Reachability analysis consists in computing the set of states that are reachable by a dynamical system from all initial states and for all admissible inputs and parameters. It is a …
A Majumdar, R Tedrake - The International Journal of …, 2017 - journals.sagepub.com
We consider the problem of generating motion plans for a robot that are guaranteed to succeed despite uncertainty in the environment, parametric model uncertainty, and …
The recent progress in autonomous vehicle research and development has led to increasingly widespread testing of fully autonomous vehicles on public roads, where …
M Althoff, JM Dolan - IEEE Transactions on Robotics, 2014 - ieeexplore.ieee.org
An approach for formally verifying the safety of automated vehicles is proposed. Due to the uniqueness of each traffic situation, we verify safety online, ie, during the operation of the …
Modeling error or external disturbances can severely degrade the performance of Model Predictive Control (MPC) in real-world scenarios. Robust MPC (RMPC) addresses this …
This paper proposes a new forward reachability analysis approach to verify safety of cyber- physical systems (CPS) with reinforcement learning controllers. The foundation of our …
M Althoff, O Stursberg, M Buss - IEEE Transactions on …, 2009 - ieeexplore.ieee.org
The safety of the planned paths of autonomous cars with respect to the movement of other traffic participants is considered. Therefore, the stochastic occupancy of the road by other …
Challenges related to automated driving are no longer focused on just the construction of such automated vehicles (AVs) but also on assuring the safety of operation. Recent …
M Althoff - Proceedings of the 16th international conference on …, 2013 - dl.acm.org
A new technique for computing the reachable set of hybrid systems with nonlinear continuous dynamics is presented. Previous work showed that abstracting the nonlinear …