By Fei Hu,Qi Hao
Although governments around the globe have invested considerably in clever sensor community learn and purposes, few books hide clever sensor networks from a desktop studying and sign processing standpoint. Filling this void, Intelligent Sensor Networks: the combination of Sensor Networks, sign Processing and computer studying focuses at the shut integration of sensing, networking, and clever sign processing through computing device learning.
Based at the world-class examine of award-winning authors, the e-book offers an organization grounding within the basics of clever sensor networks, together with compressive sensing and sampling, dispensed sign processing, and clever sign studying. featuring fresh examine result of world-renowned sensing specialists, the ebook is prepared into 3 parts:
- Machine Learning—describes the applying of desktop studying and different AI rules in sensor community intelligence—covering clever sensor/transducer structure and knowledge illustration for clever sensors
- Signal Processing—considers the optimization of sensor community functionality in response to electronic sign processing techniques—including cross-layer integration of routing and application-specific sign processing in addition to on-board snapshot processing in instant multimedia sensor networks for clever transportation systems
- Networking—focuses on community protocol layout that allows you to in achieving an clever sensor networking—covering energy-efficient opportunistic routing protocols for sensor networking and multi-agent-driven instant sensor cooperation
Maintaining a spotlight on "intelligent" designs, the e-book info sign processing ideas in sensor networks. It elaborates on serious systems for clever sensor networks and illustrates key applications—including aim monitoring, item identity, and structural well-being tracking. additionally it is a paradigm for validating the level of spatiotemporal institutions between information resources to augment info cleansing in sensor networks, a sensor flow aid software, and in addition considers using Kalman filters for assault detection in a water procedure sensor community that comprises water point sensors and speed sensors.
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Intelligent Sensor Networks: The Integration of Sensor Networks, Signal Processing and Machine Learning by Fei Hu,Qi Hao