使用原理工程方法调谐复杂传感器系统

Jonathan Tate, I. Bate
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引用次数: 1

摘要

传感器的寿命和效用受到单个粒子能量资源的限制。网络设计者寻求在保持可接受的服务质量的同时,最大限度地提高能源效率。然而,多个可调协议参数和多个性能指标之间的相互作用通常是复杂和未知的,并且组合爆炸使得任何穷举搜索方法都不可能。在本文中,我们描述了一种工程方法来解决这个多维优化问题。我们采用实验设计方法对整个搜索空间进行采样。统计模型拟合实验结果来定义输入和输出之间的关系,并获得接近最优的解决方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Tuning Complex Sensornet Systems Using Principled Engineering Methods
Sensornet lifespan and utility is limited by the energy resources of individual motes. Network designers seek to maximise energy efficiency while maintaining acceptable Quality of Service. However, the interactions between multiple tunable protocol parameters and multiple performance metrics are generally complex and unknown, and combinatorial explosion renders impossible any exhaustive search approach. In this paper we describe an engineering method to address this multi-dimensional optimisation problem. We apply a Design Of Experiments approach to sample the entire search space. Statistical models are fitted to experimental results to define relationships between inputs and outputs, and to obtain near-optimal solutions.
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