Control Of Cyber Physical Systems

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Control of Cyber-Physical Systems

Author : Danielle C. Tarraf
Publisher : Springer
ISBN 13 : 3319011596
Total Pages : 379 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Control of Cyber-Physical Systems by : Danielle C. Tarraf

Download or read book Control of Cyber-Physical Systems written by Danielle C. Tarraf and published by Springer. This book was released on 2013-06-30 with total page 379 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cyber-physical systems (CPS) involve deeply integrated, tightly coupled computational and physical components. These systems, spanning multiple scientific and technological domains, are highly complex and pose several fundamental challenges. They are also critically important to society’s advancement and security. The design and deployment of the adaptable, reliable CPS of tomorrow requires the development of a basic science foundation, synergistically drawing on various branches of engineering, mathematics, computer science, and domain specific knowledge. This book brings together 19 invited papers presented at the Workshop on Control of Cyber-Physical Systems, hosted by the Department of Electrical & Computer Engineering at The Johns Hopkins University in March 2013. It highlights the central role of control theory and systems thinking in developing the theory of CPS, in addressing the challenges of cyber-trust and cyber-security, and in advancing emerging cyber-physical applications ranging from smart grids to smart buildings, cars and robotic systems.

Cyber-Physical Systems and Control

Author : Dmitry G. Arseniev
Publisher : Springer Nature
ISBN 13 : 3030349837
Total Pages : 778 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Cyber-Physical Systems and Control by : Dmitry G. Arseniev

Download or read book Cyber-Physical Systems and Control written by Dmitry G. Arseniev and published by Springer Nature. This book was released on 2019-11-29 with total page 778 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the proceedings of the International Conference on Cyber-Physical Systems and Control (CPS&C'2019), held in Peter the Great St. Petersburg Polytechnic University, which is celebrating its 120th anniversary in 2019. The CPS&C'2019 was dedicated to the 35th anniversary of the partnership between Peter the Great St. Petersburg Polytechnic University and Leibniz University of Hannover. Cyber-physical systems (CPSs) are a new generation of control systems and techniques that help promote prospective interdisciplinary research. A wide range of theories and methodologies are currently being investigated and developed in this area to tackle various complex and challenging problems. Accordingly, CPSs represent a scientific and engineering discipline that is set to make an impact on future systems of industrial and social scale that are characterized by the deep integration of real-time processing, sensing, and actuation into logical and physical heterogeneous domains. The CPS&C'2019 brought together researchers and practitioners from all over the world and to discuss cross-cutting fundamental scientific and engineering principles that underline the integration of cyber and physical elements across all application fields. The participants represented research institutions and universities from Austria, Belgium, Bulgaria, China, Finland, Germany, the Netherlands, Russia, Syria, Ukraine, the USA, and Vietnam. These proceedings include 75 papers arranged into five sections, namely keynote papers, fundamentals, applications, technologies, and education and social aspects.

Communications for Control in Cyber Physical Systems

Author : Husheng Li
Publisher : Morgan Kaufmann
ISBN 13 : 0128019646
Total Pages : 312 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Communications for Control in Cyber Physical Systems by : Husheng Li

Download or read book Communications for Control in Cyber Physical Systems written by Husheng Li and published by Morgan Kaufmann. This book was released on 2016-07-08 with total page 312 pages. Available in PDF, EPUB and Kindle. Book excerpt: Communications and Controls in Cyber Physical Systems: Theory, Design and Applications in Smart Grids provides readers with all they need to know about cyber physical systems (CPSs), such as smart grids, which have attracted intensive studies in recent years. Communications and controls are of key importance for maintaining and stabilizing the operation of the physical dynamics in these complicated systems. This book presents a systematic treatment on the communication and control aspects of CPSs, along with applications to the smart grid in four parts, including the basics of CPS, communications and controls, an explanation of the integration with CPS, coverage of controls with information constraints in CPS, and an applications oriented focus on smart grids as a CPS. Drawing upon years of practical experience and using numerous examples and illustrations, the authors’ discuss key communication and controls design methods that can be integrated into a CPS, how communication and control schemes can be applied in practical systems such as smart grids, new directions and approaches for traditional engineers and researchers in communications, and controls and power systems as they relates to CPSs. Presents a systematic treatment on the communication and control aspects of cyber physical systems (CPSs) Discusses key communication and controls design methods that can be integrated into a CPS Demonstrates how communication and control schemes can be applied in practical systems such as smart grids Includes new directions and approaches for traditional engineers and researchers in communications, controls, and power systems as they relate to CPSs

Cyber-Physical Systems

Author : Houbing Herbert Song
Publisher : Morgan Kaufmann
ISBN 13 : 0128038748
Total Pages : 516 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Cyber-Physical Systems by : Houbing Herbert Song

Download or read book Cyber-Physical Systems written by Houbing Herbert Song and published by Morgan Kaufmann. This book was released on 2016-08-27 with total page 516 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cyber-Physical Systems: Foundations, Principles and Applications explores the core system science perspective needed to design and build complex cyber-physical systems. Using Systems Science’s underlying theories, such as probability theory, decision theory, game theory, organizational sociology, behavioral economics, and cognitive psychology, the book addresses foundational issues central across CPS applications, including System Design -- How to design CPS to be safe, secure, and resilient in rapidly evolving environments, System Verification -- How to develop effective metrics and methods to verify and certify large and complex CPS, Real-time Control and Adaptation -- How to achieve real-time dynamic control and behavior adaptation in a diverse environments, such as clouds and in network-challenged spaces, Manufacturing -- How to harness communication, computation, and control for developing new products, reducing product concepts to realizable designs, and producing integrated software-hardware systems at a pace far exceeding today's timeline. The book is part of the Intelligent Data-Centric Systems: Sensor-Collected Intelligence series edited by Fatos Xhafa, Technical University of Catalonia. Indexing: The books of this series are submitted to EI-Compendex and SCOPUS Includes in-depth coverage of the latest models and theories that unify perspectives, expressing the interacting dynamics of the computational and physical components of a system in a dynamic environment Focuses on new design, analysis, and verification tools that embody the scientific principles of CPS and incorporate measurement, dynamics, and control Covers applications in numerous sectors, including agriculture, energy, transportation, building design and automation, healthcare, and manufacturing

Cyber-Physical Systems

Author : Fei Hu
Publisher : CRC Press
ISBN 13 : 1466577002
Total Pages : 400 pages
Book Rating : 4.4/5 (665 download)

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Book Synopsis Cyber-Physical Systems by : Fei Hu

Download or read book Cyber-Physical Systems written by Fei Hu and published by CRC Press. This book was released on 2013-09-26 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cyber-physical systems (CPSs) have quickly become one of the hottest computer applications today. With their tight integration of cyber and physical objects, it is believed CPSs will transform how we interact with the physical world, just like the Internet transformed how we interact with one another. A CPS could be a system at multiple scales, from large smart bridges with fluctuation detection and responding functions, to autonomous cars and tiny implanted medical devices. Cyber-Physical Systems: Integrated Computing and Engineering Design supplies comprehensive coverage of the principles and design of CPSs. It addresses the many challenges that must be overcome and outlines a roadmap of how to get there. Emphasizes the integration of cyber computing and physical objects control Covers important CPS theory foundations and models Includes interesting case studies of several important civilian and health care applications that illustrate the CPS design process Addresses the collaboration of the sensing and controlling of a physical system with robust software architecture Explains how to account for random failure events that can occur in a real CPS environment Presented in a systematic manner, the book begins by discussing the basic concept underlying CPSs and examining some challenging design issues. It then covers the most important design theories and modeling methods for a practical CPS. Next, it moves on to sensor-based CPSs, which use embedded sensors and actuators to interact with the physical world. The text presents concrete CPS designs for popular civilian applications, including building and energy management. Reflecting the importance of human health care in society, it includes CPS examples of rehabilitation applications such as virtual reality-based disability recovery platforms.

Principles of Cyber-Physical Systems

Author : Rajeev Alur
Publisher : MIT Press
ISBN 13 : 0262328461
Total Pages : 459 pages
Book Rating : 4.2/5 (623 download)

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Book Synopsis Principles of Cyber-Physical Systems by : Rajeev Alur

Download or read book Principles of Cyber-Physical Systems written by Rajeev Alur and published by MIT Press. This book was released on 2015-04-24 with total page 459 pages. Available in PDF, EPUB and Kindle. Book excerpt: A foundational text that offers a rigorous introduction to the principles of design, specification, modeling, and analysis of cyber-physical systems. A cyber-physical system consists of a collection of computing devices communicating with one another and interacting with the physical world via sensors and actuators in a feedback loop. Increasingly, such systems are everywhere, from smart buildings to medical devices to automobiles. This textbook offers a rigorous and comprehensive introduction to the principles of design, specification, modeling, and analysis of cyber-physical systems. The book draws on a diverse set of subdisciplines, including model-based design, concurrency theory, distributed algorithms, formal methods of specification and verification, control theory, real-time systems, and hybrid systems, explaining the core ideas from each that are relevant to system design and analysis. The book explains how formal models provide mathematical abstractions to manage the complexity of a system design. It covers both synchronous and asynchronous models for concurrent computation, continuous-time models for dynamical systems, and hybrid systems for integrating discrete and continuous evolution. The role of correctness requirements in the design of reliable systems is illustrated with a range of specification formalisms and the associated techniques for formal verification. The topics include safety and liveness requirements, temporal logic, model checking, deductive verification, stability analysis of linear systems, and real-time scheduling algorithms. Principles of modeling, specification, and analysis are illustrated by constructing solutions to representative design problems from distributed algorithms, network protocols, control design, and robotics. This book provides the rapidly expanding field of cyber-physical systems with a long-needed foundational text by an established authority. It is suitable for classroom use or as a reference for professionals.

Cyber-Physical Systems: A Model-Based Approach

Author : Walid M. Taha
Publisher : Springer Nature
ISBN 13 : 3030360717
Total Pages : 205 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Cyber-Physical Systems: A Model-Based Approach by : Walid M. Taha

Download or read book Cyber-Physical Systems: A Model-Based Approach written by Walid M. Taha and published by Springer Nature. This book was released on 2020-09-01 with total page 205 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this concise yet comprehensive Open Access textbook, future inventors are introduced to the key concepts of Cyber-Physical Systems (CPS). Using modeling as a way to develop deeper understanding of the computational and physical components of these systems, one can express new designs in a way that facilitates their simulation, visualization, and analysis. Concepts are introduced in a cross-disciplinary way. Leveraging hybrid (continuous/discrete) systems as a unifying framework and Acumen as a modeling environment, the book bridges the conceptual gap in modeling skills needed for physical systems on the one hand and computational systems on the other. In doing so, the book gives the reader the modeling and design skills they need to build smart, IT-enabled products. Starting with a look at various examples and characteristics of Cyber-Physical Systems, the book progresses to explain how the area brings together several previously distinct ones such as Embedded Systems, Control Theory, and Mechatronics. Featuring a simulation-based project that focuses on a robotics problem (how to design a robot that can play ping-pong) as a useful example of a CPS domain, Cyber-Physical Systems: A Model-Based Approach demonstrates the intimate coupling between cyber and physical components, and how designing robots reveals several non-trivial control problems, significant embedded and real-time computation requirements, and a need to consider issues of communication and preconceptions.

Logical Foundations of Cyber-Physical Systems

Author : André Platzer
Publisher : Springer
ISBN 13 : 3319635883
Total Pages : 662 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Logical Foundations of Cyber-Physical Systems by : André Platzer

Download or read book Logical Foundations of Cyber-Physical Systems written by André Platzer and published by Springer. This book was released on 2018-07-30 with total page 662 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cyber-physical systems (CPSs) combine cyber capabilities, such as computation or communication, with physical capabilities, such as motion or other physical processes. Cars, aircraft, and robots are prime examples, because they move physically in space in a way that is determined by discrete computerized control algorithms. Designing these algorithms is challenging due to their tight coupling with physical behavior, while it is vital that these algorithms be correct because we rely on them for safety-critical tasks. This textbook teaches undergraduate students the core principles behind CPSs. It shows them how to develop models and controls; identify safety specifications and critical properties; reason rigorously about CPS models; leverage multi-dynamical systems compositionality to tame CPS complexity; identify required control constraints; verify CPS models of appropriate scale in logic; and develop an intuition for operational effects. The book is supported with homework exercises, lecture videos, and slides.

Security of Cyber-Physical Systems: State Estimation and Control

Author : Chengwei Wu
Publisher :
ISBN 13 : 9783030883515
Total Pages : 0 pages
Book Rating : 4.8/5 (835 download)

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Book Synopsis Security of Cyber-Physical Systems: State Estimation and Control by : Chengwei Wu

Download or read book Security of Cyber-Physical Systems: State Estimation and Control written by Chengwei Wu and published by . This book was released on 2022 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book analyzes the secure problems of cyber-physical systems from both the adversary and defender sides. Targeting the challenging security problems of cyber-physical systems under malicious attacks, this book presents some recent novel secure state estimation and control algorithms, in which moving target defense scheme, zero-sum game-theoretical approach, reinforcement learning, neural networks, and intelligent control are adopted. Readers will find not only the valuable secure state estimation and control schemes combined with the approaches aforementioned, but also some vital conclusions for securing cyber-physical systems, for example, the critical value of allowed attack probability, the maximum number of sensors to be attacked, etc. The book also provides practical applications, example of which are unmanned aerial vehicles, interruptible power system, and robot arm to validate the proposed secure algorithms. Given its scope, it offers a valuable resource for undergraduate and graduate students, academics, scientists, and engineers who are working in this field.

Resilience of Cyber-Physical Systems

Author : Francesco Flammini
Publisher : Springer
ISBN 13 : 3319955977
Total Pages : 229 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Resilience of Cyber-Physical Systems by : Francesco Flammini

Download or read book Resilience of Cyber-Physical Systems written by Francesco Flammini and published by Springer. This book was released on 2019-01-25 with total page 229 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book addresses the latest approaches to holistic Cyber-Physical System (CPS) resilience in real-world industrial applications. Ensuring the resilience of CPSs requires cross-discipline analysis and involves many challenges and open issues, including how to address evolving cyber-security threats. The book describes emerging paradigms and techniques from two main viewpoints: CPSs’ exposure to new threats, and CPSs’ potential to counteract them. Further, the chapters address topics ranging from risk modeling to threat management and mitigation. The book offers a clearly structured, highly accessible resource for a diverse readership, including graduate students, researchers and industry practitioners who are interested in evaluating and ensuring the resilience of CPSs in both the development and assessment stages.

Cyber-Physical Systems and Industry 4.0

Author : Dinesh Goyal
Publisher : CRC Press
ISBN 13 : 1000290654
Total Pages : 259 pages
Book Rating : 4.0/5 (2 download)

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Book Synopsis Cyber-Physical Systems and Industry 4.0 by : Dinesh Goyal

Download or read book Cyber-Physical Systems and Industry 4.0 written by Dinesh Goyal and published by CRC Press. This book was released on 2022-02-16 with total page 259 pages. Available in PDF, EPUB and Kindle. Book excerpt: This new work explores the growth of information and communication technologies with an emphasis on cyber-physical systems and security management of these systems. This volume discusses and analyzes the various effective practical applications of CPS, which involves the integration of the physical process with embedded computation and network monitoring along with feedback loops from physical systems. The authors identify the best set of applications and discuss the drawbacks of existing systems. The book provides a broad outlook on the applications of cyber-physical systems along with case studies and examples in healthcare, automotive electronics, industrial automation, environment monitoring, agriculture, and applications in civil and mechanical sectors. Topics include using an energy management system in smart grids, implementing an intelligent traffic management system, warehouse tracking and monitoring, medical cyber-physical systems security, remote healthcare monitoring, and more.

Cyber-Physical Systems: Modelling and Intelligent Control

Author : Alla G. Kravets
Publisher :
ISBN 13 : 9783030660789
Total Pages : 0 pages
Book Rating : 4.6/5 (67 download)

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Book Synopsis Cyber-Physical Systems: Modelling and Intelligent Control by : Alla G. Kravets

Download or read book Cyber-Physical Systems: Modelling and Intelligent Control written by Alla G. Kravets and published by . This book was released on 2021 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book highlights original approaches of modelling and intelligent control of cyber-physical systems covering both theoretical and practical aspects. The novel contribution of the book covers the transformation of scientific research and their results into applications for cyber-physical systems design and operation during the whole life cycle in different domains. Given its scope, the book offers an excellent reference book for researchers and other readers in the fields of cyber-physical systems modelling and intelligent control, space exploration and practical implementation of cyber-physical systems. The book also benefits researchers and practitioners in artificial intelligence and machine learning, as described results can be applied in cyber-physical systems design and cost-effectively maintenance. The target audience of this book also includes practitioners and experts, as well as state authorities and representatives of international organizations interested in creating mechanisms for implementing Cyber-Physical Systems projects. .

A 21st Century Cyber-Physical Systems Education

Author : National Academies of Sciences, Engineering, and Medicine
Publisher : National Academies Press
ISBN 13 : 0309451639
Total Pages : 107 pages
Book Rating : 4.3/5 (94 download)

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Book Synopsis A 21st Century Cyber-Physical Systems Education by : National Academies of Sciences, Engineering, and Medicine

Download or read book A 21st Century Cyber-Physical Systems Education written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2017-01-27 with total page 107 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cyber-physical systems (CPS) are "engineered systems that are built from, and depend upon, the seamless integration of computational algorithms and physical components." CPS can be small and closed, such as an artificial pancreas, or very large, complex, and interconnected, such as a regional energy grid. CPS engineering focuses on managing inter- dependencies and impact of physical aspects on cyber aspects, and vice versa. With the development of low-cost sensing, powerful embedded system hardware, and widely deployed communication networks, the reliance on CPS for system functionality has dramatically increased. These technical developments in combination with the creation of a workforce skilled in engineering CPS will allow the deployment of increasingly capable, adaptable, and trustworthy systems. Engineers responsible for developing CPS but lacking the appropriate education or training may not fully understand at an appropriate depth, on the one hand, the technical issues associated with the CPS software and hardware or, on the other hand, techniques for physical system modeling, energy and power, actuation, signal processing, and control. In addition, these engineers may be designing and implementing life-critical systems without appropriate formal training in CPS methods needed for verification and to assure safety, reliability, and security. A workforce with the appropriate education, training, and skills will be better positioned to create and manage the next generation of CPS solutions. A 21st Century Cyber-Physical Systems Education examines the intellectual content of the emerging field of CPS and its implications for engineering and computer science education. This report is intended to inform those who might support efforts to develop curricula and materials; faculty and university administrators; industries with needs for CPS workers; and current and potential students about intellectual foundations, workforce requirements, employment opportunities, and curricular needs.

Verifying Cyber-Physical Systems

Author : Sayan Mitra
Publisher : MIT Press
ISBN 13 : 0262044803
Total Pages : 313 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis Verifying Cyber-Physical Systems by : Sayan Mitra

Download or read book Verifying Cyber-Physical Systems written by Sayan Mitra and published by MIT Press. This book was released on 2021-02-16 with total page 313 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Security of Industrial Control Systems and Cyber Physical Systems

Author : Adrien Bécue
Publisher : Springer
ISBN 13 : 3319403850
Total Pages : 174 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Security of Industrial Control Systems and Cyber Physical Systems by : Adrien Bécue

Download or read book Security of Industrial Control Systems and Cyber Physical Systems written by Adrien Bécue and published by Springer. This book was released on 2016-06-17 with total page 174 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the First Conference on Cybersecurity of Industrial Control Systems, CyberICS 2015, and the First Workshop on the Security of Cyber Physical Systems, WOS-CPS 2015, held in Vienna, Austria, in September 2015 in conjunction with ESORICS 2015, the 20th annual European Symposium on Research in Computer Security. The 6 revised full papers and 2 short papers of CyberICS 2015 presented together with 3 revised full papers of WOS-CPS 2015 were carefully reviewed and selected from 28 initial submissions. CyberICS 2015 focuses on topics covering ICSs, including cyber protection and cyber defense of SCADA systems, plant control systems, engineering workstations, substation equipment, programmable logic controllers, PLCs, and other industrial control system. WOS-CPS 2015 deals with the Security of Cyber Physical Systems, that exist everywhere around us, and range in size, complexity and criticality, from embedded systems used in smart vehicles, to SCADA systems in smart grids to control systems in water distribution systems, to smart transportation systems etc.

Security and Privacy in Cyber-Physical Systems

Author : Houbing Song
Publisher : John Wiley & Sons
ISBN 13 : 1119226058
Total Pages : 471 pages
Book Rating : 4.1/5 (192 download)

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Book Synopsis Security and Privacy in Cyber-Physical Systems by : Houbing Song

Download or read book Security and Privacy in Cyber-Physical Systems written by Houbing Song and published by John Wiley & Sons. This book was released on 2017-08-25 with total page 471 pages. Available in PDF, EPUB and Kindle. Book excerpt: Written by a team of experts at the forefront of the cyber-physical systems (CPS) revolution, this book provides an in-depth look at security and privacy, two of the most critical challenges facing both the CPS research and development community and ICT professionals. It explores, in depth, the key technical, social, and legal issues at stake, and it provides readers with the information they need to advance research and development in this exciting area. Cyber-physical systems (CPS) are engineered systems that are built from, and depend upon the seamless integration of computational algorithms and physical components. Advances in CPS will enable capability, adaptability, scalability, resiliency, safety, security, and usability far in excess of what today’s simple embedded systems can provide. Just as the Internet revolutionized the way we interact with information, CPS technology has already begun to transform the way people interact with engineered systems. In the years ahead, smart CPS will drive innovation and competition across industry sectors, from agriculture, energy, and transportation, to architecture, healthcare, and manufacturing. A priceless source of practical information and inspiration, Security and Privacy in Cyber-Physical Systems: Foundations, Principles and Applications is certain to have a profound impact on ongoing R&D and education at the confluence of security, privacy, and CPS.

Cyber Physical Systems Approach to Smart Electric Power Grid

Author : Siddhartha Kumar Khaitan
Publisher : Springer
ISBN 13 : 3662459280
Total Pages : 391 pages
Book Rating : 4.6/5 (624 download)

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Book Synopsis Cyber Physical Systems Approach to Smart Electric Power Grid by : Siddhartha Kumar Khaitan

Download or read book Cyber Physical Systems Approach to Smart Electric Power Grid written by Siddhartha Kumar Khaitan and published by Springer. This book was released on 2015-01-02 with total page 391 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book documents recent advances in the field of modeling, simulation, control, security and reliability of Cyber- Physical Systems (CPS) in power grids. The aim of this book is to help the reader gain insights into working of CPSs and understand their potential in transforming the power grids of tomorrow. This book will be useful for all those who are interested in design of cyber-physical systems, be they students or researchers in power systems, CPS modeling software developers, technical marketing professionals and business policy-makers.