An Efficient Fuzzy Fusion-Based Framework for Surveillance Applications in Wireless Multimedia Sensor Networks

SERT S. A., YAZICI A., COŞAR A., Yilmazer C.

10th International Wireless Communications & Mobile Computing Conference (IWCMC), Nicosia, CYPRUS, 4 - 08 Ağustos 2014, ss.767-772 identifier

  • Yayın Türü: Bildiri / Tam Metin Bildiri
  • Basıldığı Şehir: Nicosia
  • Basıldığı Ülke: CYPRUS
  • Sayfa Sayıları: ss.767-772
  • Anahtar Kelimeler: wireless multimedia sensor networks, fuzzy clustering and classification, hierarchical data fusion, surveillance applications, actuator networks
  • Orta Doğu Teknik Üniversitesi Adresli: Evet

Özet

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.