Acta Geodaetica et Cartographica Sinica ›› 2018, Vol. 47 ›› Issue (1): 25-34.doi: 10.11947/j.AGCS.2018.20160613

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A Method for Dealing with the Systematic Errors of Partial EIV Semi-parametric Model

WANG Leyang1,2,3, XIONG Luyun1,2   

  1. 1. Faculty of Geomatics, East China University of Technology, Nanchang 330013, China;
    2. Key Laboratory of Watershed Ecology and Geographical Environment Monitoring, NASG, Nanchang 330013, China;
    3. Key Laboratory for Digital Land and Resources of Jiangxi Province, Nanchang 330013, China
  • Received:2016-12-05 Revised:2017-11-16 Online:2018-01-20 Published:2018-02-05
  • Supported by:
    The National Natural Science Foundation of China (No. 41664001);Support Program for Outstanding Youth Talents in Jiangxi Province (No. 20162BCB23050);National Key Research and Development Program(No. 2016YFB0501405)

Abstract: The estimated values are affected so that they are not reliable if the observations contain systematic errors under the solution of total least squares.Thus the bad effect on the estimated values should be weakened so the relatively reliable solution can be obtained.This paper adds non parametric part (systematic errors) in the partial errors-in-variables (Partial EIV) model,building Partial EIV semi-parametric model.The penalized least square criterion is introduced to derive formula,and choose the proper regularization matrix in the experiments.The smoothing factor is acquired by the method of L-curve.The results of experiments show that the algorithm of Partial EIV semi-parametric model can mitigate systematic errors to a certain extent and obtain the more reliable solution than the traditional method.So the validity of the algorithm is verified.

Key words: Partial EIV semi-parametric model, systematic errors, regularization matrix, L-curve, smoothing factor

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