English

RRT* Based Optimal Trajectory Generation with Linear Temporal Logic Specifications under Kinodynamic Constraints

Systems and Control 2024-11-12 v1 Robotics Systems and Control

Abstract

In this paper, we present a novel RRT*-based strategy for generating kinodynamically feasible paths that satisfy temporal logic specifications. Our approach integrates a robustness metric for Linear Temporal Logics (LTL) with the system's motion constraints, ensuring that the resulting trajectories are both optimal and executable. We introduce a cost function that recursively computes the robustness of temporal logic specifications while penalizing time and control effort, striking a balance between path feasibility and logical correctness. We validate our approach with simulations and real-world experiments in complex environments, demonstrating its effectiveness in producing robust and practical motion plans. This work represents a significant step towards expanding the applicability of motion planning algorithms to more complex, real-world scenarios.

Keywords

Cite

@article{arxiv.2411.06219,
  title  = {RRT* Based Optimal Trajectory Generation with Linear Temporal Logic Specifications under Kinodynamic Constraints},
  author = {Saksham Gautam and Ratnangshu Das and Pushpak Jagtap},
  journal= {arXiv preprint arXiv:2411.06219},
  year   = {2024}
}
R2 v1 2026-06-28T19:54:22.507Z