Automatic Synthesis of Smooth Infinite Horizon Paths Satisfying Linear Temporal Logic Specifications
Samuel Williams, Jyotirmoy Deshmukh
Abstract
Abstract Automatically constructing smooth paths that satisfy a formal specification is a challenging problem. Existing methods struggle to scale to long horizon specifications and challenging environments. We present a method that uses abstraction, model checking, and convex optimization to solve for a smooth Bézier spline that is guaranteed to satisfy a Linear Temporal Logic specification. Our approach uses a coarse abstraction to avoid the state explosion of other abstraction based methods, and successfully avoids the computational challenges of directly optimizing the non-convex temporal logic semantics. We prove our method is sound and complete and demonstrate a significant computational advantage relative to state of the art approaches. Generating such smooth paths has natural applications in path planning for autonomous robots, and we demonstrate the applicability of our method on path planning for a quadrotor.
Ask about this paper
Ask your agent about it.
Lune has read the top-tier papers around this one, so every answer names the papers it rests on.
Your agent calls
Lunesearch_papers
Free to start. No credit card required.
Terminal
Install the CLIlune papers get b69449c6-1585-4231-831c-a0b2ccd70575Related papers
- Zero-Shot Trajectory Planning for Signal Temporal Logic TasksRuijia Liu, Ancheng Hou, Xiao Yu, Xiang YinNeurIPS 2025 · 14 citations
- Abstract Action Scheduling for Optimal Temporal Planning via OMTStefan Panjkovic, Andrea MicheliAAAI 2024 · 3 citations
- Classical Planning with Avoid ConditionsMarcel Steinmetz, Jörg Hoffmann, Alisa Kovtunova, Stefan BorgwardtAAAI 2022 · 2 citations
- DeepLTL: Learning to Efficiently Satisfy Complex LTL Specifications for Multi-Task RLMathias Jackermeier, Alessandro AbateICLR 2025
- Accelerated Learning with Linear Temporal Logic using Differentiable SimulationAlper Kamil Bozkurt, Calin Belta, Ming C. LinICLR 2026 · 2 citations
