Title :
A novel fuzzy metric to evaluate clusters for prolonging lifetime in wireless sensor networks
Author :
Neamatollahi, Peyman ; Taheri, Hoda ; Toreini, Ehsan ; Naghibzadeh, Mahmoud ; Yaghmaee, Mohammad Hossein
Author_Institution :
Dept. Comput. Eng., Islamic Azad Univ., Mashhad, Iran
Abstract :
The most important consideration in designing protocols for wireless sensor networks is the energy constraint of nodes because in most cases battery recharging is inconvenient or impossible. Therefore, many research have been done to overcome this demerit. Clustering is one of the main approaches in designing scalable and energy-efficient protocols for wireless sensor networks. The cluster heads take the task of data aggregation and data routing to decrease the amount of communication and this prolongs the network lifetime. To the best of our knowledge, in spite of the importance of clustering in extending network lifetime, no metrics have been proposed for evaluating the quality of generated clusters. In this paper, we define some metrics to compare different protocols in terms of clustering qualification. Then we combine these metrics using fuzzy logic to better conclude about the superiority of different clustering schemes. The correction and feasibility is validated in simulations of three different protocols (LEACH, HEED, and HEED-NPF) in Matlab software.
Keywords :
fuzzy set theory; pattern clustering; protocols; telecommunication network routing; wireless sensor networks; HEED-NPF; LEACH; Matlab software; battery recharging; cluster heads; clustering qualification; data aggregation; data routing; energy constraint; energy-efficient protocols; fuzzy logic; fuzzy metric; wireless sensor networks; Fuzzy logic; Measurement; Nominations and elections; Protocols; Routing; Simulation; Wireless sensor networks; clustering metrics; fuzzy logic; network lifetime; sensor networks;
Conference_Titel :
Artificial Intelligence and Signal Processing (AISP), 2011 International Symposium on
Conference_Location :
Tehran
Print_ISBN :
978-1-4244-9833-8
DOI :
10.1109/AISP.2011.5960995