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A tree-based particle swarm optimization for multicast routing

机译:基于树的粒子群优化组播路由

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摘要

QoS multicast routing is a non-linear combinatorial optimization problem. It tries to find a multicast routing tree with minimal cost that can satisfy constraints such as bandwidth, delay, and delay jitter. This problem is NP-complete. The solution to such problems is often to search first for paths from the source node to each destination node and then integrate these paths into a multicast tree. Such a method, however, is slow and complex. To overcome these shortcomings, we propose a new method for tree-based optimization. Our algorithm optimizes the multicast tree directly, unlike the conventional solutions to finding paths and integrating them to generate a multicast tree. Our algorithm also applies particle swarm optimization to the solution to control the optimization orientation of the tree shape. Simulation results show that our algorithm performs well in searching, converging speed and adaptability scale.
机译:QoS多播路由是一个非线性组合优化问题。它试图找到成本最低的多播路由树,该树可以满足诸如带宽,延迟和延迟抖动之类的约束。这个问题是NP完全的。解决此类问题的方法通常是首先搜索从源节点到每个目标节点的路径,然后将这些路径集成到多播树中。但是,这种方法缓慢且复杂。为了克服这些缺点,我们提出了一种新的基于树的优化方法。我们的算法直接优化了多播树,这与传统的查找路径并将其集成以生成多播树的解决方案不同。我们的算法还将粒子群优化应用于解决方案,以控制树形的优化方向。仿真结果表明,该算法在搜索,收敛速度和适应性尺度方面表现良好。

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  • 来源
    《Computer networks》 |2010年第15期|p.2775-2786|共12页
  • 作者单位

    School of Computer Science and Technology, Shandong University, Shunhua Road, Jinan, Shandong Province 250100, China;

    School of Computer Science and Technology, Shandong University, Shunhua Road, Jinan, Shandong Province 250100, China;

    School of Computer Science and Technology, Shandong University, Shunhua Road, Jinan, Shandong Province 250100, China;

    School of Computer Science and Technology, Shandong University, Shunhua Road, Jinan, Shandong Province 250100, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    multicast; quality of service; particle swarm optimization; optimization tree;

    机译:多播服务质量;粒子群优化;优化树;

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