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Formal Methods for Autonomous Systems
Taschenbuch von Tichakorn Wongpiromsarn (u. a.)
Sprache: Englisch

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Beschreibung
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 behaviors and requirements in system design and give us the means to verify and synthesize system behaviors 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.
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 behaviors and requirements in system design and give us the means to verify and synthesize system behaviors 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.
Details
Erscheinungsjahr: 2023
Fachbereich: EDV
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Thema: Lexika
Medium: Taschenbuch
Seiten: 246
ISBN-13: 9781638282723
ISBN-10: 1638282722
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Wongpiromsarn, Tichakorn
Ghasemi, Mahsa
Cubuktepe, Murat
Hersteller: Now Publishers Inc
Maße: 234 x 156 x 13 mm
Von/Mit: Tichakorn Wongpiromsarn (u. a.)
Erscheinungsdatum: 21.09.2023
Gewicht: 0,38 kg
preigu-id: 127756408
Details
Erscheinungsjahr: 2023
Fachbereich: EDV
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Thema: Lexika
Medium: Taschenbuch
Seiten: 246
ISBN-13: 9781638282723
ISBN-10: 1638282722
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Wongpiromsarn, Tichakorn
Ghasemi, Mahsa
Cubuktepe, Murat
Hersteller: Now Publishers Inc
Maße: 234 x 156 x 13 mm
Von/Mit: Tichakorn Wongpiromsarn (u. a.)
Erscheinungsdatum: 21.09.2023
Gewicht: 0,38 kg
preigu-id: 127756408
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