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Max-min Fair Rate Allocation and Routing in Energy Harvesting Networks: Algorithmic Analysis

机译:能量收集网络中的最大-最小公平率分配和路由:算法分析

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This paper considers max-min fair rate allocation and routing in energy harvesting networks where fairness is required among both the nodes and the time slots. Unlike most previous work on fairness, we focus on multihop topologies and consider different routing methods. We assume a predictable energy profile and focus on the design of efficient and optimal algorithms that can serve as benchmarks for distributed and approximate algorithms. We first develop an algorithm that obtains a max-min fair rate assignment for any routing that is specified at the input. We then turn to the problem of determining a "good" routing. For time-invariable unsplittable routing, we develop an algorithm that finds routes that maximize the minimum rate assigned to any node in any slot. For fractional routing, we derive a combinatorial algorithm for the time-invariable case with constant rates. We show that the time-variable case is at least as hard as the 2-commodity feasible flow problem and design an FPTAS to combat the high running time. Finally, we show that finding an unsplittable routing or a routing tree that provides lexicographically maximum rate assignment (i.e., the best in the max-min fairness terms) is NP-hard, even for a time horizon of a single slot. Our analysis provides insights into the problem structure and can be applied to other related fairness problems.
机译:本文考虑了能量收集网络中的最大-最小公平速率分配和路由,其中​​节点和时隙之间都需要公平。与以往有关公平性的大多数工作不同,我们专注于多跳拓扑并考虑不同的路由方法。我们假设能量分布是可预测的,并且将重点放在可作为分布式和近似算法基准的高效和最佳算法的设计上。我们首先开发一种算法,该算法可为输入中指定的任何路由获得最大-最小公平汇率分配。然后,我们转向确定“良好”路由的问题。对于时间不变的不可拆分路由,我们开发了一种算法,该算法可以找到最大化分配给任何插槽中任何节点的最小速率的路由。对于小数路由,我们推导了具有恒定速率的时间不变情况的组合算法。我们证明了时变情况至少与两商品可行流问题一样困难,并设计了FPTAS来应对高运行时间。最后,我们证明,即使在单个时隙的时间范围内,找到不可拆分的路由或提供按字典顺序最大速率分配(即,最大-最小公平性术语中最好的)的路由树也是NP难的。我们的分析提供了对问题结构的见解,并可应用于其他相关的公平问题。

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