任意拓扑缓存网络中的联合缓存与路由

Tian Xie, Sanchal Thakkar, Ting He, P. Mcdaniel, Quinn K. Burke
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引用次数: 1

摘要

网络内缓存和灵活路由是下一代网络基础设施的两个最著名的优点。然而,很少有解决方案可用于联合优化缓存和路由,为任意拓扑提供性能保证。我们通过分析其在所有情况下的复杂性,并在重要的特殊情况下开发具有近似保证的多项式时间算法,采取整体方法来解决这个基本问题。我们还揭示了在一般情况下实现保证逼近的基本挑战,并提出了一种性能良好、收敛速度快的交替优化算法。与基于真实拓扑和请求跟踪的最先进的评估方案相比,我们的算法在路由成本和拥塞方面都表现出了卓越的性能。
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Joint Caching and Routing in Cache Networks with Arbitrary Topology
In-network caching and flexible routing are two of the most celebrated advantages of next generation network infrastructures. Yet few solutions are available for jointly optimizing caching and routing that provide performance guarantees for an arbitrary topology. We take a holistic approach towards this fundamental problem by analyzing its complexity in all the cases and developing polynomial-time algorithms with approximation guarantees in important special cases. We also reveal the fundamental challenge in achieving guaranteed approximation in the general case and propose an alternating optimization algorithm with good performance and fast convergence. Our algorithms have demonstrated superior performance in both routing cost and congestion compared to the state-of-the-art solutions in evaluations based on real topology and request traces.
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