Mathematics Of Autonomy Mathematical Methods For Cyber Physical Cognitive Systems

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Mathematics Of Autonomy: Mathematical Methods For Cyber-physical-cognitive Systems

Author : Pilling Michael J
Publisher : World Scientific
ISBN 13 : 9813230401
Total Pages : 432 pages
Book Rating : 4.8/5 (132 download)

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Book Synopsis Mathematics Of Autonomy: Mathematical Methods For Cyber-physical-cognitive Systems by : Pilling Michael J

Download or read book Mathematics Of Autonomy: Mathematical Methods For Cyber-physical-cognitive Systems written by Pilling Michael J and published by World Scientific. This book was released on 2017-10-30 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: Mathematics of Autonomy provides solid mathematical foundations for building useful Autonomous Systems. It clarifies what makes a system autonomous rather than simply automated, and reveals the inherent limitations of systems currently incorrectly labeled as autonomous in reference to the specific and strong uncertainty that characterizes the environments they operate in. Such complex real-world environments demand truly autonomous solutions to provide the flexibility and robustness needed to operate well within them. This volume embraces hybrid solutions to demonstrate extending the classes of uncertainty autonomous systems can handle. In particular, it combines physical-autonomy (robots), cyber-autonomy (agents) and cognitive-autonomy (cyber and embodied cognition) to produce a rigorous subset of trusted autonomy: Cyber-Physical-Cognitive autonomy (CPC-autonomy). The body of the book alternates between underlying theory and applications of CPC-autonomy including "Autonomous Supervision of a Swarm of Robots," "Using Wind Turbulence against a Swarm of UAVs" and "Unique Super-Dynamics for All Kinds of Robots (UAVs, UGVs, UUVs and USVs)" to illustrate how to effectively construct Autonomous Systems using this model. It avoids the wishful thinking that characterizes much discussion related to autonomy, discussing the hard limits and challenges of real autonomous systems. In so doing, it clarifies where more work is needed, and also provides a rigorous set of tools to tackle some of the problem space. Contents: Introduction Physics of the CPC-Autonomy: Port-Hamiltonian Dynamics and Control of Multi-Physical Networks CPC-Application: Autonomous Brain-Like Supervisor for a Swarm of Robots Micro-Cognitive CPC-Autonomy: Quantum Computational Tensor Networks Cyber-Cognitive CPC-Autonomy: TensorFlow and Deep Neural Tensor Networks Cognitive Control in CPC-Autonomy: Perceptual Control Theory and Its Alternatives CPC-Application: Using Wind Turbulence against a Team of UAVs Cognitive Estimation in CPC-Autonomy: Recursive Bayesian Filters and FastSLAM Algorithms CPC Super-Dynamics for a Universal Large-Scale Autonomous Operation Appendix 1: The World of Tensors Appendix 2: Classical Neural Networks and AI Readership: Undergraduates, graduates and researchers in computer science, pure and applied mathematics, engineering, and physics. Keywords: Autonomous Systems;Trusted Autonomy;Cyber-Physical Systems;Cognitive Systems;Port-Hamiltonian Dynamics and Control;Swarm of Robots;Brain-Like Supervisor;Deep Learning;Perceptual Control Theory;Wind Turbulence;Bayesian Estimation;FastSLAM Algorithms;Super-Dynamics;Tensors;Neural Networks;AIReview: Key Features: A critical examination of the unique challenges of Trusted Autonomous Systems Demonstrates the combination of many diverse approaches including Fuzzy Logic, Port-Hamiltonian Control Structures, Entangled-Quantum Computations, Deep Learning and Recursive Bayesian Filters and FastSLAM Algorithms Rigorous Mathematical Foundations including background tutorials Includes several solved examples

Verifying Cyber-Physical Systems

Author : Sayan Mitra
Publisher : MIT Press
ISBN 13 : 0262370263
Total Pages : 313 pages
Book Rating : 4.2/5 (623 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 2021-07-13 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. 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.

Mathematical Methods for Artificial Intelligence and Autonoumous Systems

Author : Edward R. Dougherty
Publisher : Prentice Hall
ISBN 13 : 9780135609217
Total Pages : 446 pages
Book Rating : 4.6/5 (92 download)

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Book Synopsis Mathematical Methods for Artificial Intelligence and Autonoumous Systems by : Edward R. Dougherty

Download or read book Mathematical Methods for Artificial Intelligence and Autonoumous Systems written by Edward R. Dougherty and published by Prentice Hall. This book was released on 1988-01-01 with total page 446 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Computation-Aware Algorithmic Design for Cyber-Physical Systems

Author : Maria Prandini
Publisher : Springer Nature
ISBN 13 : 303143448X
Total Pages : 251 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis Computation-Aware Algorithmic Design for Cyber-Physical Systems by : Maria Prandini

Download or read book Computation-Aware Algorithmic Design for Cyber-Physical Systems written by Maria Prandini and published by Springer Nature. This book was released on 2023-12-16 with total page 251 pages. Available in PDF, EPUB and Kindle. Book excerpt: This contributed volume aims to build the foundation of a framework for computationally aware algorithmic design for cyber-physical systems (CPSs), focusing on approaches that take computation into account at the design stage to address their impact on performance and safety. It demonstrates how novel techniques may emerge from the combination of formal methods, model predictive control, distributed optimization, data-driven methods, reconfigurable/adaptive methods, and information-theoretic techniques. Chapters are written by both researchers and practitioners and cover such topics as analysis and design of uncertain CPSs, cooperative and non-cooperative paradigms for handling complexity in large scale CPSs, task-relevant environment abstractions for autonomous systems based on information theory, information flow in event-based stabilization of CPSs, set-valued model predictive control, and automated synthesis of certifiable controllers for CPSs. State-of-the-art applications and case studies are provided throughout with a special focus on intelligent transportation systems and autonomous vehicles. Graduate students and researchers with an interest in CPS verification and control will find this volume to be a valuable resource in their work. It will also appeal to researchers from disciplines other than control, such as computer science, operations research, applied mathematics, and robotics.

Adaptive Autonomous Secure Cyber Systems

Author : Sushil Jajodia
Publisher : Springer Nature
ISBN 13 : 3030334325
Total Pages : 291 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Adaptive Autonomous Secure Cyber Systems by : Sushil Jajodia

Download or read book Adaptive Autonomous Secure Cyber Systems written by Sushil Jajodia and published by Springer Nature. This book was released on 2020-02-04 with total page 291 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores fundamental scientific problems essential for autonomous cyber defense. Specific areas include: Game and control theory-based moving target defenses (MTDs) and adaptive cyber defenses (ACDs) for fully autonomous cyber operations; The extent to which autonomous cyber systems can be designed and operated in a framework that is significantly different from the human-based systems we now operate; On-line learning algorithms, including deep recurrent networks and reinforcement learning, for the kinds of situation awareness and decisions that autonomous cyber systems will require; Human understanding and control of highly distributed autonomous cyber defenses; Quantitative performance metrics for the above so that autonomous cyber defensive agents can reason about the situation and appropriate responses as well as allowing humans to assess and improve the autonomous system. This book establishes scientific foundations for adaptive autonomous cyber systems and ultimately brings about a more secure and reliable Internet. The recent advances in adaptive cyber defense (ACD) have developed a range of new ACD techniques and methodologies for reasoning in an adaptive environment. Autonomy in physical and cyber systems promises to revolutionize cyber operations. The ability of autonomous systems to execute at scales, scopes, and tempos exceeding those of humans and human-controlled systems will introduce entirely new types of cyber defense strategies and tactics, especially in highly contested physical and cyber environments. The development and automation of cyber strategies that are responsive to autonomous adversaries pose basic new technical challenges for cyber-security. This book targets cyber-security professionals and researchers (industry, governments, and military). Advanced-level students in computer science and information systems will also find this book useful as a secondary textbook.

Mathematics in Cyber Research

Author : Paul L. Goethals
Publisher : CRC Press
ISBN 13 : 1000542696
Total Pages : 524 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Mathematics in Cyber Research by : Paul L. Goethals

Download or read book Mathematics in Cyber Research written by Paul L. Goethals and published by CRC Press. This book was released on 2022-02-06 with total page 524 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the last decade, both scholars and practitioners have sought novel ways to address the problem of cybersecurity. Innovative outcomes have included applications such as blockchain as well as creative methods for cyber forensics, software development, and intrusion prevention. Accompanying these technological advancements, discussion on cyber matters at national and international levels has focused primarily on the topics of law, policy, and strategy. The objective of these efforts is typically to promote security by establishing agreements among stakeholders on regulatory activities. Varying levels of investment in cyberspace, however, comes with varying levels of risk; in some ways, this can translate directly to the degree of emphasis for pushing substantial change. At the very foundation or root of cyberspace systems and processes are tenets and rules governed by principles in mathematics. Topics such as encrypting or decrypting file transmissions, modeling networks, performing data analysis, quantifying uncertainty, measuring risk, and weighing decisions or adversarial courses of action represent a very small subset of activities highlighted by mathematics. To facilitate education and a greater awareness of the role of mathematics in cyber systems and processes, a description of research in this area is needed. Mathematics in Cyber Research aims to familiarize educators and young researchers with the breadth of mathematics in cyber-related research. Each chapter introduces a mathematical sub-field, describes relevant work in this field associated with the cyber domain, provides methods and tools, as well as details cyber research examples or case studies. Features One of the only books to bring together such a diverse and comprehensive range of topics within mathematics and apply them to cyber research. Suitable for college undergraduate students or educators that are either interested in learning about cyber-related mathematics or intend to perform research within the cyber domain. The book may also appeal to practitioners within the commercial or government industry sectors. Most national and international venues for collaboration and discussion on cyber matters have focused primarily on the topics of law, policy, strategy, and technology. This book is among the first to address the underpinning mathematics.

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.

Cognitive Security

Author : Linan Huang
Publisher : Springer Nature
ISBN 13 : 3031307097
Total Pages : 117 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Cognitive Security by : Linan Huang

Download or read book Cognitive Security written by Linan Huang and published by Springer Nature. This book was released on 2023-07-04 with total page 117 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the latest research in cognitive security, a rapidly emerging field that addresses the vulnerabilities in human behavior and cognition that can lead to Cyber-Physical Systems (CPS) compromise. This book demonstrates that as adversaries increasingly use manipulative and deceptive information to disrupt human cognitive processes, including sensation, attention, memory, and mental operations, humans are misled into fallacious reasoning and manipulated decisions that can lead to system-level meltdown. Cognitive security aims to protect humans from the exploitation of cognitive vulnerabilities, help them make informed decisions that are free from manipulation and undue influence, and mitigate the aggravating risk in the ensuing steps of the attacker’s kill chain. This book offers solutions that work across different fields, such as psychology, neuroscience, data science, social science, and game theory, to deal with cognitive threats. It guides the reader through the core ideas with figures, real-life examples, and case studies. Moreover, it formally defines all research questions, presents the results using mathematical theorems and proofs, and obtains insights through numerical validation. This book provides a self-contained and brief overview of essential system-scientific tools for modeling, analyzing, and mitigating cognitive vulnerabilities. The concepts of human cognitive capacities and cognitive vulnerabilities are formally discussed, followed by two case studies in the scenarios of reactive and proactive attention vulnerabilities. This book provides insights and applications on this transdisciplinary topic, with the goal of motivating future research in this emerging area and pushing the frontier of human-technology convergence. This book is a valuable reference for researchers and advanced-level students studying or working in cognitive security and related fields. It is also useful for decision-makers, managers, and professionals working within these related fields.

Advances in Practical Applications of Agents, Multi-Agent Systems, and Cognitive Mimetics. The PAAMS Collection

Author : Philippe Mathieu
Publisher : Springer Nature
ISBN 13 : 3031376161
Total Pages : 450 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Advances in Practical Applications of Agents, Multi-Agent Systems, and Cognitive Mimetics. The PAAMS Collection by : Philippe Mathieu

Download or read book Advances in Practical Applications of Agents, Multi-Agent Systems, and Cognitive Mimetics. The PAAMS Collection written by Philippe Mathieu and published by Springer Nature. This book was released on 2023-07-11 with total page 450 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 21st International Conference on Practical Applications of Agents and Multi-Agent Systems, PAAMS 2023, held in Guimaraes, Portugal, in July 2023. The 32 full papers in this book were reviewed and selected from 70 submissions. 5 demonstration papers are also included in this volume. The papers deal with the application and validation of agent-based models, methods, and technologies in a number of key applications areas, including: advanced models and learning, agent-based programming, decision-making, education and social interactions, formal and theoretic models, health and safety, mobility and the city, swarms and task allocation.

Analytic Methods in Interdisciplinary Applications

Author : Vladimir V. Mityushev
Publisher : Springer
ISBN 13 : 3319121480
Total Pages : 181 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Analytic Methods in Interdisciplinary Applications by : Vladimir V. Mityushev

Download or read book Analytic Methods in Interdisciplinary Applications written by Vladimir V. Mityushev and published by Springer. This book was released on 2014-11-20 with total page 181 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book includes lectures given by the plenary and key speakers at the 9th International ISAAC Congress held 2013 in Krakow, Poland. The contributions treat recent developments in analysis and surrounding areas, concerning topics from the theory of partial differential equations, function spaces, scattering, probability theory, and others, as well as applications to biomathematics, queueing models, fractured porous media and geomechanics.

NASA Formal Methods

Author : Kristin Yvonne Rozier
Publisher : Springer Nature
ISBN 13 : 3031331702
Total Pages : 508 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis NASA Formal Methods by : Kristin Yvonne Rozier

Download or read book NASA Formal Methods written by Kristin Yvonne Rozier and published by Springer Nature. This book was released on 2023-07-04 with total page 508 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 15th International Symposium on NASA Formal Methods, NFM 2023, held in Houston, Texas, USA, during May 16-18, 2023. The 26 full and 3 short papers presented in this volume were carefully reviewed and selected from 75 submissions. The papers deal with advances in formal methods, formal methods techniques, and formal methods in practice.

Computational Statistical Methodologies and Modeling for Artificial Intelligence

Author : Priyanka Harjule
Publisher : CRC Press
ISBN 13 : 1000831078
Total Pages : 389 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Computational Statistical Methodologies and Modeling for Artificial Intelligence by : Priyanka Harjule

Download or read book Computational Statistical Methodologies and Modeling for Artificial Intelligence written by Priyanka Harjule and published by CRC Press. This book was released on 2023-03-31 with total page 389 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers computational statistics-based approaches for Artificial Intelligence. The aim of this book is to provide comprehensive coverage of the fundamentals through the applications of the different kinds of mathematical modelling and statistical techniques and describing their applications in different Artificial Intelligence systems. The primary users of this book will include researchers, academicians, postgraduate students, and specialists in the areas of data science, mathematical modelling, and Artificial Intelligence. It will also serve as a valuable resource for many others in the fields of electrical, computer, and optical engineering. The key features of this book are: Presents development of several real-world problem applications and experimental research in the field of computational statistics and mathematical modelling for Artificial Intelligence Examines the evolution of fundamental research into industrialized research and the transformation of applied investigation into real-time applications Examines the applications involving analytical and statistical solutions, and provides foundational and advanced concepts for beginners and industry professionals Provides a dynamic perspective to the concept of computational statistics for analysis of data and applications in intelligent systems with an objective of ensuring sustainability issues for ease of different stakeholders in various fields Integrates recent methodologies and challenges by employing mathematical modeling and statistical techniques for Artificial Intelligence

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.

International Research Centers Directory

Author :
Publisher :
ISBN 13 :
Total Pages : 1328 pages
Book Rating : 4.F/5 ( download)

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Book Synopsis International Research Centers Directory by :

Download or read book International Research Centers Directory written by and published by . This book was released on 1999 with total page 1328 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Robotics, Autonomous Systems and AI for Nonurgent/Nonemergent Healthcare Delivery During and After the COVID-19 Pandemic

Author : Mahdi Tavakoli
Publisher : Frontiers Media SA
ISBN 13 : 2889764737
Total Pages : 429 pages
Book Rating : 4.8/5 (897 download)

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Book Synopsis Robotics, Autonomous Systems and AI for Nonurgent/Nonemergent Healthcare Delivery During and After the COVID-19 Pandemic by : Mahdi Tavakoli

Download or read book Robotics, Autonomous Systems and AI for Nonurgent/Nonemergent Healthcare Delivery During and After the COVID-19 Pandemic written by Mahdi Tavakoli and published by Frontiers Media SA. This book was released on 2022-07-01 with total page 429 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Autonomous Horizons

Author : Greg Zacharias
Publisher : Independently Published
ISBN 13 : 9781092834346
Total Pages : 420 pages
Book Rating : 4.8/5 (343 download)

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Book Synopsis Autonomous Horizons by : Greg Zacharias

Download or read book Autonomous Horizons written by Greg Zacharias and published by Independently Published. This book was released on 2019-04-05 with total page 420 pages. Available in PDF, EPUB and Kindle. Book excerpt: Dr. Greg Zacharias, former Chief Scientist of the United States Air Force (2015-18), explores next steps in autonomous systems (AS) development, fielding, and training. Rapid advances in AS development and artificial intelligence (AI) research will change how we think about machines, whether they are individual vehicle platforms or networked enterprises. The payoff will be considerable, affording the US military significant protection for aviators, greater effectiveness in employment, and unlimited opportunities for novel and disruptive concepts of operations. Autonomous Horizons: The Way Forward identifies issues and makes recommendations for the Air Force to take full advantage of this transformational technology.

Human-Machine Shared Contexts

Author : William Lawless
Publisher : Academic Press
ISBN 13 : 0128223790
Total Pages : 448 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Human-Machine Shared Contexts by : William Lawless

Download or read book Human-Machine Shared Contexts written by William Lawless and published by Academic Press. This book was released on 2020-06-10 with total page 448 pages. Available in PDF, EPUB and Kindle. Book excerpt: Human-Machine Shared Contexts considers the foundations, metrics, and applications of human-machine systems. Editors and authors debate whether machines, humans, and systems should speak only to each other, only to humans, or to both and how. The book establishes the meaning and operation of “shared contexts between humans and machines; it also explores how human-machine systems affect targeted audiences (researchers, machines, robots, users) and society, as well as future ecosystems composed of humans and machines. This book explores how user interventions may improve the context for autonomous machines operating in unfamiliar environments or when experiencing unanticipated events; how autonomous machines can be taught to explain contexts by reasoning, inferences, or causality, and decisions to humans relying on intuition; and for mutual context, how these machines may interdependently affect human awareness, teams and society, and how these "machines" may be affected in turn. In short, can context be mutually constructed and shared between machines and humans? The editors are interested in whether shared context follows when machines begin to think, or, like humans, develop subjective states that allow them to monitor and report on their interpretations of reality, forcing scientists to rethink the general model of human social behavior. If dependence on machine learning continues or grows, the public will also be interested in what happens to context shared by users, teams of humans and machines, or society when these machines malfunction. As scientists and engineers "think through this change in human terms," the ultimate goal is for AI to advance the performance of autonomous machines and teams of humans and machines for the betterment of society wherever these machines interact with humans or other machines. This book will be essential reading for professional, industrial, and military computer scientists and engineers; machine learning (ML) and artificial intelligence (AI) scientists and engineers, especially those engaged in research on autonomy, computational context, and human-machine shared contexts; advanced robotics scientists and engineers; scientists working with or interested in data issues for autonomous systems such as with the use of scarce data for training and operations with and without user interventions; social psychologists, scientists and physical research scientists pursuing models of shared context; modelers of the internet of things (IOT); systems of systems scientists and engineers and economists; scientists and engineers working with agent-based models (ABMs); policy specialists concerned with the impact of AI and ML on society and civilization; network scientists and engineers; applied mathematicians (e.g., holon theory, information theory); computational linguists; and blockchain scientists and engineers. Discusses the foundations, metrics, and applications of human-machine systems Considers advances and challenges in the performance of autonomous machines and teams of humans Debates theoretical human-machine ecosystem models and what happens when machines malfunction