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Error reduction in GPS datum conversion using Kalman filter in diverse scenarios

机译:在各种情况下使用卡尔曼滤波器减少GPS基准转换中的误差

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The coordinates of a location obtained from a Global Positioning System (GPS) receiver depend on the type of environments. This paper discusses the errors in GPS coordinate conversion from the World Geodetic System 84 (WGS84) to the Universal Transverse Mercator (UTM) system, in different environments and their reduction using Kalman filter. 30 samples of positional coordinates, each for three different cases i.e open area, amidst tall buildings and area having heavy vehicular traffic, have been collected, with the time interval between two successive samples being 1 to 2 minutes. The samples were collected using a Garmin eTrex GPS receiver, which gives the coordinates of a location in both the WGS84 and UTM formats. The collected samples clearly indicated a greater variation in the coordinates for the location surrounded by tall buildings and the location which had a heavy flow of vehicular traffic as compared to the open area without any obstacles. The variation in coordinates can be attributed to multi path errors that occur due to the presence of tall buildings and moving vehicles. After applying a Kalman filter to the UTM values, a considerable improvement in their consistency has been observed.
机译:从全球定位系统(GPS)接收器获得的位置坐标取决于环境的类型。本文讨论了在不同环境中从世界大地测量系统84(WGS84)到通用横轴墨卡托(UTM)系统的GPS坐标转换中的误差,以及使用卡尔曼滤波器进行的缩小。收集了30种位置坐标样本,每种样本用于三种不同情况,即空旷地区,高层建筑和交通繁忙的区域,两个连续样本之间的时间间隔为1-2分钟。使用Garmin eTrex GPS接收器收集样品,该接收器以WGS84和UTM格式提供位置坐标。所收集的样本清楚地表明,与没有任何障碍的空旷地区相比,高层建筑所包围的位置和车辆交通流量较大的位置的坐标变化更大。坐标的变化可归因于由于存在高楼大厦和移动车辆而发生的多路径误差。在对UTM值应用卡尔曼滤波器之后,已经观察到它们的一致性有相当大的提高。

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