RRT* Based Optimal Trajectory Generation with Linear Temporal Logic Specifications under Kinodynamic Constraints
Gautam, Saksham, Das, Ratnangshu, Jagtap, Pushpak
–arXiv.org Artificial Intelligence
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.
arXiv.org Artificial Intelligence
Nov-9-2024
- Country:
- Asia
- Middle East > Republic of Türkiye
- Karaman Province > Karaman (0.05)
- India > Karnataka
- Bengaluru (0.04)
- Middle East > Republic of Türkiye
- Asia
- Genre:
- Research Report (0.50)
- Industry:
- Government (0.46)
- Technology: