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Improved Velocity Estimation with High-Sensitivity Receivers in Indoor Environments

机译:在室内环境中使用高灵敏度接收器改进速度估算

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Doppler measurements play an important role in highsensitivity receivers for a few of reasons. They canprovide some level of immunity over communicationchannels, convey user velocity, and attitude information,and can also be used to smooth pseudorangemeasurements. Regarding velocity, conventionalestimation methods in high sensitivity receivers first getthe Doppler by block processing the incoming samplesand then compute the velocity using least squares (LSQ)or Kalman filtering (KF). However, in harsh indoorenvironments, Doppler measurements are often biasedand very noisy due to multipath and fading, thusconventional velocity estimation methods are not veryaccurate and the quality is often very poor.This paper first reviews the implementation of a directvelocity estimation algorithm, which is basically themaximum likelihood estimate (MLE) of velocity, andthen presents the Cramer-Rao lower bound (CRLB) of theDoppler estimated with high-sensitivity receivers inindoor multipath environments. The CRLB of theconventional method and the direct method are thenpresented and discussed. Data collected inside a concretebuilding is processed in order to evaluate performance. Inaddition, the effect of adding signals from another GNSS(GLONASS in this case) is also assessed. Results showthat jointly and directly processing GPS and GLONASSsignals outperforms the conventional method, and thebenefits of GLONASS are also apparent in some cases.
机译:多普勒测量在高 灵敏度接收器有几个原因。他们能 提供一定程度的通信抗扰性 渠道,传达用户的速度和态度信息, 并且还可以用于平滑伪距 测量。关于速度,常规 高灵敏度接收机中的估计方法首先得到 通过对传入样本进行块处理来调整多普勒 然后使用最小二乘法(LSQ)计算速度 或卡尔曼滤波(KF)。但是,在恶劣的室内 在多普勒测量环境中,通常会产生偏差 由于多径和衰落而非常嘈杂,因此 传统的速度估计方法不是很 准确,质量通常很差。 本文首先回顾了直接实施 速度估算算法,基本上是 速度的最大似然估计(MLE),以及 然后呈现广告的Cramer-Rao下界(CRLB) 用高灵敏度接收机估计多普勒 室内多路径环境。的CRLB 然后是常规方法和直接方法 介绍和讨论。在混凝土内部收集的数据 处理建筑物以评估性能。在 此外,添加来自另一个GNSS的信号的效果 (在这种情况下为GLONASS)也会被评估。结果显示 联合直接处理GPS和GLONASS 信号优于传统方法,并且 在某些情况下,GLONASS的好处也很明显。

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