Energy Efficient Routing in Wireless Sensor Networks Based on Fuzzy Ant Colony Optimization

被引:47
作者
Amiri, Ehsan [1 ]
Keshavarz, Hassan [2 ]
Alizadeh, Mojtaba [2 ]
Zamani, Mazdak [3 ]
Khodadadi, Touraj [2 ]
机构
[1] Islamic Azad Univ, Nourabad Mamasani Branch, Dept Comp Engn, Nourabad, Mamasani, Iran
[2] Univ Teknol Malaysia, Malaysia Japan Int Inst Technol, Kuala Lumpur 54100, Malaysia
[3] Univ Teknol Malaysia, Adv Informat Sch, Kuala Lumpur 54100, Malaysia
来源
INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS | 2014年
关键词
40;
D O I
10.1155/2014/768936
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A wireless sensor network (WSN) is a collection of sensor nodes that dynamically self-organize themselves into a wireless network without the utilization of any preexisting infrastructure. One of the major problems in WSNs is the energy consumption, whereby the network lifetime is dependent on this factor. In this paper, we propose an optimal routing protocol for WSN inspired by the foraging behavior of ants. The ants try to find existing paths between the source and base station. Furthermore, we have combined this behavior of ants with fuzzy logic in order for the ants to make the best decision. In other words, the fuzzy logic is applied to make the use of these paths optimal. Our algorithm uses the principles of the fuzzy ant colony optimization routing (FACOR) to develop a suitable problem solution. The performance of our routing algorithm is evaluated by Network Simulator 2 (NS2). The simulation results show that our algorithm optimizes the energy consumption amount, decreases the number of routing request packets, and increases the network lifetime in comparison with the original AODV.
引用
收藏
页数:17
相关论文
共 40 条
  • [1] An Experimental Analysis on Cloud-based Mobile Augmentation in Mobile Cloud Computing
    Abolfazli, Saeid
    Sanaei, Zohreh
    Alizadeh, Mojtaba
    Gani, Abdullah
    Xia, Feng
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2014, 60 (01) : 146 - 154
  • [2] A survey on sensor networks
    Akyildiz, IF
    Su, WL
    Sankarasubramaniam, Y
    Cayirci, E
    [J]. IEEE COMMUNICATIONS MAGAZINE, 2002, 40 (08) : 102 - 114
  • [3] Alizadeh Mojtaba, 2013, Journal of Next Generation Information Technology, V4, P65, DOI 10.4156/jnit.vol4.issue1.9
  • [4] Amiri E., 2013, P INT C INN MAN TECH, P1
  • [5] Amiri E., 2012, MANAGEMENT SCI LETT, V2, P3031
  • [6] Amiri E, 2013, INT CONF SPACE SCI, P290, DOI 10.1109/IconSpace.2013.6599483
  • [7] [Anonymous], 2009, GUIDE WIRELESS SENSO
  • [8] [Anonymous], 1996, Neuro-Fuzzy and Soft Computing
  • [9] [Anonymous], 1996, Mobile Computing
  • [10] AODV routing protocol implementation design
    Chakeres, ID
    Belding-Royer, EM
    [J]. 24TH INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS WORKSHOPS, PROCEEDINGS, 2004, : 698 - 703