Context-triggered Abstraction-based Control Design
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Abstract (arXiv)
We consider the problem of automatically synthesizing a hybrid controller for non-linear dynamical systems which ensures that the closed-loop fulfills an arbitrary Linear Temporal Logic specification. Moreover, the specification may take into account logical context switches induced by an external environment or the system itself. Finally, we want to avoid classical brute-force time- and space-discretization for scalability. We achieve these goals by a novel two-layer strategy synthesis approach, where the controller generated in the lower layer provides invariant sets and basins of attraction, which are exploited at the upper logical layer in an abstract way. In order to achieve this, we provide new techniques for both the upper- and lower-level synthesis. Our new methodology allows to leverage both the computing power of state space control techniques and the intelligence of finite game solving for complex specifications, in a scalable way.
Key facts. Cited by 4 papers in the map (data through 13 Oct 2026). First posted on arXiv 5 May 2023.
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Citing papers per year: 2024: 1; 2025: 3.
4 papers.
- 2024Composing Reinforcement Learning Policies, with Formal Guaranteescited by 2
- 2025Formal Control for Uncertain Systems via Contract-Based Probabilistic Surrogates (Extended Version)cited by 1
- 2025Follow the STARs: Dynamic ω-Regular Shielding of Learned Policiescited by 0
- 2025Efficient Dynamic Shielding for Parametric Safety Specificationscited by 0
- 2025Formal Control for Uncertain Systems via Contract-Based Probabilistic Surrogates (Extended Version)20 Jun 2025
- 2025Efficient Dynamic Shielding for Parametric Safety Specifications28 May 2025
- 2025Follow the STARs: Dynamic ω-Regular Shielding of Learned Policies11 Apr 2025
- 2024Composing Reinforcement Learning Policies, with Formal Guarantees21 Feb 2024