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E-book
Author Milenkovič, Milan.

Title Internet of things : concepts and system design / Milan Milenkovic
Published Cham : Springer, 2020

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Description 1 online resource (308 pages)
Contents Intro -- Preface -- Acknowledgments -- Contents -- Chapter 1: Introduction and Overview -- IoT Systems -- Why Now? -- How IoT Systems Are Different? -- Value and Uses of IoT -- Issues and Challenges -- IoT Systems: A Reconnaissance Flyover -- IoT System Functional View -- Data Collection -- Data Processing and Visualization -- Acting -- IoT System: Infrastructure View -- Edge Components -- Communications Layer -- Cloud -- Control Plane -- Book Organization -- References -- Chapter 2: Edge -- Sensors and Actuators -- Sensor Signal Processing -- An Example: Thermistor -- Actuators
Integrated Sensors -- Interfacing Sensors -- Interfacing Sensors in Industrial Automation -- Interfacing Sensors in Maker Systems -- Edge-Node Functionality -- Data Plane Functions -- Data Acquisition -- Metadata -- External Data Communication -- Events and Notifications -- Local Control -- Data Storage -- Edge Analytics -- Function Placement in IoT Systems -- Fog Nodes -- Control Plane: Security and Management -- Implementation of an IoT Edge Node -- Edge-Node Hardware -- Edge-Node Software -- Runtime System -- Edge-Node Operating Systems -- Always-on and Unattended Operation -- Watchdog Timer
Applications and Services -- Microservices -- An Edge-Node Implementation Example -- References -- Chapter 3: Communications -- Layered Network Design -- Network Reference Models -- The Link Layer: Physical and Link -- The Network Layer -- The Transport Layer -- The Application Layer -- IoT Network Layers -- Edge Networks -- Network Topologies -- Wireless Edge Networks -- Radio Spectrum and Frequency Allocation -- IEEE 802.11, Wi-Fi -- Constrained Devices and Networks -- IEEE 802.15.4 -- IEEE 802.15.4 Physical/Link Layer -- 6 LoWPAN -- IEEE 802.15.4 IP-Based Networks -- Thread -- WirelessHART
ISA100.11a -- Non-IP IoT Wireless Edge Networks -- ZigBee -- Bluetooth -- RFID -- Long-Range Low-Power Wide-Area Networks -- LoRa WAN -- Other IoT LPWANs -- IoT in Licensed Spectrum -- Mobile Cellular Networks -- Cellular Network Support for Constrained IoT Nodes -- Constrained Application Protocol (CoAP) -- CoAP Messaging -- Messaging and Queuing -- Message Queuing and Telemetry System (MQTT) -- References -- Chapter 4: Cloud -- Cloud Computing -- Models of Cloud Computing -- IoT System Cloud Components -- Cloud Edge Gateway -- IoT Data Ingestion -- Digital Twins -- Real-Time Stream Processing
Short-Term Streaming Storage -- Cloud IoT Data Storage -- Properties of IoT Data -- Types of IoT Databases -- Relational Database Management Systems (RDBMs) -- NoSQL Databases -- Cloud IoT Analytics -- Visualization and Dashboards -- Use of IoT Analytics: An Example -- Machine Learning and Artificial Intelligence -- Uses of Machine Learning -- Types of Learning in ML -- Artificial Neural Networks -- A Neural Network Example -- An Example of the Neural Network Use -- Types of Neural Networks -- Recurrent Neural Networks (RNNs) -- Convolutional Neural Networks (CNNs)
Summary This comprehensive overview of IoT systems architecture includes in-depth treatment of all key components: edge, communications, cloud, data processing, security, management, and uses. Internet of Things: Concepts and System Design provides a reference and foundation for students and practitioners that they can build upon to design IoT systems and to understand how the specific parts they are working on fit into and interact with the rest of the system. This is especially important since IoT is a multidisciplinary area that requires diverse skills and knowledge including: sensors, embedded systems, real-time systems, control systems, communications, protocols, Internet, cloud computing, large-scale distributed processing and storage systems, AI and ML, (preferably) coupled with domain experience in the area where it is to be applied, such as building or manufacturing automation. Written in a reader-minded approach that starts by describing the problem (why should I care?), placing it in context (what does this do and where/how does it fit in the great scheme of things?) and then describing salient features of solutions (how does it work?), this book covers the existing body of knowledge and design practices, but also offers the authors insights and articulation of common attributes and salient features of solutions such as IoT information modeling and platform characteristics. Comprehensive and balanced coverage provides a rounded and solid foundation for students and practitioners to build upon when designing IoT systems and components, and to confidently evaluate their options when choosing components and partners/vendors to complement their solutions Reader-minded approach: starts by describing the nature and significance of issues and problems so that readers are better motivated to understand solutions, including why they matter, where they fit, and how they work System-first approach: starts by describing the big picture and how the overall system works so that readers can interpret subsequent in-depth topical coverage in context Systems aspects and integration: in addition to describing the functional and foundational aspects of all major IoT system components, the book emphasizes integration throughout, i.e. how the components and building blocks are combined to create complete IoT systems. This is in contrast to most alternative approaches that tend to describe piece parts as independent isolated topics, without much guidance on how to put them together Emphasizes IoT data and information modeling, interoperability and the related standards. Data interoperability is viewed as a key technical requirement for IoT
Notes Generative Adversarial Networks
Bibliography Includes bibliographical references and index
Notes Print version record
Subject Internet of things.
Electrical engineering.
Machine learning.
Communications engineering -- telecommunications.
Information retrieval.
Network hardware.
Technology & Engineering -- Electrical.
Computers -- Intelligence (AI) & Semantics.
Technology & Engineering -- Telecommunications.
Computers -- Information Technology.
Computers -- Hardware -- Network Hardware.
Internet of things
Form Electronic book
ISBN 9783030413460
3030413462