchell A, Parker Jones O, Yamada J, Merkt W, Havoutis I et al. (2023)
BibTeX
@inproceedings{fromprimatestor-2023/1,
title={From Primates to Robots: Emerging Oscillatory Latent-Space Dynamics for Sensorimotor Control},
author={Mitchell A, Parker Jones O, Yamada J, Merkt W, Havoutis I et al.},
booktitle={2023 Conference on Cognitive Computational Neuroscience},
year = "2023"
}
Motion planning in dynamic environments using context-aware human trajectory prediction
Finean MN, Petrovic L, Merkt W, Markovic I & Havoutis I (2023), ROBOTICS AND AUTONOMOUS SYSTEMS, 166
VAE-Loco: Versatile Quadruped Locomotion by Learning a Disentangled Gait Representation
Mitchell AL, Merkt WX, Geisert M, Gangapurwala S, Engelcke M et al. (2023), IEEE TRANSACTIONS ON ROBOTICS
Zero-shot category-level object pose estimation
Goodwin W, Vaze S, Havoutis I & Posner I (2022)(13699), 516-532
Reaching Through Latent Space: From Joint Statistics to Path Planning in Manipulation
Hung C-M, Zhong S, Goodwin W, Jones OP, Engelcke M et al. (2022)
Next steps: learning a disentangled gait representation for versatile quadruped locomotion
Mitchell A, Merkt W, Geisert M, Gangapurwala S, Engelcke M et al. (2022), 2022 International Conference on Robotics and Automation (ICRA), 10564-10570
BibTeX
@inproceedings{nextstepslearni-2022/7,
title={Next steps: learning a disentangled gait representation for versatile quadruped locomotion},
author={Mitchell A, Merkt W, Geisert M, Gangapurwala S, Engelcke M et al.},
booktitle={International Conference on Robotics and Automation (ICRA 2022)},
pages={10564-10570},
year = "2022"
}
Semantically grounded object matching for robust robotic scene rearrangement
Goodwin W, Vaze S, Havoutis I & Posner H (2022), Proceedings of the International Conference on Robotics and Automation (ICRA 2022), 11138-11144
RLOC: terrain-aware legged locomotion using reinforcement learning and optimal control
Gangapurwala S, Geisert M, Orsolino R, Fallon M & Havoutis I (2022), IEEE Transactions on Robotics, 38(5), 2908-2927
BibTeX
@article{rlocterrainawar-2022/5,
title={RLOC: terrain-aware legged locomotion using reinforcement learning and optimal control},
author={Gangapurwala S, Geisert M, Orsolino R, Fallon M & Havoutis I},
journal={IEEE Transactions on Robotics},
volume={38},
pages={2908-2927},
publisher={IEEE},
year = "2022"
}
Reaching through latent space: From joint statistics to path planning in manipulation
Hung C-M, Zhong S, Goodwin W, Parker Jones O, Engelcke M et al. (2022), IEEE Robotics and Automation Letters, 7(2), 5334-5341
BibTeX
@article{reachingthrough-2022/2,
title={Reaching through latent space: From joint statistics to path planning in manipulation},
author={Hung C-M, Zhong S, Goodwin W, Parker Jones O, Engelcke M et al.},
journal={IEEE Robotics and Automation Letters},
volume={7},
pages={5334-5341},
publisher={Institute of Electrical and Electronics Engineers},
year = "2022"
}
Where should I look? Optimized gaze control for whole-body collision avoidance in dynamic environments
Finean MN, Merkt W & Havoutis I (2021), IEEE Robotics and Automation Letters, 7(2), 1095-1102
BibTeX
@article{whereshouldiloo-2021/12,
title={Where should I look? Optimized gaze control for whole-body collision avoidance in dynamic environments},
author={Finean MN, Merkt W & Havoutis I},
journal={IEEE Robotics and Automation Letters},
volume={7},
pages={1095-1102},
publisher={IEEE},
year = "2021"
}
Rapid convex optimization of centroidal dynamics using block coordinate descent
Shah P, Meduri A, Merkt W, Khadiv M, Havoutis I et al. (2021), Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2021), 1658-1665
BibTeX
@inproceedings{rapidconvexopti-2021/12,
title={Rapid convex optimization of centroidal dynamics using block coordinate descent},
author={Shah P, Meduri A, Merkt W, Khadiv M, Havoutis I et al.},
booktitle={IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2021)},
pages={1658-1665},
year = "2021"
}
Rapid stability margin estimation for contact-rich locomotion
Orsolino R, Gangapurwala S, Melon O, Geisert M, Havoutis I et al. (2021), Proceedings of the 2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 8485-8492
BibTeX
@inproceedings{rapidstabilitym-2021/12,
title={Rapid stability margin estimation for contact-rich locomotion},
author={Orsolino R, Gangapurwala S, Melon O, Geisert M, Havoutis I et al.},
booktitle={2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
pages={8485-8492},
year = "2021"
}
Simultaneous scene reconstruction and whole-body motion planning for safe operation in dynamic environments
Finean MN, Merkt W & Havoutis I (2021), Proceedings of the 2021 IEEE International Workshop on Intelligent Robots and Systems (IROS)
BibTeX
@inproceedings{simultaneoussce-2021/12,
title={Simultaneous scene reconstruction and whole-body motion planning for safe operation in dynamic environments},
author={Finean MN, Merkt W & Havoutis I},
booktitle={2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
year = "2021"
}
Semantically Grounded Object Matching for Robust Robotic Scene Rearrangement
Goodwin W, Vaze S, Havoutis I & Posner I (2021)
Learning an expert skill-space for replanning dynamic quadruped locomotion over obstacles
Surovik D, Melon O, Geisert M, Fallon M & Havoutis I (2021), Proceedings of the 2020 Conference on Robot Learning, 1509-1518
BibTeX
@inproceedings{learninganexper-2021/10,
title={Learning an expert skill-space for replanning dynamic quadruped locomotion over obstacles},
author={Surovik D, Melon O, Geisert M, Fallon M & Havoutis I},
booktitle={4th Annual Conference on Robot Learning (CoRL2020)},
pages={1509-1518},
year = "2021"
}
Real-time trajectory adaptation for quadrupedal locomotion using deep reinforcement learning
Gangapurwala S, Geisert M, Orsolino R, Fallon M & Havoutis I (2021), Proceedings of the 2021 International Conference on Robotics and Automation (ICRA), 5973-5979
BibTeX
@inproceedings{realtimetraject-2021/10,
title={Real-time trajectory adaptation for quadrupedal locomotion using deep reinforcement learning},
author={Gangapurwala S, Geisert M, Orsolino R, Fallon M & Havoutis I},
booktitle={2021 International Conference on Robotics and Automation (ICRA)},
pages={5973-5979},
year = "2021"
}
Receding-horizon perceptive trajectory optimization for dynamic legged locomotion with learned initialization
Melon O, Orsolino R, Surovik D, Geisert M, Havoutis I et al. (2021), Proceedings of the 2021 International Conference on Robotics and Automation (ICRA 2021)
BibTeX
@inproceedings{recedinghorizon-2021/10,
title={Receding-horizon perceptive trajectory optimization for dynamic legged locomotion with learned initialization},
author={Melon O, Orsolino R, Surovik D, Geisert M, Havoutis I et al.},
booktitle={2021 International Conference on Robotics and Automation (ICRA 2021)},
year = "2021"
}
CPG-ACTOR: reinforcement learning for central pattern generators
Campanaro L, Gangapurwala S, De Martini D, Merkt W & Havoutis I (2021), Towards Autonomous Robotic Systems, 25-35
Introspective visuomotor control: exploiting uncertainty in deep visuomotor control for failure recovery
Hung C-M, Sun L, Wu Y, Havoutis I & Posner I (2021), Proceedings of the 2021 IEEE International Conference on Robotics and Automation (ICRA), 6293-6299
BibTeX
@inproceedings{introspectivevi-2021/10,
title={Introspective visuomotor control: exploiting uncertainty in deep visuomotor control for failure recovery},
author={Hung C-M, Sun L, Wu Y, Havoutis I & Posner I},
booktitle={2021 IEEE International Conference on Robotics and Automation (ICRA)},
pages={6293-6299},
year = "2021"
}
Sparsity-inducing optimal control via differential dynamic programming
Dinev T, Merkt W, Ivan V, Havoutis I & Vijayakumar S (2021), Proceedings of the 2021 IEEE International Conference on Robotics and Automation (ICRA), 8216-8222
BibTeX
@inproceedings{sparsityinducin-2021/10,
title={Sparsity-inducing optimal control via differential dynamic programming},
author={Dinev T, Merkt W, Ivan V, Havoutis I & Vijayakumar S},
booktitle={2021 IEEE International Conference on Robotics and Automation (ICRA)},
pages={8216-8222},
year = "2021"
}
A passive navigation planning algorithm for collision-free control of mobile robots
Tiseo C, Ivan V, Merkt W, Havoutis I, Mistry M et al. (2021), Proceedings of the 2021 IEEE International Conference on Robotics and Automation (ICRA), 8223-8229
BibTeX
@inproceedings{apassivenavigat-2021/10,
title={A passive navigation planning algorithm for collision-free control of mobile robots},
author={Tiseo C, Ivan V, Merkt W, Havoutis I, Mistry M et al.},
booktitle={2021 IEEE International Conference on Robotics and Automation (ICRA)},
pages={8223-8229},
year = "2021"
}
Inverse dynamics vs. Forward dynamics in direct transcription formulations for trajectory optimization
Ferrolho H, Ivan V, Merkt W, Havoutis I & Vijayakumar S (2021), Proceedings of the 2021 IEEE International Conference on Robotics and Automation (ICRA), 12752-12758
BibTeX
@inproceedings{inversedynamics-2021/10,
title={Inverse dynamics vs. Forward dynamics in direct transcription formulations for trajectory optimization},
author={Ferrolho H, Ivan V, Merkt W, Havoutis I & Vijayakumar S},
booktitle={2021 IEEE International Conference on Robotics and Automation (ICRA)},
pages={12752-12758},
year = "2021"
}
Predicted composite signed-distance fields for real-time motion planning in dynamic environments
Finean M, Merkt W & Havoutis I (2021), Proceedings of the Thirty-First International Conference on Automated Planning and Scheduling, 616-624
BibTeX
@inproceedings{predictedcompos-2021/8,
title={Predicted composite signed-distance fields for real-time motion planning in dynamic environments},
author={Finean M, Merkt W & Havoutis I},
booktitle={International Conference on Automated Planning and Scheduling (ICAPS 2021)},
pages={616-624},
year = "2021"
}
HapFIC: An adaptive force/position controller for safe environment interaction in articulated systems
Tiseo C, Merkt W, Babarahmati KK, Wolfslag W, Havoutis I et al. (2021), IEEE Transactions on Neural Systems and Rehabilitation Engineering, 29, 1432-1440
BibTeX
@article{hapficanadaptiv-2021/7,
title={HapFIC: An adaptive force/position controller for safe environment interaction in articulated systems},
author={Tiseo C, Merkt W, Babarahmati KK, Wolfslag W, Havoutis I et al.},
journal={IEEE Transactions on Neural Systems and Rehabilitation Engineering},
volume={29},
pages={1432-1440},
publisher={IEEE},
year = "2021"
}
Memory clustering using persistent homology for multimodality- and discontinuity-sensitive learning of optimal control warm-starts
Merkt WX, Ivan V, Dinev T, Havoutis I & Vijayakumar S (2021), IEEE Transactions on Robotics, 37(5), 1649-1660
BibTeX
@article{memoryclusterin-2021/4,
title={Memory clustering using persistent homology for multimodality- and discontinuity-sensitive learning of optimal control warm-starts},
author={Merkt WX, Ivan V, Dinev T, Havoutis I & Vijayakumar S},
journal={IEEE Transactions on Robotics},
volume={37},
pages={1649-1660},
publisher={Institute of Electrical and Electronics Engineers},
year = "2021"
}
Receding-Horizon Perceptive Trajectory Optimization for Dynamic Legged Locomotion with Learned Initialization
Melon O, Orsolino R, Surovik D, Geisert M, Havoutis I et al. (2021)
Introspective Visuomotor Control: Exploiting Uncertainty in Deep Visuomotor Control for Failure Recovery
Hung C-M, Sun L, Wu Y, Havoutis I & Posner I (2021)
First steps: latent-space control with semantic constraints for quadruped locomotion
Mitchell A, Engelcke M, Parker Jones O, Surovik D, Havoutis I et al. (2021), Proceedings of the IEEE International Workshop on Intelligent Robots and Systems (IROS), 5343-5350