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Off-Site Indoor Localization Competitions Based on Measured Data in a Warehouse

机译:基于仓库中实测数据的场外室内本地化比赛

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摘要

The performance of indoor localization methods is highly dependent on the situations in which they are used. Various competitions on indoor localization have been held for fairly comparing the existing indoor localization methods in shared and controlled testing environments. However, it is difficult to evaluate the practical performance in industrial scenarios through the existing competitions. This paper introduces two indoor localization competitions, which are named the “PDR Challenge in Warehouse Picking 2017” and “xDR Challenge for Warehouse Operations 2018” for tracking workers and vehicles in a warehouse scenario. For the PDR Challenge in Warehouse Picking 2017, we conducted a unique competition based on the data measured during the actual picking operation in an actual warehouse. We term the dead-reckoning of a vehicle as vehicle dead-reckoning (VDR), and the term “xDR” is derived from pedestrian dead-reckoning (PDR) plus VDR. As a sequel competition of the PDR Challenge in Warehouse Picking 2017, the xDR Challenge for Warehouse Operations 2018 was conducted as the world’s first competition that deals with tracking forklifts by VDR with smartphones. In the paper, first, we briefly summarize the existing competitions, and clarify the characteristics of our competitions by comparing them with other competitions. Our competitions have the unique capability of evaluating the practical performance in a warehouse by using the actual measured data as the test data and applying multi-faceted evaluation metrics. As a result, we successfully organize the competitions due to the many participants from many countries. As a conclusion of the paper, we summarize the findings of the competitions.
机译:室内定位方法的性能在很大程度上取决于使用它们的情况。为了公平地比较共享和受控测试环境中的现有室内定位方法,举行了各种室内定位比赛。但是,很难通过现有竞争来评估工业场景中的实际性能。本文介绍了两个室内本地化比赛,分别是“ 2017仓库拣选中的PDR挑战”和“ 2018仓库操作的xDR挑战”,用于跟踪仓库中的工人和车辆。在2017年仓库拣选中的PDR挑战中,我们根据实际仓库中实际拣选操作期间测得的数据进行了独特的比赛。我们将车辆的死锁称为车辆死锁(VDR),术语“ xDR”源自行人死锁(PDR)加VDR。作为2017年PDR仓库拣选挑战赛的续集竞赛,2018年xDR仓库运营挑战赛是全球首个使用智能手机通过VDR跟踪叉车的竞赛。在本文中,首先,我们简要概述了现有比赛,并通过将其与其他比赛进行比较来阐明我们比赛的特征。我们的比赛具有将实际测量数据用作测试数据并应用多方面评估指标来评估仓库实际性能的独特能力。结果,由于来自许多国家的众多参与者,我们成功地组织了比赛。作为本文的结论,我们总结了比赛的结果。

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