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Constrained random walks on random graphs: routing algorithms for large scale wireless sensor networks

机译:随机图上的受限随机游走:大型无线传感器网络的路由算法

摘要

We consider a routing problem in the context of large scale networks with uncontrolled dynamics. A case of uncontrolled dynamics that has been studied extensively is that of mobile nodes, as this is typically the case in cellular and mobile ad-hoc networks. In this paper however we study routing in the presence of a different type of dynamics: nodes do not move, but instead switch between active and inactive states at random times. Our interest in this case is motivated by the behavior of sensor nodes powered by renewable sources, such as solar cells or ambient vibrations. In this paper we formalize the corresponding routing problem as a problem of constructing suitably constrained random walks on random dynamic graphs. We argue that these random walks should be designed so that their resulting invariant distribution achieves a certain load balancing property, and we give simple distributed algorithms to compute the local parameters for the random walks that achieve the sought behavior. A truly novel feature of our formulation is that the algorithms we obtain are able to route messages along all possible routes between a source and a destination node, without performing explicit route discovery/repair computations, and without maintaining explicit state information about available routes at the nodes. To the best of our knowledge, these are the first algorithms that achieve true multipath routing (in a statistical sense), at the complexity of simple stateless operations.
机译:我们在动态性不受控制的大型网络中考虑路由问题。广泛研究的一种不受控制的动力学情况是移动节点,在蜂窝和移动自组织网络中通常是这种情况。但是,在本文中,我们研究存在不同类型的动力学时的路由选择:节点不移动,而是在随机时间在活动状态和非活动状态之间切换。在这种情况下,我们的兴趣来自于由可再生资源(例如太阳能电池或环境振动)供电的传感器节点的行为。在本文中,我们将相应的路由问题形式化为在随机动态图上构造适当约束的随机游走的问题。我们认为应该设计这些随机游走,以使它们产生的不变分布达到一定的负载平衡属性,并给出简单的分布式算法,以计算实现所需行为的随机游走的局部参数。我们公式的一个真正新颖的特征是,我们获得的算法能够在源节点和目标节点之间的所有可能路由中路由消息,而无需执行显式的路由发现/修复计算,也无需维护关于可用路由的显式状态信息。节点。据我们所知,这是第一种以简单的无状态操作的复杂性实现真正的多路径路由(从统计意义上来说)的算法。

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