A Data Caching Approach for Sensor Applications

Khaled Almiani, J. Taheri, Anastasios Viglas
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引用次数: 6

Abstract

In sensor network applications, data gathering mechanisms, which are based on multi-hop forwarding, can be expensive in terms of energy. This limitation challenges the use of sensor networks for applications that demand a predefined operational-lifetime. To avoid this problem, using of Mobile Element (ME) as a mechanical data carrier has emerged as a promising approach. However, practical considerations such as the ME speed and route planning, sensor buffer size and data frequency generation constraints impose limits on this approach. To address these issues, we propose a natural hybrid approach that combines two approaches of ME and multi-hop forwarding. We consider the problem of determining the path of the ME, in which the length of this path is bounded by pre-determined length. This path will visit a subset of the nodes. These selected nodes will work as caching points and will aggregate the other nodes’ data. The caching point nodes are selected with the aim of reducing the energy expenditures due to multi-hop forwarding. To address this problem, we present a heuristic-based solution and compare its performance against the optimal solution. We obtain the optimal solution by providing an Integer Linear Program for this problem.
传感器应用的数据缓存方法
在传感器网络应用中,基于多跳转发的数据收集机制在能量方面可能是昂贵的。这一限制对传感器网络在需要预定义工作寿命的应用中的使用提出了挑战。为了避免这个问题,使用移动元件(ME)作为机械数据载体已经成为一种很有前途的方法。然而,实际考虑因素,如ME速度和路线规划,传感器缓冲区大小和数据频率生成约束,对这种方法施加了限制。为了解决这些问题,我们提出了一种自然混合的方法,结合了两种方法的ME和多跳转发。我们考虑了确定ME路径的问题,其中该路径的长度由预先确定的长度限定。该路径将访问节点的一个子集。这些选定的节点将用作缓存点,并将聚合其他节点的数据。选择缓存点节点的目的是为了减少多跳转发带来的能量消耗。为了解决这个问题,我们提出了一个基于启发式的解决方案,并将其性能与最优解决方案进行了比较。通过给出该问题的整数线性规划,得到了该问题的最优解。
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