Ultimate precision bound and comparison study of dynamic indoor localization systems

Yiming Ji
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引用次数: 3

Abstract

Many location determination systems have been developed lately due to growing demands on location based applications and services, however, the performance of most systems is not well understood because a typical indoor system would depend on a lot of factors and the conditions under which reported tests were carried out could be very different. In this work, we analyze theoretical localization limits and propose a precision bound as a benchmark standard to evaluate the performance of indoor systems under different configuration settings and environmental dynamics. We examine a set of localization mechanisms using data sets measured from an underground floor plan. We compare the performance of these systems and analyze their unique responses to the change of system configurations (such as sniffer deployment methods and reference measurements) and localization processing techniques, we found that database-based indoor systems generally perform better than the distance-based systems. From the comparison study, we observed that while it appears difficult to interpret the relationship between the performance of a localization system and various environmental and system factors, the achievable precision of a location determination system deployed at a given building is bounded and this bound is predictable. Thus this research provides a valuable criterion for the evaluation of location determination systems.
动态室内定位系统的极限精度界及比较研究
由于对基于位置的应用和服务的需求不断增长,最近开发了许多位置确定系统,然而,大多数系统的性能并没有得到很好的理解,因为典型的室内系统将取决于许多因素,并且所报告的测试条件可能非常不同。在这项工作中,我们分析了理论定位极限,并提出了一个精度界限作为基准标准,以评估室内系统在不同配置设置和环境动态下的性能。我们使用从地下平面图测量的数据集来检查一组定位机制。我们比较了这些系统的性能,并分析了它们对系统配置(如嗅探器部署方法和参考测量)和定位处理技术变化的独特响应,我们发现基于数据库的室内系统通常比基于距离的系统表现得更好。从比较研究中,我们观察到,虽然很难解释定位系统的性能与各种环境和系统因素之间的关系,但部署在给定建筑物上的位置确定系统的可实现精度是有限的,并且该界限是可预测的。从而为定位系统的评价提供了一个有价值的准则。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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