research on prediction of earth orientation parametersthe earth orientation parameters prediction...

18
Research on prediction of Earth orientation parameters Xueqing Xu Yonghong Zhou Leonid . Zotov 28 August 2012 Beijing China

Upload: others

Post on 24-Oct-2020

5 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination

Research on prediction of Earth

orientation parameters

Xueqing Xu Yonghong Zhou Leonid . Zotov

28 August 2012

Beijing China

Page 2: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination

Introduction of EOP prediction

Our work about EOP prediction

Participation of EOPC PPP

Page 3: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination

Earth orientation parameters (EOP) mainly contains UT1-UTC,

LOD (Length of day), PMX and PMY (Polar motion

component ).

Earth orientation parameters (EOP) is essential for

transformation between the celestial and terrestrial coordinate

systems.

Page 4: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination

The Earth Orientation Parameters Prediction Comparison

Campaign, abbreviated as EOP PCC.

Attracted 11 participants, and collected almost 6500

submissions .

Estimating the accuracy of the EOP predictions and provoke

the improvement.

Page 5: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination

Fig 1. short term prediction accuracy(MAE)of PMX and PMY

(Kalarus et al., 2010)

Page 6: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination

Fig 2. short term prediction accuracy(MAE)of UT1-UTC and

△LOD(Kalarus et al., 2010)

Page 7: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination

Result shows that no single forecasting method works as good

for all the parameters and all the time spans

(Kalarus et al., 2010;XQ. Xu et al., 2010).

Get a joint solutions of variety forecasting methods to improve

the accuracy and stability of EOP prediction .

Page 8: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination

AR+Kalman method

we employ for the first time a combination of AR model and

Kalman filter (AR+Kalman) in short-term EOP prediction.

The combination of AR model and Kalman filter shows a

significant improvement in short-term EOP prediction.

Page 9: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination

0 10 20 30 40 500

5

10

15

20

days

MAE[mas]:PMX

0 10 20 30 40 500

5

10

15

20

days

MAE[mas]:PMY

0 10 20 30 40 500

5

10

days

MAE[ms]:UT1-UTC

0 10 20 30 40 500

0.1

0.2

0.3

0.4

days

MAE[ms]:LOD

Fig 3. MAE for different prediction intervals for x and y components of polar motion (PMX,

PMY),UT1-UTC, LOD from this study and the EOP prediction comparison campaign (EOP PCC)

(Kalarus et al., 2010). Blue curve and dots: this study using AR model; Red curve and dots: this

study using AR +Kalman model; others(EOP PCC)(XQ .Xu., et al., 2011; Kalarus et al., 2010).

Page 10: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination

Combined Prediction

Least Squares

(1)

Auto Regression model

,

(2) Least Squares Collocation

, (3) Artificial Neural Network

(4)

Page 11: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination

Error statistics and weight

Mean error: (5)

Mean square error: (6)

Weight: (7)

1

1( )

1

ni i

i j j

j

ME p on

2 2( )

( ) ( )l i

i i

kw t

ME t MSE t

( ) 1l ilw t

2

1

1( )

1

ni i

i j j

j

MSE p on

Page 12: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination

Fig 4. Statistics for MJD 55659-55900 (XQ .Xu., et al., 2012)

Page 13: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination

Fig 5. EOP 90 days prediction of different method and

combined solution (XQ .Xu., et al., 2012)

Page 14: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination

EOPC PPP

Earth Orientation Parameter Combination of Prediction Pilot

Project,abbreviated as EOPC PPP, China participate in the

activities for the first time .

Page 15: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination
Page 16: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination
Page 17: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination

AR+Kalman is an effective method for EOP Prediction.

Combined prediction can improve EOP forecasting

accuracy significantly.

High precision EOP prediction needs more cooperation.

Page 18: Research on prediction of Earth orientation parametersThe Earth Orientation Parameters Prediction Comparison Campaign, abbreviated as EOP PCC. ... Earth Orientation Parameter Combination

Thanks for your attention!