TY - GEN
T1 - Reachset conformance testing of human arms with a biomechanical model
AU - Stark, Cédric
AU - Pereira, Aaron
AU - Althoff, Matthias
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/4/2
Y1 - 2018/4/2
N2 - Guaranteeing safety in human-robot co-existence often requires a prediction of the volume that could be occupied by the human up to a future time, in order to avoid collisions. Such predictions should be simple and fast for real-time calculation and collision-checking, but account even for unexpected movement. We use a complex biomechanical model to search for extreme human movement, to validate such a prediction. Since the model has a large input space and highly nonlinear dynamics, we use an exploration algorithm based on RRTs to efficiently find the extreme movements. We find that the simple prediction encloses all arm positions found by the exploration algorithm, except where the biomechanical model does not account for collision between body tissue.
AB - Guaranteeing safety in human-robot co-existence often requires a prediction of the volume that could be occupied by the human up to a future time, in order to avoid collisions. Such predictions should be simple and fast for real-time calculation and collision-checking, but account even for unexpected movement. We use a complex biomechanical model to search for extreme human movement, to validate such a prediction. Since the model has a large input space and highly nonlinear dynamics, we use an exploration algorithm based on RRTs to efficiently find the extreme movements. We find that the simple prediction encloses all arm positions found by the exploration algorithm, except where the biomechanical model does not account for collision between body tissue.
KW - Biomechanical modelling
KW - Conformance checking
KW - Human-robot interaction
UR - http://www.scopus.com/inward/record.url?scp=85049630646&partnerID=8YFLogxK
U2 - 10.1109/IRC.2018.00045
DO - 10.1109/IRC.2018.00045
M3 - Conference contribution
AN - SCOPUS:85049630646
T3 - Proceedings - 2nd IEEE International Conference on Robotic Computing, IRC 2018
SP - 209
EP - 216
BT - Proceedings - 2nd IEEE International Conference on Robotic Computing, IRC 2018
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2nd IEEE International Conference on Robotic Computing, IRC 2018
Y2 - 31 January 2018 through 2 February 2018
ER -