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Ant colony optimization routing mechanisms with bandwidth sensing

机译:具有带宽感知的蚁群优化路由机制

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The study and understanding of the social behavior of insects has contributed to the definition of some algorithms that are capable of solving several types of optimization problems. In 1997 Di Caro and Dorigo developed the first routing algorithm for wired networks, called AntNet, using an approach which was inspired in the behavior of ant colonies. At each node, AntNet, similar to others Ant Colony Optimization (ACO) based algorithms, forward ants based in the amount of pheromones present in the links and in response to the node's queue lengths. In this paper, an adaptation of the e-DANTE algorithm for discrete problems, as an IP based routing mechanism, was implemented. We also propose the inclusion of a new parameter for the computation of paths for both the AntNet and the newly proposed algorithm: the available bandwith. Those methods were tested in ns-2 using two dense network architectures and their efficiency is compared with the original AntNet and a Link-State routing algorithm, when considering the transmission of competing traffic flows between distinct nodes.
机译:对昆虫社会行为的研究和理解为一些能够解决几种优化问题的算法的定义做出了贡献。 1997年,迪卡罗(Do Caro)和多里戈(Dorigo)使用一种启发了蚁群行为的方法,为有线网络开发了第一个路由算法,称为AntNet。在每个节点上,AntNet与其他基于蚁群优化(ACO)的算法类似,根据链接中存在的信息素的数量并响应节点的队列长度来转发蚂蚁。在本文中,实现了针对离散问题的e-DANTE算法的改编,作为基于IP的路由机制。我们还建议包括一个用于计算AntNet和新提出的算法的路径的新参数:可用带宽。这些方法在ns-2中使用两种密集网络体系结构进行了测试,并考虑了不同节点之间竞争性流量的传输,将它们的效率与原始的AntNet和链路状态路由算法进行了比较。

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