{"product_id":"intelligent-sensor-networks-the-integration-of-sensor-networks-signal-processing-and-machine-learning-9781439892817","title":"Intelligent Sensor Networks: The Integration of Sensor Networks, Signal Processing and Machine Learning","description":"\u003cp\u003e • Author(s): Fei Hu\u003cbr\u003e • Publisher: Taylor \u0026amp; Francis\u003cbr\u003e • Publisher Imprint: CRC Press\u003cbr\u003e • BISAC: Electrical\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eAlthough governments worldwide have invested significantly in intelligent sensor network research and applications, few books cover intelligent sensor networks from a machine learning and signal processing perspective. Filling this void, \u003cstrong\u003eIntelligent Sensor Networks: The Integration of Sensor Networks, Signal Processing and Machine Learning \u003c\/strong\u003efocuses on the close integration of sensing, networking, and smart signal processing via machine learning. \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003eBased on the world-class research of award-winning authors, the book provides a firm grounding in the fundamentals of intelligent sensor networks, including compressive sensing and sampling, distributed signal processing, and intelligent signal learning. Presenting recent research results of world-renowned sensing experts, the book is organized into three parts: \u003cul\u003e \u003cli\u003e \u003cem\u003eMachine Learning--\u003c\/em\u003edescribes the application of machine learning and other AI principles in sensor network intelligence--covering smart sensor\/transducer architecture and data representation for intelligent sensors\u003c\/li\u003e \u003cli\u003e \u003cem\u003eSignal Processing\u003c\/em\u003e\u003ci\u003e--\u003c\/i\u003econsiders the optimization of sensor network performance based on digital signal processing techniques--including cross-layer integration of routing and application-specific signal processing as well as on-board image processing in wireless multimedia sensor networks for intelligent transportation systems\u003c\/li\u003e \u003cli\u003e \u003cem\u003eNetworking\u003c\/em\u003e\u003ci\u003e--\u003c\/i\u003efocuses on network protocol design in order to achieve an intelligent sensor networking--covering energy-efficient opportunistic routing protocols for sensor networking and multi-agent-driven wireless sensor cooperation\u003c\/li\u003e \u003c\/ul\u003e\u003cp\u003eMaintaining a focus on \"intelligent\" designs, the book details signal processing principles in sensor networks. It elaborates on critical platforms for intelligent sensor networks and illustrates key applications--including target tracking, object identification, and structural health monitoring. It also includes a paradigm for validating the extent of spatiotemporal associations among data sources to enhance data cleaning in sensor networks, a sensor stream reduction application, and also considers the use of Kalman filters for attack detection in a water system sensor network that consists of water level sensors and velocity sensors.\u003c\/p\u003e","brand":"Taylor \u0026 Francis","offers":[{"title":"Hardcover","offer_id":45236177731735,"sku":"9781439892817","price":13149.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781439892817.webp?v=1769212186","url":"https:\/\/atlanticbooks.com\/products\/intelligent-sensor-networks-the-integration-of-sensor-networks-signal-processing-and-machine-learning-9781439892817","provider":"Atlantic Books","version":"1.0","type":"link"}