Verifying Cyber-Physical Systems
A Path to Safe Autonomy
312 pp., 7 x 9 in, 80 b&w illus.
- Published: February 16, 2021
- Published: February 16, 2021
A graduate-level textbook that presents a unified mathematical framework for modeling and analyzing cyber-physical systems, with a strong focus on verification.
Verification aims to establish whether a system meets a set of requirements. For such cyber-physical systems as driverless cars, autonomous spacecraft, and air-traffic management systems, verification is key to building safe systems with high levels of assurance. This graduate-level textbook presents a unified mathematical framework for modeling and analyzing cyber-physical systems, with a strong focus on verification. It distills the ideas and algorithms that have emerged from more than three decades of research and have led to the creation of industrial-scale modeling and verification techniques for cyber-physical systems.
The book discusses such computer science concepts as undecidability and abstractions, alongside concepts from control theory including multiple Lyapunov functions and barrier certificates, all within a unified mathematical language. It explains algorithms for reachability analysis, counter-example guided abstraction refinement, and data-driven verification, as well as the key data structures that enable their effective implementation. Other topics include invariants, deductive verification, progress analysis, sensitivity analysis, simulation relations, fairness, model checking, satisfiability modulo theories, temporal logics, compositional reasoning, convergence analysis, asynchronous processes, and verification of black-box systems.
The book provides more than twenty examples of cyber-physical verification, ranging from conceptual models to advanced driving-assist systems. Each chapter offers exercise problems; supporting materials, including slides, simulation code, additional exercises, and solutions are available on the book's website.
“Mitra's book provides a thoroughly modern view of the techniques for specification and verification of cyber-physical systems, expertly explaining how tools from control theory, dynamical systems, automata theory, and formal methods can be combined to analyze safety in autonomous systems. Using a combination of conceptual examples that can be used to understand basic concepts and modern applications that motivate the need for new approaches, this book provides the foundation for practitioners interested in understanding conceptual frameworks for verification of hybrid systems and researchers interested in establishing a rigorous basis for further advances.”
Richard Murray, Thomas E. and Doris Everhart Professor of Control and Dynamical Systems and Bioengineering, Caltech
“This is an excellent textbook that gives a comprehensive introduction to state-of-the-art techniques in formal modeling and verification of cyber-physical systems. Its seamless integration of technical details and illustrative examples makes it ideally suited for graduate students hoping to understand this complex subject matter.”
Rajeev Alur, Zisman Family Professor in the Department of Computer and Information Science, University of Pennsylvania