R3T: Rapidly-exploring random reachable set tree for optimal kinodynamic planning of nonlinear hybrid systems

A Wu, S Sadraddini, R Tedrake - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
We introduce R3T, a reachability-based variant of the rapidly-exploring random tree (RRT)
algorithm that is suitable for (optimal) kinodynamic planning in nonlinear and hybrid …

PICE: Polyhedral Complex Informed Counterfactual Explanations

MJ Villani, E Albini, S Sharma, S Mishra… - Proceedings of the …, 2024 - ojs.aaai.org
Polyhedral geometry can be used to shed light on the behaviour of piecewise linear neural
networks, such as ReLU-based architectures. Counterfactual explanations are a popular …

Robust explicit model predictive control for hybrid linear systems with parameter uncertainties

O Balakhnov, S Savin, A Klimchik - arXiv preprint arXiv:2307.12437, 2023 - arxiv.org
Explicit model-predictive control (MPC) is a widely used control design method that employs
optimization tools to find control policies offline; commonly it is posed as a semi-definite …

Sampling-based planning for hybrid systems via reachability guidance and policy approximation

A Wu - 2020 - dspace.mit.edu
Hybrid systems arise in many robotic problems such as manipulation and locomotion, and
efficient motion planning is critical for obtaining practical implementations of these systems …