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Dynamic Optimization of Load-Balancing and Reconfiguration Overhead in SD-ISP Networks

机译:SD-ISP网络中负载均衡和重配置开销的动态优化

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In this paper, we propose a new traffic engineering (TE) approach for software-defined Internet Service Provider (SD-ISP) networks that strives to maximize the network throughput and provide QoS (Quality of Service) with minimal reconfiguration cost. In contrast to the conventional TE approaches, which perform the network optimization periodically and control the side effects of reconfigurations by carefully choosing the period length between the optimization cycles, we use a bi-objective optimization model that minimizes maximum link utilization and the reconfiguration overhead. A new heuristic algorithm has been proposed in order to generate approximated Pareto frontier for the bi-objective optimization model, while the specially designed Lyapunov drift-plus-penalty function is used to select the most appropriate solution from the approximated Pareto set. Our simulation study shows that the proposed approach suits the ISP's constraint on time-average reconfiguration rate by trading the throughput performance efficiently. Since the reconfiguration overhead is reduced, the network controller could be allowed to optimize resource allocation more frequently, in order to quickly and efficiently respond to the network changes.
机译:在本文中,我们为软件定义的Internet服务提供商(SD-ISP)网络提出了一种新的流量工程(TE)方法,该方法力求最大程度地提高网络吞吐量并以最小的重新配置成本提供QoS(服务质量)。与常规的TE方法相反,该方法定期执行网络优化并通过仔细选择优化周期之间的周期长度来控制重新配置的副作用,我们使用双目标优化模型,该模型将最大链路利用率和重新配置开销降至最低。为了产生用于双目标优化模型的近似帕累托边界,提出了一种新的启发式算法,而特殊设计的Lyapunov漂移加罚函数用于从近似帕累托集合中选择最合适的解。我们的仿真研究表明,通过有效地交换吞吐量性能,所提出的方法适合ISP对时间平均重新配置速率的约束。由于减少了重新配置的开销,因此可以允许网络控制器更频繁地优化资源分配,以便快速有效地响应网络更改。

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