Formal Methods for Autonomous Systems - Tichakorn Wongpiromsarn, Mahsa Ghasemi, Murat Cubuktepe, Georgios Bakirtzis, Steven Carr

Formal Methods for Autonomous Systems

Buch | Softcover
246 Seiten
2023
now publishers Inc (Verlag)
978-1-63828-272-3 (ISBN)
105,95 inkl. MwSt
Formal methods refer to rigorous, mathematical approaches to system development and have played a key role in establishing the correctness of safety-critical systems. In this monograph the authors review the current state of the art of applications of formal methods in the autonomous systems domain.
Formal methods refer to rigorous, mathematical approaches to system development and have played a key role in establishing the correctness of safety-critical systems. The main building blocks of formal methods are models and specifications, which are analogous to behaviours and requirements in system design and give us the means to verify and synthesise system behaviours with formal guarantees.

In this monograph the authors review the current state of the art of applications of formal methods in the autonomous systems domain. They first consider correct-by-construction synthesis under various formulations in known environments before addressing the concept of uncertainty with systems that employ learning using formal methods including overcoming some limitations of such systems. Finally, they examine the synthesis of systems with monitoring to ensure a system can return to normalcy. They conclude with future directions for formal methods in reinforcement learning, uncertainty, privacy, explainability of formal methods, and regulation and certification.

Covering important topics such as synthesis and reinforcement learning it is a comprehensive resource for students, practitioners and researchers on the use of formal methods in modern systems.

1. Introduction
2. Models and Specifications
3. Verification and Model Checking
4. Closed-System Synthesis
5. Reactive Synthesis
6. Probabilistic Synthesis and Verification
7. Dealing with Information Limitations
8. Runtime Assurance via Shielding
9. Verifiable Learning-Based Synthesis
10. Some Future Directions
Acronyms
Acknowledgements
References

Erscheinungsdatum
Reihe/Serie Foundations and Trends® in Systems and Control
Verlagsort Hanover
Sprache englisch
Maße 156 x 234 mm
Gewicht 352 g
Themenwelt Technik Elektrotechnik / Energietechnik
ISBN-10 1-63828-272-2 / 1638282722
ISBN-13 978-1-63828-272-3 / 9781638282723
Zustand Neuware
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