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Item Details
| Title:
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INTELLIGENT SENSOR NETWORKS
THE INTEGRATION OF SENSOR NETWORKS, SIGNAL PROCESSING AND MACHINE LEARNING |
| By: |
Fei Hu (Editor), Qi Hao (Editor) |
| Format: |
Electronic book text |
| List price:
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£76.99 |
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We believe that this item is permanently unavailable, and so we cannot source
it.
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| ISBN 10: |
1466589159 |
| ISBN 13: |
9781466589155 |
| Publisher: |
TAYLOR & FRANCIS INC |
| Pub. date: |
21 March, 2013 |
| Pages: |
674 |
| Synopsis: |
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 sensorsSignal 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 systemsNetworking-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 cooperationMaintaining 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. |
| Illustrations: |
Over 100; 64 Tables, black and white; 330 Illustrations, black and white |
| Publication: |
US |
| Imprint: |
CRC Press Inc |
| Returns: |
Non-returnable |
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