Bezier Reachable Polytopes

Efficient Certificates for Robust Motion Planning with Layered Architectures

Posted on September 30, 2024

Overview

Reachable sets in Bezier polynomial space can be represented as polytopes.

Abstract

Control architectures are often implemented in a layered fashion, combining independently designed blocks to achieve complex tasks. Providing guarantees for such hierarchical frameworks requires considering the capabilities and limitations of each layer and their interconnections at design time. To address this holistic design challenge, we introduce the notion of Bézier Reachable Polytopes – certificates of reachable points in the space of Bézier polynomial reference trajectories. This approach captures the set of trajectories that can be tracked by a low-level controller while satisfying state and input constraints, and leverages the geometric properties of Bézier polynomials to maintain an efficient polytopic repre- sentation. As a result, these certificates serve as a constructive tool for layered architectures, enabling long-horizon tasks to be reasoned about in a computationally tractable manner.

Paper