[HTML][HTML] Robotic world models—conceptualization, review, and engineering best practices

R Sakagami, FS Lay, A Dömel, MJ Schuster… - Frontiers in Robotics …, 2023 - frontiersin.org
The term “world model”(WM) has surfaced several times in robotics, for instance, in the
context of mobile manipulation, navigation and mapping, and deep reinforcement learning …

The ARCHES space-analogue demonstration mission: Towards heterogeneous teams of autonomous robots for collaborative scientific sampling in planetary …

MJ Schuster, MG Müller, SG Brunner… - IEEE Robotics and …, 2020 - ieeexplore.ieee.org
Teams of mobile robots will play a crucial role in future missions to explore the surfaces of
extraterrestrial bodies. Setting up infrastructure and taking scientific samples are expensive …

Spatial action maps for mobile manipulation

J Wu, X Sun, A Zeng, S Song, J Lee… - arXiv preprint arXiv …, 2020 - arxiv.org
Typical end-to-end formulations for learning robotic navigation involve predicting a small set
of steering command actions (eg, step forward, turn left, turn right, etc.) from images of the …

Fully autonomous real-world reinforcement learning with applications to mobile manipulation

C Sun, J Orbik, CM Devin, BH Yang… - … on Robot Learning, 2022 - proceedings.mlr.press
We study how robots can autonomously learn skills that require a combination of navigation
and grasping. Learning robotic skills in the real world remains challenging without large …

Learning to Grasp on the Moon from 3D Octree Observations with Deep Reinforcement Learning

A Orsula, S Bøgh, M Olivares-Mendez… - 2022 IEEE/RSJ …, 2022 - ieeexplore.ieee.org
Extraterrestrial rovers with a general-purpose robotic arm have many potential applications
in lunar and planetary exploration. Introducing autonomy into such systems is desirable for …

Finally! insights into the arches lunar planetary exploration analogue campaign on etna in summer 2022

A Wedler, MG Müller, M Schuster, M Durner… - … Congress, IAC 2022, 2022 - elib.dlr.de
This paper summarises the first outcomes of the space demonstration mission of the
ARCHES project which could have been performed this year from 13 june until 10 july on …

Vision-based robotic pushing and grasping for stone sample collection under computing resource constraints

R Grimm, M Grotz, S Ottenhaus… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Increasing the robustness of grasping actions and the recovery from failure is key to
improving a robot's autonomy. Endowing robots with the ability to robustly grasp and …

Preliminary results for the multi-robot, multi-partner, multi-mission, planetary exploration analogue campaign on mount etna

A Wedler, MG Müller, M Schuster, M Durner… - Proceedings of the …, 2021 - elib.dlr.de
This paper was initially intended to report on the outcome of the twice postponed
demonstration mission of the ARCHES project. Due to the global COVID pandemic, it has …

Mobile manipulation of a laser-induced breakdown spectrometer for planetary exploration

P Lehner, R Sakagami, W Boerdijk… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
Laser-induced Breakdown Spectroscopy (LIBS) is an established analytical technique to
measure the elemental composition of rocks and other matter on the Martian surface. We …

Modular Mechatronics Infrastructure for robotic planetary exploration assets in a field operation scenario

AF Prince, B Vodermayer, B Pleintinger, A Kolb… - Acta Astronautica, 2023 - Elsevier
Abstract In 2021 the Modular Mechatronics Infrastructure (MMI) was introduced as a solution
to reduce weight, costs, and development time in robotic planetary missions. With …