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Data Mining Techniques in Sensor Networks

Part of the SpringerBriefs in Computer Science Book Series

DOI: 10.1007/978-1-4471-5454-9

ISBN: 978-1-4471-5453-2

Publisher: Springer London - Springer Journals

Sep 13, 2013

Available

Sensor Networks and Data Streams: Basics

Appice, Annalisa; Ciampi, Anna; Fumarola, Fabio; Malerba, Donato

Pages: 1 –8

[Recent advances in pervasive computing and sensor technologies have significantly influenced the field of geosciences, by changing the type of dynamic environmental phenomena that can be detected, monitored, and reacted to. Another important aspect is the real-time data delivery of novel...
Available

Geodata Stream Summarization

Appice, Annalisa; Ciampi, Anna; Fumarola, Fabio; Malerba, Donato

Pages: 9 –48

[The management of massive amounts of geodata collected by sensor networks creates several challenges, including the real-time application of summarization techniques, which should allow the storage of this unbounded volume of georeferenced and timestamped data in a server with a limited memory...
Available

Missing Sensor Data Interpolation

Appice, Annalisa; Ciampi, Anna; Fumarola, Fabio; Malerba, Donato

Pages: 49 –71

[Ubiquitous sensor stations continuously measure several geophysical variables over large zones and long (potentially unbounded) periods of time. However, observations can cover neither every space location nor every time. Interpolation, i.e., the estimation of unknown data in each location or...
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Sensor Data Surveillance

Appice, Annalisa; Ciampi, Anna; Fumarola, Fabio; Malerba, Donato

Pages: 73 –88

[ A growing volume of geodata requires for appropriate data management systems, which ensure data acquisition and memory-preserving storage as well as continuous surveillance of this unbounded amount of georeferenced data. Trend cluster discovery, as a spatiotemporal aggregate operator, may play...
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Sensor Data Analysis Applications

Appice, Annalisa; Ciampi, Anna; Fumarola, Fabio; Malerba, Donato

Pages: 89 –102

[ A PhotoVoltaic (PV) plant is a power station which converts sunlight energy into electric energy. In the last decade, PV plants have become ubiquitous in several countries of the European Union, due to a valuable policy of economic incentives (e.g., feed-in tariffs). Today, this ubiquity of PV...

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