An application layer multicast routing algorithm based on genetic algorithms

Cheng Peng, Dai Qionghai, Wu Qiu-feng
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引用次数: 6

Abstract

The application layer multicast routing problem is a multi-objective optimization problem. Most existing protocols are based on simple geographical rules and focus on either tree cost or application load balance performance. Little attention is pay to the lower level performance. The paper analyzes the constraints on multicast routing, then formalizes three functions to evaluate an application layer multicast tree on three indexes, cost, application layer load balance and network layer load balance, then generates one fitness function to describe the tree's overall performance. Then the paper proposes the ALMR-GA algorithm, a novel application layer multicast routing approach based on genetic algorithms. Numerical simulations show that, compared with existing routing algorithms, the proposed algorithm reduces the tree's cost while satisfying the load balance constraints
一种基于遗传算法的应用层组播路由算法
应用层组播路由问题是一个多目标优化问题。大多数现有协议都基于简单的地理规则,并关注树成本或应用程序负载平衡性能。很少关注较低层次的表现。分析了组播路由的约束条件,在此基础上形式化了基于开销、应用层负载均衡和网络层负载均衡三个指标对应用层组播树进行评价的三个函数,并生成了描述该树整体性能的适应度函数。在此基础上提出了基于遗传算法的应用层组播路由算法ALMR-GA算法。仿真结果表明,与现有的路由算法相比,该算法在满足负载均衡约束的同时降低了树的开销
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