Parallel Big Bang-Big Crunch Global Optimization Algorithm: Performance and its Applications to routing in WMNs

被引:10
|
作者
Kumar, Shakti [1 ]
Singh, Amar [1 ]
Walia, Sukhbir [2 ]
机构
[1] Baddi Univ Emerging Sci & Technol, Computat Intelligence Lab, Baddi, HP, India
[2] IK Gujral Punjab Tech Univ, Jalandhar, Punjab, India
关键词
PB3C; WMNs; AODV; DSR; ACO; BBO; FA; BAT; WIRELESS MESH NETWORKS;
D O I
10.1007/s11277-018-5656-y
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
This paper presents the performance of Parallel Big Bang-Big Crunch (PB3C) global optimization algorithm on CEC-2014 test suite. The performance is compared with 16 other algorithms. It has been observed that PB3C gave best performance on 7 functions of the test bench. Out of seven, for 6 functions it gave the unmatched best performance whereas on one count its performance was equaled by other algorithm as well. Further this paper proposes a PB3C based new routing approach to wireless mesh networks (WMNs). Being dynamic; routing is a challenging issue in WMNs. The approach is a near shortest path route evaluation approach. The approach was simulated on MATLAB. The performance was compared with 7 other approaches namely ad hoc on-demand distance vector, dynamic source routing, ant colony optimization, biogeography based optimization, firefly algorithm, BAT and simple Big Bang-Big Crunch based approaches. For WMNs of size 1000 nodes and above the PB3C was observed to outperform rest of the 7 algorithms.
引用
收藏
页码:1601 / 1618
页数:18
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