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SINGLE EPOCH ALGORITHM BASED ON TIKHONOV REGULARIZATION FOR DEFORMATION MONITORING USING SINGLE FREQUENCY GPS RECEIVERS

机译:基于TIKHONOV调节的单点算法,利用单频GPS接收器进行变形监测

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摘要

A new single epoch algorithm for deformation monitoring using single frequency GPS receivers, based on Tikhonov Regularization, is proposed in this paper. At first, the characteristic of the normal matrix for carrier phase measurements is analyzed. Since the normal matrix is rank-deficient, Tikhonov regularization theorem is applied to the least squares problem, and a regulariser is chosen to transform the matrix from the rank-deficient to the full rank. Then, the float ambiguity solutions and their Mean Squared Error Matrix (MSEM) are obtained. MSEM can be used to determine the search space for the integer ambiguities, combined with other integer ambiguity fixers such as LAMBDA. The proposed single epoch algorithm is tested using carrier phase measurements of two single frequency GPS receivers with a baseline over 3km and the results show that the success rate of the integer ambiguity fix is greater than 90%.
机译:提出了一种基于Tikhonov正则化的单频GPS接收机变形监测的单历元算法。首先,分析用于载波相位测量的正常矩阵的特性。由于正规矩阵是秩不足的,因此将Tikhonov正则化定理应用于最小二乘问题,并选择正则化器将矩阵从秩不足转换为满秩。然后,获得了浮点模糊解及其均方误差矩阵(MSEM)。 MSEM可以与其他整数歧义修复程序(例如LAMBDA)结合使用,以确定整数歧义的搜索空间。所提出的单历元算法使用两个单频GPS接收机的载波相位测量值进行了测试,其基线超过3km,结果表明整数模糊度修复的成功率大于90%。

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