Quality of Service (QoS) Optimization in a Multicast Routing: A Hybrid Solution

被引:0
作者
Mahseur, Mohammed [1 ]
Boukra, Abdelmadjid [2 ]
机构
[1] Univ Algiers 3, Inst Phys Educ & Sports, Ibrahim, Algeria
[2] Univ Sci & Technol Houari Boumediene, LSI Lab, Bab Ezzouar, Algeria
关键词
Bat Algorithm; Chaotic Maps; Multicast Routing; QoS; Quantum Evolutionary Algorithm; Quantum Representation; PARTICLE SWARM OPTIMIZATION; SEARCH BASED ALGORITHMS; BAT ALGORITHM; TABU SEARCH; TREE;
D O I
10.4018/IJAMC.2019040102
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Optimizing the QoS of multicast routing with multiple constraints is a NP-hard problem. Thus, the use of approximate methods is unavoidable. This article proposes to modify Bat Algorithm (BA) to solve such problem. BA is a metaheuristic that has been applied to several issues of various fields and has given good results, which has owned him a good reputation in terms of robustness and performance. Like any metaheuristic, BA can be trapped in a local optimum. In order to avoid such problem, the authors propose to hybridize BA with the quantum principle and introduce the chaotic map in the calculation of parameters leading to more diversification. The authors chose to adopt a quantum representation for the solutions. The approach, named quantum Bat Algorithm with Chaotic Map (CBAQEA), was experimented and compared with other well-known methods. The experimental results reveal the efficiency and the superiority of the proposed algorithm in terms of multicast routing cost with a good trade-off between intensification and diversification without premature convergence compared to other algorithms in the literature.
引用
收藏
页码:27 / 54
页数:28
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