Machine Learning for Cyber Physical Systems

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Release : 2018-12-17
Genre : Technology & Engineering
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Book Rating : 859/5 ( reviews)

Machine Learning for Cyber Physical Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Machine Learning for Cyber Physical Systems write by Jürgen Beyerer. This book was released on 2018-12-17. Machine Learning for Cyber Physical Systems available in PDF, EPUB and Kindle. This Open Access proceedings presents new approaches to Machine Learning for Cyber Physical Systems, experiences and visions. It contains some selected papers from the international Conference ML4CPS – Machine Learning for Cyber Physical Systems, which was held in Karlsruhe, October 23-24, 2018. Cyber Physical Systems are characterized by their ability to adapt and to learn: They analyze their environment and, based on observations, they learn patterns, correlations and predictive models. Typical applications are condition monitoring, predictive maintenance, image processing and diagnosis. Machine Learning is the key technology for these developments.

Artificial Intelligence Paradigms for Smart Cyber-Physical Systems

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Release : 2020-11-13
Genre : Computers
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Book Rating : 028/5 ( reviews)

Artificial Intelligence Paradigms for Smart Cyber-Physical Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Artificial Intelligence Paradigms for Smart Cyber-Physical Systems write by Luhach, Ashish Kumar. This book was released on 2020-11-13. Artificial Intelligence Paradigms for Smart Cyber-Physical Systems available in PDF, EPUB and Kindle. Cyber-physical systems (CPS) have emerged as a unifying name for systems where cyber parts (i.e., the computing and communication parts) and physical parts are tightly integrated, both in design and during operation. Such systems use computations and communication deeply embedded in and interacting with human physical processes as well as augmenting existing and adding new capabilities. As such, CPS is an integration of computation, networking, and physical processes. Embedded computers and networks monitor and control the physical processes, with feedback loops where physical processes affect computations and vice versa. The economic and societal potential of such systems is vastly greater than what has been realized, and major investments are being made worldwide to develop the technology. Artificial Intelligence Paradigms for Smart Cyber-Physical Systems focuses on the recent advances in Artificial intelligence-based approaches towards affecting secure cyber-physical systems. This book presents investigations on state-of-the-art research issues, applications, and achievements in the field of computational intelligence paradigms for CPS. Covering topics that include autonomous systems, access control, machine learning, and intrusion detection and prevention systems, this book is ideally designed for engineers, industry professionals, practitioners, scientists, managers, students, academicians, and researchers seeking current research on artificial intelligence and cyber-physical systems.

Artificial Intelligence in Cyber-Physical Systems

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Release : 2023-03-16
Genre : Computers
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Book Rating : 486/5 ( reviews)

Artificial Intelligence in Cyber-Physical Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Artificial Intelligence in Cyber-Physical Systems write by Anil Kumar Sagar. This book was released on 2023-03-16. Artificial Intelligence in Cyber-Physical Systems available in PDF, EPUB and Kindle. Artificial Intelligence (AI) and the Internet of Things (IoT) are growing rapidly in today’s business world. In today's era, 25 billion devices, including machines, sensors, and cameras, are connected and continue to grow steadily. It is assumed that in 2025, 41.6 billion IoT devices will be connected, generating around 79.4 zettabytes of data. IoT and AI are intersecting in various scenarios. IoT-enabled devices are generating a huge amount of data, and with the help of AI, this data is used to build various intelligent models. These intelligent models are helpful in our daily lives and make the world smarter. Artificial Intelligence in Cyber Physical Systems: Principles and Applications addresses issues related to system safety, security, reliability, and deployment strategies in healthcare, military, transportation, energy, infrastructure, smart homes, and smart cities.

Explainable AI Within the Digital Transformation and Cyber Physical Systems

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Release : 2021-10-30
Genre : Technology & Engineering
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Book Rating : 095/5 ( reviews)

Explainable AI Within the Digital Transformation and Cyber Physical Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Explainable AI Within the Digital Transformation and Cyber Physical Systems write by Moamar Sayed-Mouchaweh. This book was released on 2021-10-30. Explainable AI Within the Digital Transformation and Cyber Physical Systems available in PDF, EPUB and Kindle. This book presents Explainable Artificial Intelligence (XAI), which aims at producing explainable models that enable human users to understand and appropriately trust the obtained results. The authors discuss the challenges involved in making machine learning-based AI explainable. Firstly, that the explanations must be adapted to different stakeholders (end-users, policy makers, industries, utilities etc.) with different levels of technical knowledge (managers, engineers, technicians, etc.) in different application domains. Secondly, that it is important to develop an evaluation framework and standards in order to measure the effectiveness of the provided explanations at the human and the technical levels. This book gathers research contributions aiming at the development and/or the use of XAI techniques in order to address the aforementioned challenges in different applications such as healthcare, finance, cybersecurity, and document summarization. It allows highlighting the benefits and requirements of using explainable models in different application domains in order to provide guidance to readers to select the most adapted models to their specified problem and conditions. Includes recent developments of the use of Explainable Artificial Intelligence (XAI) in order to address the challenges of digital transition and cyber-physical systems; Provides a textual scientific description of the use of XAI in order to address the challenges of digital transition and cyber-physical systems; Presents examples and case studies in order to increase transparency and understanding of the methodological concepts.

Artificial Intelligence for Cyber-Physical Systems Hardening

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Release : 2022-11-23
Genre : Technology & Engineering
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Book Rating : 374/5 ( reviews)

Artificial Intelligence for Cyber-Physical Systems Hardening - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Artificial Intelligence for Cyber-Physical Systems Hardening write by Issa Traore. This book was released on 2022-11-23. Artificial Intelligence for Cyber-Physical Systems Hardening available in PDF, EPUB and Kindle. This book presents advances in security assurance for cyber-physical systems (CPS) and report on new machine learning (ML) and artificial intelligence (AI) approaches and technologies developed by the research community and the industry to address the challenges faced by this emerging field. Cyber-physical systems bridge the divide between cyber and physical-mechanical systems by combining seamlessly software systems, sensors, and actuators connected over computer networks. Through these sensors, data about the physical world can be captured and used for smart autonomous decision-making. This book introduces fundamental AI/ML principles and concepts applied in developing secure and trustworthy CPS, disseminates recent research and development efforts in this fascinating area, and presents relevant case studies, examples, and datasets. We believe that it is a valuable reference for students, instructors, researchers, industry practitioners, and related government agencies staff.