移动Ad hoc网络的最优性能研究

T. Patra, J. Kuri, P. Nuggehalli
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引用次数: 3

摘要

在本文中,我们关注的是找到移动自组织网络所能支持的最大吞吐量。即使节点是平稳的,确定容量区域的问题也一直被认为是np困难的。移动性引入了额外的复杂性维度,因为节点现在还必须决定何时启动路由发现。由于路由发现涉及通信和计算开销,因此不应该经常调用它。另一方面,移动性意味着如果不更新路由,路由必然会变得陈旧,从而导致次优性能。我们试图通过考虑一个简单的一维网络模型来获得对这些影响的一些理解。该模型的简单性允许我们使用随机动态规划(SDP)来找到具有理想路由和介质访问控制(MAC)调度的最大可能网络吞吐量。以最优值为基准,我们还提出并评估了一个简单的基于阈值的启发式算法的性能。与需要大量状态信息的最优策略不同,启发式方法实现起来非常简单,并且对所使用的阈值不太敏感。我们发现我们的启发式算法在经验条件下是接近最优的,当我们的简单启发式算法执行得不是很好时,网络场景也是如此。我们对模型的不同参数设置提供了广泛的数值和模拟结果。
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On Optimal Performance in Mobile Ad hoc Networks
In this paper we are concerned with finding the maximum throughput that a mobile ad hoc network can support. Even when nodes are stationary, the problem of determining the capacity region has long been known to be NP-hard. Mobility introduces an additional dimension of complexity because nodes now also have to decide when they should initiate route discovery. Since route discovery involves communication and computation overhead, it should not be invoked very often. On the other hand, mobility implies that routes are bound to become stale resulting in sub-optimal performance if routes are not updated. We attempt to gain some understanding of these effects by considering a simple one-dimensional network model. The simplicity of our model allows us to use stochastic dynamic programming (SDP) to find the maximum possible network throughput with ideal routing and medium access control (MAC) scheduling. Using the optimal value as a benchmark, we also propose and evaluate the performance of a simple threshold-based heuristic. Unlike the optimal policy which requires considerable state information, the heuristic is very simple to implement and is not overly sensitive to the threshold value used. We find empirical conditions for our heuristic to be near-optimal as well as network scenarios when our simple heuristic does not perform very well. We provide extensive numerical and simulation results for different parameter settings of our model.
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