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Platform for benchmarking of RF-based indoor localization solutions

机译:基于RF的室内本地化解决方案基准测试平台

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摘要

Over the last few years, the number of indoor localization solutions has grown exponentially, and a wide variety of different technologies and approaches are being explored. Unfortunately, there is currently no established standardized evaluation method for comparing their performance. As a result, each solution is evaluated in a different environment using proprietary evaluation metrics. Consequently, it is currently extremely hard to objectively compare the performance of multiple localization solutions with each other. To address the problem, we present the EVARILOS Benchmarking Platform, which enables automated evaluation and comparison of multiple solutions in different environments using multiple evaluation metrics. We propose a testbed-independent benchmarking platform, combined with multiple testbed-dependent plugins for executing experiments and storing performance results. The platform implements the standardized evaluation method described in the EVARILOS Benchmarking Handbook, which is aligned with the upcoming ISO/IEC 18305 standard ???Test and Evaluation of Localization and Tracking Systems.??? The platform and plug-ins can be used in real time on existing wireless testbed facilities, while also supporting a remote offline evaluation method using precollected data traces. Using these facilities, and analyzing and comparing the performance of three different localization solutions, we demonstrate the need for objective evaluation methods that consider multiple evaluation criteria in different environments.
机译:在过去的几年中,室内本地化解决方案的数量呈指数增长,并且正在探索各种不同的技术和方法。不幸的是,目前还没有建立标准化的评估方法来比较它们的性能。结果,使用专有评估指标在不同的环境中评估每个解决方案。因此,当前极难客观地比较多个本地化解决方案的性能。为了解决该问题,我们提供了EVARILOS基准测试平台,该平台可使用多个评估指标在不同环境中自动评估和比较多个解决方案。我们提出了一个独立于测试平台的基准测试平台,并结合了多个基于测试平台的插件来执行实验和存储性能结果。该平台执行EVARILOS Benchmarking Handbook中描述的标准化评估方法,该方法与即将发布的ISO / IEC 18305标准“定位和跟踪系统的测试和评估”保持一致。该平台和插件可以在现有的无线测试平台设施上实时使用,同时还支持使用预收集的数据跟踪的远程离线评估方法。使用这些工具,并分析和比较三种不同的本地化解决方案的性能,我们证明了需要一种客观的评估方法,该方法应考虑不同环境中的多种评估标准。

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