TY - CHAP
T1 - Planning for Robotic Dry Stacking with Irregular Stones
AU - Liu, Yifang
AU - Choi, Jiwon
AU - Napp, Nils
N1 - Publisher Copyright:
© 2021, Springer Nature Singapore Pte Ltd.
PY - 2021
Y1 - 2021
N2 - The ability to build structures with autonomous robots using only found, minimally processed stones would be immensely useful, especially in remote areas. Assembly planning for dry-stacked structures, however, is difficult since both the state and action spaces are continuous, and stability is strongly affected by complex friction and contact constraints. We propose a planning algorithm for such assemblies that uses a physics simulator to find a small set of feasible poses and then evaluates them using a hierarchical filter. We carefully designed the heuristics for the filters to match our goal of building stable, free-standing walls. These plans are then executed open-loop with a robotic arm equipped with a wrist RGB-D camera. Experimental results show that the proposed planning algorithm can significantly improve the state of the art in robotic dry stacking.
AB - The ability to build structures with autonomous robots using only found, minimally processed stones would be immensely useful, especially in remote areas. Assembly planning for dry-stacked structures, however, is difficult since both the state and action spaces are continuous, and stability is strongly affected by complex friction and contact constraints. We propose a planning algorithm for such assemblies that uses a physics simulator to find a small set of feasible poses and then evaluates them using a hierarchical filter. We carefully designed the heuristics for the filters to match our goal of building stable, free-standing walls. These plans are then executed open-loop with a robotic arm equipped with a wrist RGB-D camera. Experimental results show that the proposed planning algorithm can significantly improve the state of the art in robotic dry stacking.
UR - http://www.scopus.com/inward/record.url?scp=85107023350&partnerID=8YFLogxK
U2 - 10.1007/978-981-15-9460-1_23
DO - 10.1007/978-981-15-9460-1_23
M3 - Chapter
AN - SCOPUS:85107023350
T3 - Springer Proceedings in Advanced Robotics
SP - 321
EP - 335
BT - Springer Proceedings in Advanced Robotics
PB - Springer Science and Business Media B.V.
ER -