Human motion trajectory prediction: A survey

A Rudenko, L Palmieri, M Herman… - … Journal of Robotics …, 2020 - journals.sagepub.com
With growing numbers of intelligent autonomous systems in human environments, the ability
of such systems to perceive, understand, and anticipate human behavior becomes …

Set propagation techniques for reachability analysis

M Althoff, G Frehse, A Girard - Annual Review of Control …, 2021 - annualreviews.org
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 …

Funnel libraries for real-time robust feedback motion planning

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 …

State estimation and motion prediction of vehicles and vulnerable road users for cooperative autonomous driving: A survey

P Ghorai, A Eskandarian, YK Kim… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
The recent progress in autonomous vehicle research and development has led to
increasingly widespread testing of fully autonomous vehicles on public roads, where …

Online verification of automated road vehicles using reachability analysis

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 …

Dynamic tube MPC for nonlinear systems

BT Lopez, JJE Slotine, JP How - 2019 American Control …, 2019 - ieeexplore.ieee.org
Modeling error or external disturbances can severely degrade the performance of Model
Predictive Control (MPC) in real-world scenarios. Robust MPC (RMPC) addresses this …

Safety verification of cyber-physical systems with reinforcement learning control

HD Tran, F Cai, ML Diego, P Musau… - ACM Transactions on …, 2019 - dl.acm.org
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 …

Model-based probabilistic collision detection in autonomous driving

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 …

Formal certification methods for automated vehicle safety assessment

T Zhao, E Yurtsever, JA Paulson… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
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 …

Reachability analysis of nonlinear systems using conservative polynomialization and non-convex sets

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 …