On optimal information capture by energy-constrained mobile sensor

Shibo He, Jiming Chen, Youxian Sun, David K. Y. Yau, N. Yip
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引用次数: 8

Abstract

A mobile sensor is used to cover a number of points of interest (PoIs) where dynamic events appear and disappear according to given random processes. It has been shown in [1] that for Step and Exponential utility functions, the quality of monitoring (QoM), i.e., the fraction of information captured about all events, increases as the speed of the sensor increases. This work, however, does not consider the energy of motion, which is an important constraint for mobile sensor coverage. In this paper, we analyze the expected information captured per unit of energy consumption (IPE) as a function of the event type, the event dynamics, and the speed of the mobile sensor. Our analysis uses a realistic energy model of motion, and it allows the sensor speed to be optimized for information capture. We present simulation results to verify and illustrate the analytical results.
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能量约束移动传感器的最优信息捕获
移动传感器用于覆盖多个兴趣点(PoIs),其中动态事件根据给定的随机过程出现和消失。在[1]中已经表明,对于阶跃和指数效用函数,监测质量(QoM),即捕获的关于所有事件的信息比例,随着传感器速度的增加而增加。然而,这项工作没有考虑运动能量,这是移动传感器覆盖的一个重要约束。在本文中,我们分析了每单位能源消耗(IPE)的期望信息作为事件类型、事件动态和移动传感器速度的函数。我们的分析使用了一个现实的能量运动模型,它允许传感器速度优化信息捕获。我们给出了仿真结果来验证和说明分析结果。
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