Correcting Path of a Shopping Cart Using a Particle Filter and an Environment Map

Daiki Sasakura
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引用次数: 1

Abstract

— Understanding of consumer behaviors contributes a store for improving the profitability. It is important to analyze and understand consumer trajectories in a store building for the purpose. Therefore analyses of purchasing history and consumer's movement are performed in the process. Purchasing histories is regularly obtained via a POS system. For acquiring the movement path, a measurement device using an optical sensor and a gyro sensor was proposed in our preview research. However, the device has a problem of poor measurement accuracy because of the accumulated error in the sensors. In this study, we propose a method for improving the measurement accuracy by using a particle filter and an environmental map. In various environments, we inspect the usefulness of this method. We describe the outline of the device and the path estimated by the method, using the measured data with a map .
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使用粒子滤波器和环境图校正购物车的路径
--了解消费者行为有助于商店提高盈利能力。为此,分析和了解商店建筑中的消费者轨迹非常重要。因此,在此过程中对购买历史和消费者运动进行了分析。通过POS系统定期获取采购历史记录。为了获取运动路径,我们在预研中提出了一种使用光学传感器和陀螺仪传感器的测量装置。然而,由于传感器中累积的误差,该装置具有测量精度差的问题。在这项研究中,我们提出了一种通过使用粒子滤波器和环境地图来提高测量精度的方法。在各种环境中,我们检查这种方法的有用性。我们使用测量数据和地图描述了设备的轮廓和该方法估计的路径。
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