Data Mining Techniques in Sensor Networks

Summarization, Interpolation and Surveillance

Nonfiction, Computers, Networking & Communications, Hardware, Database Management, General Computing
Cover of the book Data Mining Techniques in Sensor Networks by Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba, Springer London
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba ISBN: 9781447154549
Publisher: Springer London Publication: September 12, 2013
Imprint: Springer Language: English
Author: Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba
ISBN: 9781447154549
Publisher: Springer London
Publication: September 12, 2013
Imprint: Springer
Language: English

Sensor networks comprise of a number of sensors installed across a spatially distributed network, which gather information and periodically feed a central server with the measured data. The server monitors the data, issues possible alarms and computes fast aggregates. As data analysis requests may concern both present and past data, the server is forced to store the entire stream. But the limited storage capacity of a server may reduce the amount of data stored on the disk. One solution is to compute summaries of the data as it arrives, and to use these summaries to interpolate the real data. This work introduces a recently defined spatio-temporal pattern, called trend cluster, to summarize, interpolate and identify anomalies in a sensor network. As an example, the application of trend cluster discovery to monitor the efficiency of photovoltaic power plants is discussed. The work closes with remarks on new possibilities for surveillance enabled by recent developments in sensing technology.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

Sensor networks comprise of a number of sensors installed across a spatially distributed network, which gather information and periodically feed a central server with the measured data. The server monitors the data, issues possible alarms and computes fast aggregates. As data analysis requests may concern both present and past data, the server is forced to store the entire stream. But the limited storage capacity of a server may reduce the amount of data stored on the disk. One solution is to compute summaries of the data as it arrives, and to use these summaries to interpolate the real data. This work introduces a recently defined spatio-temporal pattern, called trend cluster, to summarize, interpolate and identify anomalies in a sensor network. As an example, the application of trend cluster discovery to monitor the efficiency of photovoltaic power plants is discussed. The work closes with remarks on new possibilities for surveillance enabled by recent developments in sensing technology.

More books from Springer London

Cover of the book Case Studies in Systemic Sclerosis by Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba
Cover of the book Machine Vision Algorithms in Java by Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba
Cover of the book Privacy and Security for Cloud Computing by Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba
Cover of the book Botnets by Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba
Cover of the book Control of Surge in Centrifugal Compressors by Active Magnetic Bearings by Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba
Cover of the book Plastic & Hand Surgery in Clinical Practice by Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba
Cover of the book Neuroactivation and Neuroimaging with SPET by Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba
Cover of the book Difficult Decisions in Thoracic Surgery by Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba
Cover of the book Side Effects of Medical Cancer Therapy by Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba
Cover of the book Practical Tips in Urology by Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba
Cover of the book Mathematical Writing by Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba
Cover of the book Efficient Algorithms for Discrete Wavelet Transform by Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba
Cover of the book Orthofix External Fixation in Trauma and Orthopaedics by Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba
Cover of the book Behavioral Issues in Operations Management by Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba
Cover of the book Controversies in Aortic Dissection and Aneurysmal Disease by Annalisa Appice, Anna Ciampi, Fabio Fumarola, Donato Malerba
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy