Title :
Predicting the Polish timescale UTC(PL) based on the corrections designated by the UTC and UTCr scale
Author :
Sobolewski, Lukasz
Author_Institution :
Inst. of Electr. Metrol., Univ. of Zielona Gora, Zielona Góra, Poland
Abstract :
The article presents the results of research on the prediction of the Polish timescale UTC(PL) based on the corrections designated according to UTC and UTCr scale. In both cases for prediction the GMDH neural networks and time series analysis method were used. For predicting the UTC(PL) the influence of the input data preparation method for the GMDH neural network was examined. The obtained results were compared with the predictions designated using linear regression method. Better results of predicting the UTC(PL) were obtained using GMDH neural network. The most preferred results have been obtained for the input data containing only the corrections designated by the UTCr scale.
Keywords :
atomic clocks; neural nets; regression analysis; time series; GMDH neural networks; Polish timescale prediction; UTC scale; UTC(PL) prediction; UTCr scale; linear regression method; time series analysis method; Biological neural networks; Linear regression; Market research; Time series analysis; Training; Training data; GMDH neural networks; Polish timescale UTC(PL); Rapid UTC; atomic clock;
Conference_Titel :
European Frequency and Time Forum & International Frequency Control Symposium (EFTF/IFC), 2013 Joint
Conference_Location :
Prague
DOI :
10.1109/EFTF-IFC.2013.6702099