Intelligent Sensor Networks: The Integration of Sensor Networks, Signal Processing and Machine Learning Contributor(s): Hu, Fei (Editor), Hao, Qi (Editor) |
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ISBN: 1439892814 ISBN-13: 9781439892817 Publisher: CRC Press OUR PRICE: $190.00 Product Type: Hardcover - Other Formats Published: December 2012 |
Additional Information |
BISAC Categories: - Technology & Engineering | Electrical - Technology & Engineering | Mobile & Wireless Communications - Technology & Engineering | Sensors |
Dewey: 681.2 |
LCCN: 2012032571 |
Physical Information: 1.6" H x 7.1" W x 10.1" (3.00 lbs) 674 pages |
Descriptions, Reviews, Etc. |
Publisher Description: 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:
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. |