Artificial Intelligence Techniques For Analysing Sensitive Data In Medical Cyber Physical Systems

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Artificial Intelligence Techniques For Analysing Sensitive Data In Medical Cyber Physical Systems
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Author : Massimo Ficco
language : en
Publisher: Springer Nature
Release Date : 2025-01-22
Artificial Intelligence Techniques For Analysing Sensitive Data In Medical Cyber Physical Systems written by Massimo Ficco and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-22 with Computers categories.
This book presents the major advances in techniques to preserve privacy and security requirements connected with the use of AI and machine learning (ML) to analyse and manage sensitive data in MCPSs. The advances in Internet of things and artificial intelligence (AI) have witnessed great progress on healthcare technologies in several application domains. In particular, the interconnection between the physical spaces, characterized by physical devices able to collect users’ health information, with the cyberspace, also known as the virtual space, has fostered the development of intelligent Medical Cyber-Physical Systems (MCPSs) with the capability to deliver real-time healthcare services. On the other hand, the potential innovation that these technologies bring to improve patient care, by remotely analysing health parameters using medical devices, advanced smart sensors, and AI, is hampered by security and privacy challenges related to the managed sensitive data. Starting from the state of the art on AI and ML for medical applications and digital health, an accurate analysis of privacy and security risks associated with the use of the MCPSs is presented. Then, Digital Twins are introduced as a significant technique to enhance decision-making through learning and reasoning of collected on-field real-time data. Moreover, decentralized healthcare data management approaches based on federated learning, tiny machine learning, and blockchain technologies have been introduced to shift control and responsibility of healthcare data management from individual centralized entities to a more distributed structure, preserving privacy and security. Finally, the application of AI-based security monitoring approaches in healthcare is discussed. In this book, both theoretical and practical approaches are used to allow readers to understand complex topics and concepts easily also through real-life scenarios.
Advanced Information Networking And Applications
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Author : Leonard Barolli
language : en
Publisher: Springer Nature
Release Date : 2025-05-17
Advanced Information Networking And Applications written by Leonard Barolli and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-17 with Computers categories.
Networks of today are going through a rapid evolution and there are many emerging areas of information networking and their applications. Heterogeneous networking supported by recent technological advances in low power wireless communications along with silicon integration of various functionalities such as sensing, communications, intelligence and actuations are emerging as a critically important disruptive computer class based on a new platform, networking structure and interface that enable novel, low-cost and high-volume applications. Several of such applications have been difficult to realize because of many interconnection problems. To fulfill their large range of applications different kinds of networks need to collaborate and wired and next generation wireless systems should be integrated in order to develop high performance computing solutions to problems arising from the complexities of these networks. This volume covers the theory, design and applications of computer networks, distributed computing and information systems. The aim of the volume “Advanced Information Networking and Applications” is to provide latest research findings, innovative research results, methods and development techniques from both theoretical and practical perspectives related to the emerging areas of information networking and applications.
Artificial Intelligence Solutions For Cyber Physical Systems
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Author : Pushan Kumar Dutta
language : en
Publisher: CRC Press
Release Date : 2024-09-16
Artificial Intelligence Solutions For Cyber Physical Systems written by Pushan Kumar Dutta and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-16 with Computers categories.
Smart manufacturing environments are revolutionizing the industrial sector by integrating advanced technologies, such as the Internet of Things (IoT), artificial intelligence (AI), and robotics, to achieve higher levels of efficiency, productivity, and safety. However, the increasing complexity and interconnectedness of these systems also introduce new security challenges that must be addressed to ensure the safety of human workers and the integrity of manufacturing processes. Key topics include risk assessment methodologies, secure communication protocols, and the development of standard specifications to guide the design and implementation of HCPS. Recent research highlights the importance of adopting a multi-layered approach to security, encompassing physical, network, and application layers. Furthermore, the integration of AI and machine learning techniques enables real-time monitoring and analysis of system vulnerabilities, as well as the development of adaptive security measures. Artificial Intelligence Solutions for Cyber-Physical Systems discusses such best practices and frameworks as NIST Cybersecurity Framework, ISO/IEC 27001, and IEC 62443 of advanced technologies. It presents strategies and methods to mitigate risks and enhance security, including cybersecurity frameworks, secure communication protocols, and access control measures. The book also focuses on the design, implementation, and management of secure HCPS in smart manufacturing environments. It covers a wide range of topics, including risk assessment, security architecture, data privacy, and standard specifications, for HCPS. The book highlights the importance of securing communication protocols, the role of artificial intelligence and machine learning in threat detection and mitigation, and the need for robust cybersecurity frameworks in the context of smart manufacturing.
Artificial Intelligence And Cybersecurity In Healthcare
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Author : Rashmi Agrawal
language : en
Publisher: John Wiley & Sons
Release Date : 2025-02-21
Artificial Intelligence And Cybersecurity In Healthcare written by Rashmi Agrawal and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-21 with Computers categories.
Artificial Intelligence and Cybersecurity in Healthcare provides a crucial exploration of AI and cybersecurity within healthcare Cyber Physical Systems (CPS), offering insights into the complex technological landscape shaping modern patient care and data protection. As technology advances, healthcare has transformed, particularly through the implementation of CPS that integrate the digital and physical worlds, enhancing system efficiency and effectiveness. This increased reliance on technology raises significant security concerns. The book addresses the integration of AI and cybersecurity in healthcare CPS, detailing technological advancements, applications, and the challenges they present. AI applications in healthcare CPS include remote patient monitoring, AI chatbots for patient assistance, and biometric authentication for data security. AI not only improves patient care and clinical decision-making by analyzing extensive data and optimizing treatment plans, but also enhances CPS security by detecting and responding to cyber threats. Nonetheless, AI systems are susceptible to attacks, emphasizing the need for robust cybersecurity. Significant issues include the privacy and security of sensitive healthcare data, potential identity theft, and medical fraud from data breaches, alongside ethical concerns such as algorithmic bias. As the healthcare industry becomes increasingly digital and data-driven, integrating AI and cybersecurity measures into CPS is essential. This requires collaboration among healthcare providers, tech vendors, regulatory bodies, and cybersecurity experts to develop best practices and standards. This book aims to provide a comprehensive understanding of AI, cybersecurity, and healthcare CPS. It explores technologies like augmented reality, blockchain, and the Internet of Things, addressing associated challenges like cybersecurity threats and ethical dilemmas.
Intelligent Cyber Physical Systems For Healthcare Solutions
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Author : Mamta Mittal
language : en
Publisher: Springer Nature
Release Date : 2024-12-07
Intelligent Cyber Physical Systems For Healthcare Solutions written by Mamta Mittal and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-07 with Medical categories.
This book widens the insights with the advent of data-driven techniques using intelligent Cyber-Physical Systems to monitor and diagnose patients, provide personalized treatments, and enhance the overall quality of care. Intelligent Cyber-Physical Systems for healthcare solutions is an emerging area of research that aims to integrate advanced technologies, such as sensors, actuators, artificial intelligence, and the Internet of things, with healthcare systems to improve patient outcomes. This book provides an overview of the state-of-the-art in this field, showcasing the latest advances in cyber-physical systems design and implementation—the challenges and opportunities in applying CPS to healthcare. The book covers various aspects of intelligent cyber-physical systems in healthcare, including architecture, communication protocols, data processing, monitoring, diagnosis, rehabilitation, and assistive technologies. It also addresses important issues such as security, privacy, and ethics considerations and presents best practices for ensuring the safety and reliability of CPS in healthcare. The book offers a valuable resource for researchers, practitioners, and students to transform healthcare and improve patient outcomes while highlighting the need for interdisciplinary collaboration and ethical considerations in its design and implementation.
Threat Modeling Medical Cyber Physical Systems In The Neonatal Intensive Care Unit Programs
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Author : Dr. Gift T. Gaja
language : en
Publisher: Rticion, LLC
Release Date : 2025-02-04
Threat Modeling Medical Cyber Physical Systems In The Neonatal Intensive Care Unit Programs written by Dr. Gift T. Gaja and has been published by Rticion, LLC this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-04 with Computers categories.
Threat modeling is a proactive approach to identifying and managing risks related to human behavior within the workplace, especially in a diverse environment. It acknowledges that workplaces are made up of individuals from different cultural backgrounds, each with unique languages, symbols, and customs that represent valuable assets to the organization. However, potential triggers such as miscommunications or misunderstandings arising from differences in language, symbols, or cultural practices can lead to frustration or feelings of isolation. These challenges, if left unaddressed. may increase the risk of a loyal employee unintentionally or deliberately becoming an insider threat, which could harm the organization. In this book, the author explores how threat modeling can be used to protect an organization's assets by examining vulnerabilities in human behavior. By identifying and addressing these behavioral risks, the author offers practical strategies for applying threat modeling to manage workplace dynamics effectively, These efforts contribute to creating a more inclusive and secure work environment while fostering a positive organizational culture, Key Element of This Book: Integration with Cybersecurity Frameworks: This book provides simple strategies to help you easily include human behavior analysis in your current security practices. Even in the face of artificial intelligence, by using techniques like understanding personality traits and observing actions, you can boost your organization's protection against threats. Cybersociology and Cultural Considerations: Understand the impact of cultural nuances and behavioral patterns within diverse organizational settings. Adapt threat modeling techniques to align with the complexities of human asset management. Who Should Read This Book: This book is for anyone looking to better understand and manage threats related to people in an organization. Cybersecurity professionals, human resources managers, risk analysts, and leaders will find valuable strategies for protecting against internal threats. It offers practical tools for addressing human-centric risks. In fact, threat modeling is something we all do in our everyday lives, whether we are cooking, walking the dog. driving. We instinctively assess potential threats and plan how to avoid them in all the activities around us. Regardless of profession, we all engage in threat modeling in our daily lives. This book applies that mindset to the workplace, helping everyone identify and manage risks tied to human behavior and organizational dynamics. Dr. Gift Gaja is seasoned in generative Al applications, digital forensics, and human capital management, with over two decades of experience in engineering and workforce management. Specializing in cybersecurity, he advises global organizations on risk mitigation and strategic asset protection. His insights have empowered numerous organizations to strengthen their security frameworks, enhancing defenses against modern threats and inspiring confidence in both his readers and generation next.
Ict Analysis And Applications
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Author : Simon Fong
language : en
Publisher: Springer Nature
Release Date : 2023-12-21
Ict Analysis And Applications written by Simon Fong and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-12-21 with Computers categories.
This book proposes new technologies and discusses future solutions for ICT design infrastructures, as reflected in high-quality papers presented at the 8th International Conference on ICT for Sustainable Development (ICT4SD 2023), held in Goa, India, on August 3–4, 2023. The book covers the topics such as big data and data mining, data fusion, IoT programming toolkits and frameworks, green communication systems and network, use of ICT in smart cities, sensor networks and embedded system, network and information security, wireless and optical networks, security, trust, and privacy, routing and control protocols, cognitive radio and networks, and natural language processing. Bringing together experts from different countries, the book explores a range of central issues from an international perspective.
Distributed Time Sensitive Systems
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Author : Tanupriya Choudhury
language : en
Publisher: John Wiley & Sons
Release Date : 2025-04-25
Distributed Time Sensitive Systems written by Tanupriya Choudhury and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-25 with Computers categories.
The book provides invaluable insights into cutting-edge advancements across multiple sectors of Society 5.0, where contemporary concepts and interdisciplinary applications empower you to understand and engage with the transformative technologies shaping our future. Distributed Time-Sensitive Systems offers a comprehensive array of pioneering advancements across various sectors within Society 5.0, underpinned by cutting-edge technological innovations. This volume delivers an exhaustive selection of contemporary concepts, practical applications, and groundbreaking implementations that stand to enhance diverse facets of societal life. The chapters encompass detailed insights into fields such as image processing, natural language processing, computer vision, sentiment analysis, and voice and gesture recognition and feature interdisciplinary approaches spanning legal frameworks, medical systems, intelligent urban development, integrated cyber-physical systems infrastructure, and advanced agricultural practices. The groundbreaking transformations triggered by the Industry 4.0 paradigm have dramatically reshaped the requirements for control and communication systems in the factory systems of the future. This revolution strongly affects industrial smart and distributed measurement systems, pointing to more integrated and intelligent equipment devoted to deriving accurate measurements. This volume explores critical cybersecurity analysis and future research directions for the Internet of Things, addressing security goals and solutions for IoT use cases. The interdisciplinary nature and focus on pioneering advancements in distributed time-sensitive systems across various sectors within Society 5.0 make this thematic volume a unique and valuable contribution to the current research landscape. Audience Researchers, engineers, and computer scientists working with integrations for industry in Society 5.0
Artificial Intelligence For Cyber Physical Systems Hardening
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Author : Issa Traore
language : en
Publisher: Springer Nature
Release Date : 2022-11-23
Artificial Intelligence For Cyber Physical Systems Hardening written by Issa Traore and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-11-23 with Technology & Engineering categories.
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.
Navigating Cyber Physical Systems With Cutting Edge Technologies
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Author : Poonia, Ramesh Chandra
language : en
Publisher: IGI Global
Release Date : 2024-12-02
Navigating Cyber Physical Systems With Cutting Edge Technologies written by Poonia, Ramesh Chandra and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-02 with Computers categories.
Cyber-physical systems represent a remarkable fusion of cutting-edge technology and real-world applications, revolutionizing the way we interact with the physical world. Cyber-physical systems harness the power of interconnected devices and data analytics to create intelligent environments that enhance efficiency, safety, and sustainability. From smart cities to healthcare, transportation, energy management, and more, cyber-physical systems are poised to reshape our daily lives and the industries we depend on. Navigating Cyber-Physical Systems With Cutting-Edge Technologies demystifies the complex yet fascinating realm of cyber-physical systems. It unravels the intricacies, unveils the potential, and explores the challenges of cyber-physical systems, offering a comprehensive view of this rapidly evolving field. Covering topics such as big data, machine learning (ML), and user experience, this book is an excellent resource for researchers, engineers, practitioners, students, and more.