高動(dòng)態(tài)GPS信號跟蹤算法研究及實(shí)現(xiàn)
[Abstract]:GPS (Global Positioning System) system is the most widely used navigation and positioning system, which provides services for many aspects of military and civilian fields. With the development of GPS technology, the application of GPS positioning system in high dynamic environment is becoming more and more important. However, in the high dynamic environment, the large Doppler frequency will occur on the GPS carrier, which will easily lead to the GPS signal tracking lose lock and can not be tracked stably. In order to overcome the influence of Doppler frequency, this paper studies the algorithm of GPS signal tracking loop in high dynamic state, mainly from the following aspects: (1) the influence of carrier noise ratio on the GPS signal tracking results of traditional carrier tracking loop is analyzed. By adjusting the ratio of carrier to noise, the optimum working state of PLL and FLL is found. The higher the ratio of carrier to noise, the better the performance of PLL and FLOL, but the higher the noise bandwidth is, the greater the noise power will be. When the capacity of carrier tracking loop is exceeded, the loop will lose lock. (2) the extended Kalman filter is applied to the carrier tracking loop, and the filter and discriminator of the traditional carrier tracking loop are replaced by the extended Kalman filter. The nonlinear function in high dynamics is transformed into a linear problem by Taylor expansion and first order linearization truncation to remove the other higher order terms. (3) the unscented Kalman filter is applied to the carrier tracking loop, and the filter and discriminator of the traditional carrier tracking loop are replaced by the unscented Kalman filter, which is based on the UT transform. The probability density distribution of nonlinear function in high dynamic state is approximated, and a series of sampling points are used to approximate the posteriori probability density of the state. Finally, carrier tracking is realized. The simulation results show that when the carrier / noise ratio is low, the estimation error of Doppler frequency in the traditional carrier tracking loop is relatively large, which leads to the tracking loss and increases the carrier noise ratio. The traditional carrier tracking loop improves the Doppler frequency estimation error, but the first and second derivative estimation errors of the Doppler frequency are relatively large. In the case of low load to noise ratio, the performance of the extended Kalman tracking loop and the unscented Kalman tracking loop is better than that of the traditional tracking loop in terms of tracking accuracy and dynamic stress, and the Doppler frequency and its first derivative are obtained. The estimation error of the second derivative is reduced, the carrier noise ratio is increased, the tracking accuracy of the extended Kalman tracking loop and the unscented Kalman tracking loop is improved, and the tracking accuracy of the extended Kalman tracking loop and the unscented Kalman tracking loop are improved. In terms of tracking accuracy and convergence speed, the performance of UKF carrier tracking algorithm is better than that of EKF carrier tracking algorithm.
【學(xué)位授予單位】:西安理工大學(xué)
【學(xué)位級別】:碩士
【學(xué)位授予年份】:2017
【分類號】:P228.4
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