A greedy approach for resource allocation in Virtual Sensor Networks

Sonda Bousnina, M. Cesana, J. Ortín, Carmen Delgado, J. Gállego, M. Canales
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引用次数: 11

Abstract

Virtual Sensor Networks (VSNs) envision the creation of general purpose wireless sensor networks which can be easily adapted and configured to support multifold applications with heterogeneous requirements, in contrast with the classical approach of wireless sensor networks vertically optimized on one specific task/service. The very heart of VSNs' vision is the capability to dynamically allocate shared physical resources (processing power, bandwidth, storage) to multiple incoming applications. In this context, we tackle the problem of optimally allocating shared resources in VSNs by proposing an efficient greedy heuristic that aims to maximize the total revenue out of the deployment of multiple concurrent applications while considering the inherent limitations of the shared physical resources. The proposed heuristic is tested on realistic network instances with notable performances in terms of execution time while keeping the gap with respect to the optimal solution limited (below 5% in the tested environments).
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一种贪婪的虚拟传感器网络资源分配方法
虚拟传感器网络(VSNs)设想创建通用无线传感器网络,它可以很容易地适应和配置,以支持具有异构需求的多重应用,与传统的无线传感器网络垂直优化一项特定任务/服务的方法形成对比。VSNs愿景的核心是动态分配共享物理资源(处理能力、带宽、存储)给多个传入应用程序的能力。在这种情况下,我们通过提出一种有效的贪婪启发式算法来解决VSNs中共享资源的最佳分配问题,该算法旨在最大化多个并发应用程序部署的总收入,同时考虑共享物理资源的固有局限性。提出的启发式方法在实际的网络实例上进行了测试,在执行时间方面具有显著的性能,同时保持了与最优解决方案的差距有限(在测试环境中低于5%)。
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