Intelligent Sensor Networks: The Integration of Sensor Networks, Signal Processing and Machine Learning [Paperback]

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 Learningdescribes the application of machine learning and other AI principles in sensor network intelligencecovering smart sensor/transducer architecture and data representation for intelligent sensors
• Signal Processingconsiders the optimization of sensor network performance based on digital signal processing techniquesincluding 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
• Networkingfocuses on network protocol design in order to achieve an intelligent sensor networkingcovering 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 platfolƒ#