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Performance and Complexity Comparison of Adaptive Loop-Bandwidth Tracking Techniques

机译:自适应环路带宽跟踪技术的性能和复杂度比较

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This paper analyzes the performance and complexity of state-of-the-art adaptive scalar tracking techniques used in modern digital global navigation satellite system (GNSS) receivers. Ideally, a tracking channel should be able to adjust to both noisy and dynamic environments for optimal performance. Precision and robustness define the performance of the tracking. The difference between the square root of the Cramer-Rao bound (CRB) and the average tracking jitter at the discriminator’s output determines the precision of the tracking, whereas the speed of the response specifies the robustness of the tracking in high dynamic scenarios. The amount of operations required to implement a robust tracking technique indicates the complexity of the algorithm. The fast adaptive bandwidth, the fuzzy logic, and the loop-bandwidth control algorithm adaptive tracking techniques are first analyzed and evaluated in a software receiver. Second, these techniques are implemented in an open software interface GNSS hardware receiver for testing in simulated scenarios with real-world conditions. The scenarios represent different dynamics and noise cases. The results show the loop-bandwidth control algorithm’s advantage over adaptive loop-bandwidth techniques while preserving good tracking performance and low complexity.
机译:本文分析了现代数字全球导航卫星系统(GNSS)接收机中使用的最新自适应标量跟踪技术的性能和复杂性。理想情况下,跟踪通道应能够适应嘈杂和动态环境,以实现最佳性能。精度和鲁棒性定义了跟踪的性能。 Cramer-Rao边界(CRB)的平方根与鉴别器输出处的平均跟踪抖动之间的差异决定了跟踪的精度,而响应速度则说明了在高动态情况下跟踪的鲁棒性。实现鲁棒跟踪技术所需的操作数量表明了算法的复杂性。首先在软件接收机中分析和评估快速自适应带宽,模糊逻辑和环路带宽控制算法的自适应跟踪技术。其次,这些技术是在开放软件接口GNSS硬件接收器中实现的,用于在具有真实条件的模拟场景中进行测试。这些场景代表了不同的动态和噪声情况。结果表明,环路带宽控制算法优于自适应环路带宽技术,同时保持了良好的跟踪性能和低复杂度。

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