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Integration of DGPS with a Low Cost MEMS - Based Inertial Measurement Unit (IMU) for Land Vehicle Navigation Application

机译:DGP与基于低成本MEMS的惯性测量单元(IMU)的集成,用于陆车辆导航应用

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This paper focuses on evaluating the feasibility of using a low cost Micro Electro Mechanical System (MEMS) - based Inertial Measurement Unit (IMU) integrated with Differential Global Positioning System (DGPS), for land vehicle navigation. The main focus is on position accuracy analysis using a closed loop decentralized GPS/INS integration scheme. A Kalman filter is proposed for the IMU which models sensor scale factors and turn on biases. A performance comparative analysis of the MEMS Crista IMU with a tactical grade HG1700 IMU is presented. GPS outages are simulated in a clean data set collected in open sky conditions, by artificially omitting satellites during post-processing in order to asses the stand-alone performance of each IMU. Two different methods are investigated to prevent the errors from accumulating in the Inertial Navigation System (INS) in the absence of GPS. One is to use the constrained motion attributes of a land vehicle to bound the drift in the INS solution. This method is suitable for use in real-time applications. Another method is specifically a post processing scheme which involves the use of a Rauch Tung Streibel (RTS) smoother. Simultaneous field testing using DGPS and MEMS, tactical, and navigation-grade IMUs was conducted to allow for a direct comparison of their relative performance. The results show that in open sky conditions with MEMS IMU measurements and a pseudorange/Doppler derived DGPS solution, a positional accuracy better than 38 cm can be achieved. The use of vehicle movement constraints during GPS outages can prevent errors from accumulating, and can provide the improvement of up-to 80% in the position domain, whereas the corresponding improvements using the RTS smoother are about 99%.
机译:本文侧重于评估使用与差动全球定位系统(DGPS)集成的基于低成本微电机械系统(MEMS)的惯性测量单元(IMU)的可行性进行陆地车辆导航。主要重点是使用闭环分散的GPS / INS集成方案进行定位准确性分析。为IMU提出了一种卡尔曼滤波器,其模拟传感器缩放因子并导通偏差。提出了具有战术级HG1700 IMU的MEMS Crista IMU的性能比较分析。通过在后处理期间人工省略卫星在开放天空条件下收集的清洁数据集中模拟了GPS中断,以便判断每个IMU的独立性能。研究了两种不同的方法,以防止错误在没有GPS的情况下在惯性导航系统(INS)中累积。一个是使用陆地车辆的受约束运动属性来绑定INS解决方案中的漂移。该方法适用于实时应用。另一种方法具体是一种后处理方案,其涉及使用RAUCH Tung Streibel(RTS)更顺畅。进行了使用DGP和MEMS,战术和导航级IMU的同时现场测试,以便直接比较它们的相对性能。结果表明,在具有MEMS IMU测量的开放天空条件下和伪距/多普勒导出的DGPS解决方案,可以实现优于38cm的位置精度。在GPS中断期间使用车辆运动约束可以防止误差累积,并且可以在位置域中提供高达80%的提高,而使用RTS更光滑的相应改进是约99%。

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