Robust Prediction Algorithm Based on a General EIV Model for Multiframe Transformation

Author:

Yao Lihui12ORCID,Lin Peng3,Gao Jingxiang12ORCID,Liu Chao4

Affiliation:

1. NASG Key Laboratory of Land Environment and Disaster Monitoring, China University of Mining and Technology, Xuzhou 221116, Jiangsu, China

2. School of Environment Science and Spatial Informatics, China University of Mining & Technology, Xuzhou 221116, Jiangsu, China

3. College of Civil Engineering, Anhui Jianzhu University, Hefei 230000, Anhui, China

4. School of Geodesy and Geomatics, Anhui University of Science and Technology, Huainan 232001, Anhui, China

Abstract

In modern geodesy, there are cases in which the target frame is unique and there is more than one source frame. Helmert transformations, which are extensively used to solve transformation parameters, can be separately solved between the target frame and one of the source frames. However, this is not globally optimal, even though each transformation is locally optimal on its own. Additionally, this also generates the problem of multiple solutions in the noncommon station of the target frame. Moreover, least squares solutions can cause estimation value distortion, with a gross error existing in observations. Thus, in this paper, Helmert transformations among three frames, that is, one target frame and two source frames, are studied as an example. A robust prediction algorithm based on the general errors-in-variables prediction algorithm and the robust estimation is derived in detail and is applied to achieve multiframe total transformation. Furthermore, simulation experiments were conducted and the results validated the superiority of the proposed total transformation method over classical separate approaches.

Funder

National Natural Science Foundation of China

Publisher

Hindawi Limited

Subject

General Engineering,General Mathematics

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Multiframe Transformation With Variance Component Estimation;IEEE Transactions on Geoscience and Remote Sensing;2023

2. A New Reconstruction Method for Measurement Data With Multiple Outliers;IEEE Transactions on Instrumentation and Measurement;2022

3. Global Optimization of Redescending Robust Estimators;Mathematical Problems in Engineering;2021-07-23

4. On the total least median of squares adjustment for the pattern recognition in point clouds;Measurement;2020-08

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