Title :
An efficient fuzzy fusion-based framework for surveillance applications in Wireless Multimedia Sensor Networks
Author :
Sert, Seyyit Alper ; Yazici, Adnan ; Cosar, A. ; Yilmazer, Cengiz
Author_Institution :
Dept. of Comput. Eng., Middle East Tech. Univ., Ankara, Turkey
Abstract :
This study is focused on a new approach for addressing the trade-off between accuracy and energy-efficiency of Wireless Multimedia Sensor Networks. Although a number of previous studies have focused on various special topics in Wireless Multimedia Sensor Networks in detail, to best of our knowledge, none presents a fuzzy multi-modal data fusion system, which is light-weight and provides a high accuracy ratio. Especially, multi-modal data fusion targeting surveillance applications make it inevitable to work within a multi-level hierarchical framework. In this study, we primarily focus on accuracy and efficiency by utilizing such a framework. In order to evaluate the performance of the proposed framework, a set of experiments is conducted and obtained results are presented.
Keywords :
energy conservation; multimedia communication; sensor fusion; surveillance; telecommunication power management; wireless sensor networks; energy-efficiency; fuzzy fusion-based framework; fuzzy multi-modal data fusion system; surveillance; wireless multimedia sensor networks; Accuracy; Cameras; Computer architecture; Data integration; Sensors; Surveillance; Wireless sensor networks; actuator networks; fuzzy clustering and classification; hierarchical data fusion; surveillance applications; wireless multimedia sensor networks;
Conference_Titel :
Wireless Communications and Mobile Computing Conference (IWCMC), 2014 International
Conference_Location :
Nicosia
Print_ISBN :
978-1-4799-7324-8
DOI :
10.1109/IWCMC.2014.6906453