By Fei Hu,Qi Hao
Although governments around the globe have invested considerably in clever sensor community study and purposes, few books conceal clever sensor networks from a computing device studying and sign processing viewpoint. Filling this void, Intelligent Sensor Networks: the combination of Sensor Networks, sign Processing and computing device studying focuses at the shut integration of sensing, networking, and shrewdpermanent sign processing through computing device learning.
Based at the world-class study of award-winning authors, the publication presents an organization grounding within the basics of clever sensor networks, together with compressive sensing and sampling, allotted sign processing, and clever sign studying. proposing fresh examine result of world-renowned sensing specialists, the e-book is prepared into 3 parts:
- Machine Learning—describes the applying of laptop studying and different AI rules in sensor community intelligence—covering shrewdpermanent sensor/transducer structure and information illustration for clever sensors
- Signal Processing—considers the optimization of sensor community functionality in keeping with electronic sign processing techniques—including cross-layer integration of routing and application-specific sign processing in addition to on-board photo processing in instant multimedia sensor networks for clever transportation systems
- Networking—focuses on community protocol layout so one can 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 rules in sensor networks. It elaborates on serious systems for clever sensor networks and illustrates key applications—including goal monitoring, item id, and structural future health tracking. it is usually a paradigm for validating the level of spatiotemporal institutions between info resources to augment info cleansing in sensor networks, a sensor circulate relief program, and likewise considers using Kalman filters for assault detection in a water process sensor community that comprises water point sensors and pace sensors.
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