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High Integrity IMM-EKF Based Road Vehicle Navigation with Low Cost GPS/INS.

机译:基于IMM-EKF的高完整性公路车辆导航,具有低成本GPS / INS。

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摘要

User requirements for the performance of GlobaL Navigation Satellite System (GNSS)-based road applications havebeen significantly increasing in recent years. Safety systems based on vehicle localization, electronic fee-collection systems, and traveler information services are just a few examples of interestingapplications requiring onboard equipment (OBE) capable of offering a high available accurate position, even in unfriendlyenvironments with low satellite visibility such as built-up areas or tunnels and at low cost. In addition to that, users and serviceproviders demand from the OBEs not only accurate continuous positioning but integrity information of the reliability of this position as well. Specifically, in life-critical applications,high-integrity monitored positioning is absolutely required. This paper presents a solution based on the fusion of GNSS and inertial sensors (a Global Positioning System/Satellite-Based AugmentationSystem/Inertial Navigation System integrated system) running an extended Kalman filter combined with an interactive multimodel method (IMM-EKF). The solution developed in this paper supplies continuous positioning in marketable conditions and a meaningful trust level of the given solution. A set of testsperformed in controlled and real scenarios proves the suitability of the proposed IMM-EKF implementation as compared with lowcost GNSS-based solutions, dead reckoning systems, single-model EKF, and other filtering approaches of the current literature.
机译:近年来,对基于GlobaL导航卫星系统(GNSS)的道路应用程序的性能的用户需求已大大增加。基于车辆本地化的安全系统,电子收费系统和旅行者信息服务只是一些有趣的应用示例,这些应用要求车载设备(OBE)能够提供高可用的准确位置,即使在卫星能见度低的不友好环境中,例如内置成本高的区域或隧道。除此之外,用户和服务提供商对OBE的要求不仅是精确的连续定位,而且还有该位置可靠性的完整性信息。具体而言,在对生命至关重要的应用中,绝对需要高完整性监控的定位。本文提出了一种基于GNSS和惯性传感器(全球定位系统/基于卫星的增强系统/惯性导航系统集成系统)融合的解决方案,该解决方案结合了扩展的卡尔曼滤波器和交互式多模型方法(IMM-EKF)。本文开发的解决方案可在可销售条件下持续定位,并为给定解决方案提供有意义的信任级别。与低成本,基于GNSS的解决方案,航位推算系统,单模型EKF以及当前文献的其他过滤方法相比,在受控和真实场景中进行的一组测试证明了所提出的IMM-EKF实施方案的适用性。

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