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Intelligent Sensor Networks

Intelligent Sensor Networks

          
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About the Book

Although 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, Intelligent Sensor Networks: The Integration of Sensor Networks, Signal Processing and Machine Learning focuses on the close integration of sensing, networking, and smart signal processing via machine learning.

Based 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:

  • Machine Learning--describes the application of machine learning and other AI principles in sensor network intelligence--covering smart sensor/transducer architecture and data representation for intelligent sensors
  • Signal Processing--considers 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
  • Networking--focuses 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

Maintaining 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.


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Product Details
  • ISBN-13: 9781439892817
  • Publisher: CRC Press
  • Publisher Imprint: Crc Press
  • Depth: 38
  • Language: English
  • Returnable: N
  • Spine Width: 41 mm
  • Weight: 1377 gr
  • ISBN-10: 1439892814
  • Publisher Date: 15 Dec 2012
  • Binding: Hardback
  • Height: 257 mm
  • No of Pages: 674
  • Series Title: English
  • Sub Title: The Integration of Sensor Networks, Signal Processing and Machine Learning
  • Width: 180 mm


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