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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: |
Paperback |
| List price:
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£58.99 |
| Our price: |
£53.09 |
| Discount: |
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| You save:
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£5.90 |
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| ISBN 10: |
1138199745 |
| ISBN 13: |
9781138199743 |
| Availability: |
Usually dispatched within 1-3 weeks.
 Delivery
rates
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| Stock: |
Currently 0 available |
| Publisher: |
TAYLOR & FRANCIS LTD |
| Pub. date: |
31 October, 2016 |
| 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 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. |
| Illustrations: |
330 black & white illustrations, 64 black & white tables |
| Publication: |
UK |
| Imprint: |
CRC Press |
| Returns: |
Returnable |
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