The full text of this article

 

Classifying environmental monitoring data to improve wireless sensor networks management
by Emad Mahmoud Alsukhni; Shayma Almallahi
International Journal of High Performance Computing and Networking (IJHPCN), Vol. 12, No. 3, 2018

 

Abstract: Wireless sensor network is considered as the most useful way for collecting data and monitoring the environment. Owing to the large amount of data produced from wireless sensor network, data mining techniques are required to get interesting knowledge. This paper presents the effectiveness of using data mining techniques to discover knowledge that can improve the management of wireless sensor networks in environmental monitoring. Data reduction in wireless sensor network increases the network's lifetime. The classification model can predict the effect of sensed data, which is used to reduce the number of readings that are reported to the sink, in order to improve wireless sensor network management. In this paper, we demonstrate the efficiency and accuracy of using data mining classifiers in predicting the effect of sensed data. The results show that the accuracy of the J48 classification model, multilayer perceptron and REP tree classifiers reached 90%. Using the classification model, the results show that the number of reported readings decreased by 37%. Hence, this significant reduction increases the wireless sensor network's lifetime by reducing the consumed energy, i.e., the total energy dissipated.

Online publication date: Tue, 25-Sep-2018

 

is only available to individual subscribers or to users at subscribing institutions.

 
Existing subscribers:
Go to Inderscience Online Journals to access the Full Text of this article.

 
Pay per view:
If you are not a subscriber and you just want to read the full contents of this article, buy online access here.

 
Complimentary Subscribers, Editors or Members of the Editorial Board of the International Journal of High Performance Computing and Networking (IJHPCN):
Login with your Inderscience username and password:

 

    Username:        Password:         

Forgotten your password?


 
Want to subscribe?
A subscription gives you complete access to all articles in the current issue, as well as to all articles in the previous three years (where applicable). See our Orders page to subscribe.

 
If you still need assistance, please email subs@inderscience.com