Smart Anomaly Detection For Sensor Systems

Author : Antonio Liotta,Hedde Bosman,Giovanni Iacca
Publisher : Springer
Page : 0 pages
File Size : 46,6 Mb
Release : 2014-08-12
Category : Technology & Engineering
ISBN : 3319001639

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Smart Anomaly Detection for Sensor Systems by Antonio Liotta,Hedde Bosman,Giovanni Iacca Pdf

Like in the ecosystems of Nature, raw sensing is of little use unless we are also able to form higher-level interpretations of the collected data. How can we assess whether the sensed data is accurate? How can we tell whether a peculiar set of data arises from genuine conditions or is due to a faulty set of sensors? What is the normal operating condition of a digital sensor system? When is a deviation from normality to be interpreted as anomaly? This book explores the emerging area of sensor systems and applications from the particular perspective of anomaly detection. It gives the reader a head start on methods applicable to embedded sensor systems, showing the benefits of a range of computational approaches. After pinpointing the limitations of ‘deterministic’ anomaly detection, it becomes clear why the more promising approaches are those based on computational intelligence. The reader of this book will gain an in-depth understanding of anomaly detection in complex and unpredictable sensor systems, familiarizing with the most suitable machine learning techniques.

Author : Muhammad Usman,Vallipuram Muthukkumarasamy,Xin-Wen Wu,Surraya Khanum
Publisher : Springer
Page : 139 pages
File Size : 40,7 Mb
Release : 2018-01-31
Category : Computers
ISBN : 9789811074677

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Mobile Agent-Based Anomaly Detection and Verification System for Smart Home Sensor Networks by Muhammad Usman,Vallipuram Muthukkumarasamy,Xin-Wen Wu,Surraya Khanum Pdf

This book presents the latest developments regarding a detailed mobile agent-enabled anomaly detection and verification system for resource constrained sensor networks; a number of algorithms on multi-aspect anomaly detection in sensor networks; several algorithms on mobile agent transmission optimization in resource constrained sensor networks; an algorithm on mobile agent-enabled in situ verification of anomalous sensor nodes; a detailed Petri Net-based formal modeling and analysis of the proposed system, and an algorithm on fuzzy logic-based cross-layer anomaly detection and mobile agent transmission optimization. As such, it offers a comprehensive text for interested readers from academia and industry alike.

Author : V. Çağrı Güngör,Gerhard P. Hancke
Publisher : CRC Press
Page : 406 pages
File Size : 45,9 Mb
Release : 2017-12-19
Category : Computers
ISBN : 9781466500525

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Industrial Wireless Sensor Networks by V. Çağrı Güngör,Gerhard P. Hancke Pdf

The collaborative nature of industrial wireless sensor networks (IWSNs) brings several advantages over traditional wired industrial monitoring and control systems, including self-organization, rapid deployment, flexibility, and inherent intelligent processing. In this regard, IWSNs play a vital role in creating more reliable, efficient, and productive industrial systems, thus improving companies’ competitiveness in the marketplace. Industrial Wireless Sensor Networks: Applications, Protocols, and Standards examines the current state of the art in industrial wireless sensor networks and outlines future directions for research. What Are the Main Challenges in Developing IWSN Systems? Featuring contributions by researchers around the world, this book explores the software and hardware platforms, protocols, and standards that are needed to address the unique challenges posed by IWSN systems. It offers an in-depth review of emerging and already deployed IWSN applications and technologies, and outlines technical issues and design objectives. In particular, the book covers radio technologies, energy harvesting techniques, and network and resource management. It also discusses issues critical to industrial applications, such as latency, fault tolerance, synchronization, real-time constraints, network security, and cross-layer design. A chapter on standards highlights the need for specific wireless communication standards for industrial applications. A Starting Point for Further Research Delving into wireless sensor networks from an industrial perspective, this comprehensive work provides readers with a better understanding of the potential advantages and research challenges of IWSN applications. A contemporary reference for anyone working at the cutting edge of industrial automation, communication systems, and networks, it will inspire further exploration in this promising research area.

Author : Subhas Chandra Mukhopadhyay
Publisher : Springer
Page : 330 pages
File Size : 41,5 Mb
Release : 2015-07-28
Category : Technology & Engineering
ISBN : 9783319216713

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Next Generation Sensors and Systems by Subhas Chandra Mukhopadhyay Pdf

Written by experts in their area of research, this book has outlined the current status of the fundamentals and analytical concepts, modelling and design issues, technical details and practical applications of different types of sensors and discussed about the trends of next generation of sensors and systems happening in the area of Sensing technology. This book will be useful as a reference book for engineers and scientist especially the post-graduate students find will this book as reference book for their research on wearable sensors, devices and technologies.

Author : V. Bindhu,João Manuel R. S. Tavares,Ke-Lin Du
Publisher : Springer Nature
Page : 1111 pages
File Size : 51,9 Mb
Release : 2022-03-19
Category : Technology & Engineering
ISBN : 9789811688621

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Proceedings of Third International Conference on Communication, Computing and Electronics Systems by V. Bindhu,João Manuel R. S. Tavares,Ke-Lin Du Pdf

This book includes high quality research papers presented at the International Conference on Communication, Computing and Electronics Systems 2021, held at the PPG Institute of Technology, Coimbatore, India, on 28-29 October 2021. The volume focuses mainly on the research trends in cloud computing, mobile computing, artificial intelligence and advanced electronics systems. The topics covered are automation, VLSI, embedded systems, optical communication, RF communication, microwave engineering, artificial intelligence, deep learning, pattern recognition, communication networks, Internet of Things, cyber-physical systems, and healthcare informatics.

Author : Zhihan Lyu
Publisher : Elsevier
Page : 542 pages
File Size : 52,7 Mb
Release : 2024-05-01
Category : Computers
ISBN : 9780443134630

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Smart Spaces by Zhihan Lyu Pdf

Smart Spaces combines the study of working or living spaces with computing, information equipment, and multimodal sensing devices, and with natural and convenient interactive interfaces to support how people can easily obtain services from computer systems. People's work and life in smart spaces use computer systems; it is a process of uninterrupted interaction between people and the computer system. In this process, the computer is no longer just an information processing tool that passively executes explicit human operation commands but a collaborator with people to complete tasks – a partner to human beings. International research on smart spaces is quite extensive, which shows the important role of smart spaces in ubiquitous computing research. Smart Spaces covers the latest research concepts and technologies of smart spaces, providing technical personnel engaged in smart space related research and industries a more in-depth understanding of smart spaces. This book can be used as a reference for practicing the emerging discipline of Smart Spaces, and will be useful for researchers, scientists, developers, practitioners, and graduate students working in the fields of smart spaces and artificial intelligence. Comprehensively introduces smart spaces, from basic concepts, core technologies, technical architecture, application scenarios, and other aspects Covers the latest cutting-edge application technology of smart spaces in various fields, providing relevant practitioners with ideas to solve problems and have a deeper understanding of smart spaces Serves as teaching material or as a reference for teachers and students of interaction design, internet of things, ubiquitous and pervasive computing, and artificial intelligence Gives a detailed introduction to the theory of Smart Spaces and uses mathematical formulas

Author : David Camacho,Domenico Rosaci,Giuseppe M. L. Sarné,Mario Versaci
Publisher : Springer Nature
Page : 464 pages
File Size : 55,7 Mb
Release : 2022-05-06
Category : Technology & Engineering
ISBN : 9783030966270

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Intelligent Distributed Computing XIV by David Camacho,Domenico Rosaci,Giuseppe M. L. Sarné,Mario Versaci Pdf

This book collects 43 regular papers received from 18 countries that present innovative advances in intelligent and distributed computing, encompassing both architectural and algorithmic results related to these fields. Significant attention is given to new models, techniques, and applications for distributed intelligent architectures and high-performance architectures, machine learning techniques, Internet of Things, blockchain, intelligent transport systems, data analytics, trust and reputation systems, and many others. The book includes the peer-reviewed proceedings of the 14th International Symposium on Intelligent Distributed Computing (IDC 2021), which was held in online mode due to the COVSARS2 pandemic situation, during September 16–18, 2021. The IDC 2021 event included sessions on Internet of Things, data analytics, machine learning, multi-agent systems, algorithms, future intelligent transport solutions, blockchain, intelligent distributed computing for cyber-physical security, and security and trust and reputation in intelligent environments.

Author : Giancarlo Fortino,Paolo Trunfio
Publisher : Springer Science & Business Media
Page : 203 pages
File Size : 41,9 Mb
Release : 2014-04-04
Category : Technology & Engineering
ISBN : 9783319004914

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Internet of Things Based on Smart Objects by Giancarlo Fortino,Paolo Trunfio Pdf

The Internet of Things (IoT) usually refers to a world-wide network of interconnected heterogeneous objects (sensors, actuators, smart devices, smart objects, RFID, embedded computers, etc) uniquely addressable, based on standard communication protocols. Beyond such a definition, it is emerging a new definition of IoT seen as a loosely coupled, decentralized system of cooperating smart objects (SOs). A SO is an autonomous, physical digital object augmented with sensing/actuating, processing, storing, and networking capabilities. SOs are able to sense/actuate, store, and interpret information created within themselves and around the neighbouring external world where they are situated, act on their own, cooperate with each other, and exchange information with other kinds of electronic devices and human users. However, such SO-oriented IoT raises many in-the-small and in-the-large issues involving SO programming, IoT system architecture/middleware and methods/methodologies for the development of SO-based applications. This Book will specifically focus on exploring recent advances in architectures, algorithms, and applications for an Internet of Things based on Smart Objects. Topics appropriate for this Book include, but are not necessarily limited to: - Methods for SO development - IoT Networking - Middleware for SOs - Data Management for SOs - Service-oriented SOs - Agent-oriented SOs - Applications of SOs in Smart Environments: Smart Cities, Smart Health, Smart Buildings, etc. Advanced IoT Projects.

Author : Lazaros Iliadis
Publisher : Springer Nature
Page : 603 pages
File Size : 50,9 Mb
Release : 2024-06-24
Category : Electronic
ISBN : 9783031624957

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Engineering Applications of Neural Networks by Lazaros Iliadis Pdf

Author : De-Nian Yang
Publisher : Springer Nature
Page : 406 pages
File Size : 51,9 Mb
Release : 2024-06-24
Category : Electronic
ISBN : 9789819722426

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Advances in Knowledge Discovery and Data Mining by De-Nian Yang Pdf

Author : Anitha Kumari K.,Avinash Sharma
Publisher : Bentham Science Publishers
Page : 211 pages
File Size : 42,9 Mb
Release : 2024-05-10
Category : Computers
ISBN : 9789815223293

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Cyber Physical Systems - Advances and Applications by Anitha Kumari K.,Avinash Sharma Pdf

The book gives a comprehensive overview of the evolving landscape of cyber-physical systems (CPS) with a primary focus on security challenges and innovative solutions. CPS, encompassing a wide array of applications from e-Health to smart grid and industry automation, is explored in depth through eight edited reviews. The book starts with an exploration of various threat detection and prevention techniques in IoT environments, followed by discussions on security in smart grid cyber-physical systems, and the integration of cyber-physical systems with game theory. It also covers important topics such as cyber-physical systems in healthcare, augmented reality challenges, network and computer forensic frameworks, and a review of industrial critical infrastructure perspectives. The journey from traditional data warehouses to data lakes is thoroughly examined, shedding light on the evolution of data storage methods. The final chapter explains intrusion detection in industrial critical infrastructure, reviewing feature selection and classification models. By navigating through these topics, the book equips readers with a comprehensive understanding of cybersecurity challenges and solutions in an era of automation and IoT technologies. This book is intended for a diverse readership, including professionals, researchers, and technology enthusiasts keen on exploring the intricacies of CPS, IoT security, data storage evolution, and industrial infrastructure protection. Key Features: -Analytical insights into cyber-physical systems security. -Thorough exploration of threat detection and prevention techniques. -Application-focused chapters covering smart grid, healthcare, and more. -Integration of game theory and augmented reality in cyber-physical systems. -Comprehensive overview on network and computer forensic frameworks.

Author : Danfeng (Daphne)Yao,Xiaokui Shu,Long Cheng,Salvatore J.Stolfo
Publisher : Springer Nature
Page : 157 pages
File Size : 47,9 Mb
Release : 2022-06-01
Category : Computers
ISBN : 9783031023545

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Anomaly Detection as a Service by Danfeng (Daphne)Yao,Xiaokui Shu,Long Cheng,Salvatore J.Stolfo Pdf

Anomaly detection has been a long-standing security approach with versatile applications, ranging from securing server programs in critical environments, to detecting insider threats in enterprises, to anti-abuse detection for online social networks. Despite the seemingly diverse application domains, anomaly detection solutions share similar technical challenges, such as how to accurately recognize various normal patterns, how to reduce false alarms, how to adapt to concept drifts, and how to minimize performance impact. They also share similar detection approaches and evaluation methods, such as feature extraction, dimension reduction, and experimental evaluation. The main purpose of this book is to help advance the real-world adoption and deployment anomaly detection technologies, by systematizing the body of existing knowledge on anomaly detection. This book is focused on data-driven anomaly detection for software, systems, and networks against advanced exploits and attacks, but also touches on a number of applications, including fraud detection and insider threats. We explain the key technical components in anomaly detection workflows, give in-depth description of the state-of-the-art data-driven anomaly-based security solutions, and more importantly, point out promising new research directions. This book emphasizes on the need and challenges for deploying service-oriented anomaly detection in practice, where clients can outsource the detection to dedicated security providers and enjoy the protection without tending to the intricate details.

Author : Rohit Sharma,Gwanggil Jeon,Yan Zhang
Publisher : Springer Nature
Page : 330 pages
File Size : 45,9 Mb
Release : 2023-09-19
Category : Technology & Engineering
ISBN : 9783031338083

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Data Analytics for Internet of Things Infrastructure by Rohit Sharma,Gwanggil Jeon,Yan Zhang Pdf

This book provides techniques for the deployment of semantic technologies in data analysis along with the latest applications across the field such as Internet of Things (IoT). The authors focus on the use of the IoT and big data in business intelligence, data management, Hadoop, machine learning, cloud, smart cities, etc. They discuss how the generation of big data by IoT has ruptured the existing data processing capacity of IoT and recommends the adoption of data analytics to strengthen solutions. The book addresses the challenges in designing the web based IoT system, provides a comparative analysis of different advanced approaches in industries, and contains an analysis of databases to provide expert systems. The book aims to bring together leading academic scientists, researchers, and research scholars to exchange and share their experiences and research results on all aspects of IoT and big data analytics.

Author : Elena Gaura,Robert Newman
Publisher : World Scientific
Page : 552 pages
File Size : 51,7 Mb
Release : 2006-08-10
Category : Technology & Engineering
ISBN : 9781783260539

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Smart MEMS and Sensor Systems by Elena Gaura,Robert Newman Pdf

In recent years, MEMS have revolutionized the semiconductor industry, with sensors being a particularly buoyant sector. Smart MEMS and Sensor Systems presents readers with the means to understand, evaluate, appreciate and participate in the development of the field, from a unique systems perspective. The combination of MEMS and integrated intelligence has been put forward as a disruptive technology. The full potential of this technology is only evident when it is used to construct very large pervasive sensing systems. The book explores the many different technologies needed to build such systems and integrates knowledge from three different domains: MEMS technology, sensor system electronics and pervasive computing science. Throughout the book a top-down design perspective is taken, be it for the development of a single smart sensor or that of adaptive ad-hoc networks of millions of sensors. For experts in any of the domains named above the book provides the context for their MEMS based design work and an understanding of the role the other domains play. For the generalist (either in engineering or computing) or the technology manager the underpinning knowledge is provided, which can inform specialist decision making. Contents: Markets and ApplicationsMicrofabrication TechnologiesSensor ElectronicsSensor Signal EnhancementCase Study: Control Systems for Capacitive Inertial SensorsCase Study: Adaptive Optics and Smart VLSI/MEMS SystemsArtificial Intelligence Techniques for Microsensors Identification and CompensationSmart, Intelligent and Cogent MEMS Based SensorsSensor Arrays and NetworksWireless and Ad Hoc Sensor NetworksRealising the Dream — A Case Study Readership: Graduate students on courses in sensing, instrumentation, VLSI, and MEMS technology; researchers and academics dealing with smart sensor systems; practitioners who need to understand and apply the technology effectively. Key Features:Provides a unique systems perspective on established MEMS sensor design techniquesPresents state-of-the-art developments through surveys and original research by the authorsIntroduces new ideas for future designs of intelligent and cogent/autonomous sensors and sensor networksHas a good balance of technology/fabrication processes vs signal processing and concept- level discussionAims at the multidisciplinary community involved in designing, producing and using MEMS sensorsKeywords:MEMS;Sensor;Smart;Intelligent;Distributed Systems

Author : Ian K Jennions
Publisher : SAE International
Page : 242 pages
File Size : 49,8 Mb
Release : 2013-09-25
Category : Transportation
ISBN : 9780768080742

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Integrated Vehicle Health Management by Ian K Jennions Pdf

Integrated Vehicle Health Management (IVHM) is a relatively new subject, with its roots back in the space sector of the early 1990s. Although many of the papers written around that time did not refer to it as IVHM, the fundamental principles of considering an integrated end-to-end system to monitor the overall health of the asset were clearly visible. As the subject of Integrated Vehicle Health Management (IVHM) and its associated technologies have grown up, businesses are making the transformation from selling a product to selling a service. This can be viewed as a positive disruption, as a relatively small technology breakthrough is being brought to market for a large business benefit. The sequence “sense—acquire—transfer—analyze—act “ feeds the information (processed data) on the asset’s health into the Operations or Management control center. Here, decisions can be made on maintenance actions with knowledge of the supply chain status, MRO loading, etc., provided by Maintenance and Logistics systems. Undoubtedly, a much more efficient and economical modus operandi. This book brings together a collection of twenty –two SAE International Technical papers on this very theme, organized according to specific areas of interest: • Engines • Airframes • Electrical Power Systems • Supporting Systems • Architecture They were selected by Dr. Ian K. Jennions, Director of IVHM Center at Cranfield University, in the UK. Dr. Jennions was also the editor of three other books on Integrated Vehicle Health Management, published by SAE International: • IVHM: Perspectives on an Emerging Field • IVHM: Business Case Theory and Practice • IVHM: The Technology