一种确定传感器网络中多比特分布式检测决策阈值的分析技术

H. Varaee, G. Mirjalily, Ahmad Pouramini
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引用次数: 3

摘要

本文提出了一种确定多比特分布式检测中决策阈值的方法。需要检测阈值来量化从环境中获取的信息并将其发送到融合中心。在多比特检测中,决策是复杂的,在大多数情况下,采用基于仿真或人对人优化的方法来寻找阈值。在这种方法中,阈值通常是通过估计环境条件、进行必要的模拟和进行复杂的计算来确定的。在我们提出的方法中,我们采用了一种简单的分析技术来代替这些复杂的方法,检测性能接近最佳。与优化方案的检测性能相比,差异很小,但我们方法的简单性和计算速度允许在部署到环境中并确定实际条件后将其用于传感器网络。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Analytical Technique to Determine the Decision Thresholds of Multi-bit Distributed Detection in Sensor Networks
In this paper we propose a technique to determine the decision thresholds in multi-bit distributed detection. Detection thresholds are required to quantize the acquired information from the environment to send them to a fusion center. In multi-bit detection, decision making is complicated and in most cases, methods based on simulation or Person by Person Optimizations are applied to find the thresholds. In such methods, the thresholds are usually determined by estimating environmental conditions and conducting the necessary simulations and carrying out complex computations. In our proposed method we have adopted a simple analytical technique in place of these complicated methods with a detection performance close to the optimal. Compared with the detection performance of optimized solutions, the difference is slight while the simplicity and the speed of computations in our method allows the possibility of using it in a sensor network after it has deployed in the environment and the actual conditions have been determined.
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