Literature DB >> 30996648

Polar motion prediction using the combination of SSA and Copula-based analysis.

Sadegh Modiri1,2, Santiago Belda3, Robert Heinkelmann1, Mostafa Hoseini1,4, José M Ferrándiz3, Harald Schuh1,2.   

Abstract

The real-time estimation of polar motion (PM) is needed for the navigation of Earth satellite and interplanetary spacecraft. However, it is impossible to have real-time information due to the complexity of the measurement model and data processing. Various prediction methods have been developed. However, the accuracy of PM prediction is still not satisfactory even for a few days in the future. Therefore, new techniques or a combination of the existing methods need to be investigated for improving the accuracy of the predicted PM. There is a well-introduced method called Copula, and we want to combine it with singular spectrum analysis (SSA) method for PM prediction. In this study, first, we model the predominant trend of PM time series using SSA. Then, the difference between PM time series and its SSA estimation is modeled using Copula-based analysis. Multiple sets of PM predictions which range between 1 and 365 days have been performed based on an IERS 08 C04 time series to assess the capability of our hybrid model. Our results illustrate that the proposed method can efficiently predict PM. The improvement in PM prediction accuracy up to 365 days in the future is found to be around 40% on average and up to 65 and 46% in terms of success rate for the PM x and PM y , respectively.

Entities:  

Keywords:  Copula; EOP; Polar motion; Prediction; SSA

Year:  2018        PMID: 30996648      PMCID: PMC6434970          DOI: 10.1186/s40623-018-0888-3

Source DB:  PubMed          Journal:  Earth Planets Space        ISSN: 1343-8832            Impact factor:   3.362


  1 in total

1.  Fitting competing risks with an assumed copula.

Authors:  Gabriel Escarela; Jacques F Carrière
Journal:  Stat Methods Med Res       Date:  2003-08       Impact factor: 3.021

  1 in total
  2 in total

1.  Analysis of 25 Years of Polar Motion Derived from the DORIS Space Geodetic Technique Using FFT and SSA Methods.

Authors:  Qiaoli Kong; Linggang Zhang; Litao Han; Jinyun Guo; Dezhi Zhang; Wenhao Fang
Journal:  Sensors (Basel)       Date:  2020-05-16       Impact factor: 3.576

2.  A new hybrid method to improve the ultra-short-term prediction of LOD.

Authors:  Sadegh Modiri; Santiago Belda; Mostafa Hoseini; Robert Heinkelmann; José M Ferrándiz; Harald Schuh
Journal:  J Geod       Date:  2020-02-05       Impact factor: 4.809

  2 in total

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