Detrend effect on the scalograms of GPS power scintillation
Author(s)
Language
English
Obiettivo Specifico
3.9. Fisica della magnetosfera, ionosfera e meteorologia spaziale
Status
Published
JCR Journal
JCR Journal
Peer review journal
Yes
Journal
Issue/vol(year)
/ 143 (2009)
Publisher
Elsevier Ltd.
Pages (printed)
1740-1748
Date Issued
2009
Abstract
The study of amplitude scintillation on GPS radio links is usually done after detrending the time series of the transmitted power so to
define scintillations as the chaotic fluctuation around a unitary value. In a sense, the choice of how to detrend the time series is part of the
definition of scintillation.
Here we analyse how far the continuous wavelet analysis of the detrended signal is influenced by the choice of detrending. This study
is done using amplitude raw data from the GPS receivers held by INGV and the University of Bath in the Northern polar region, with a
sampling time of 0.02 s. Three detrending procedures are considered: a fifth degree polynomial detrending, a high-pass filter with detrending
period as twice the length of the time series considered, and a high-pass filter with detrending period determined via some statistical
criterion. We show that there exists a "threshold time scale" of about half minute under which the differences between the
scalograms from the signals detrended in the three ways are very small. This is not changed by applying the same detrending procedures
to the segment of length reduced to one-third.
Consequences in terms of scintillation definition and practical applications are given.
define scintillations as the chaotic fluctuation around a unitary value. In a sense, the choice of how to detrend the time series is part of the
definition of scintillation.
Here we analyse how far the continuous wavelet analysis of the detrended signal is influenced by the choice of detrending. This study
is done using amplitude raw data from the GPS receivers held by INGV and the University of Bath in the Northern polar region, with a
sampling time of 0.02 s. Three detrending procedures are considered: a fifth degree polynomial detrending, a high-pass filter with detrending
period as twice the length of the time series considered, and a high-pass filter with detrending period determined via some statistical
criterion. We show that there exists a "threshold time scale" of about half minute under which the differences between the
scalograms from the signals detrended in the three ways are very small. This is not changed by applying the same detrending procedures
to the segment of length reduced to one-third.
Consequences in terms of scintillation definition and practical applications are given.
References
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Am. Meteorol. Soc. 79 (1), 61–78 (Boston), 1998.
Van Dierendonk, A.J., Klobuchar, J., Hua, Q. Ionospheric scintillation
monitoring using commercial single frequency C/A code receivers,
paper presented at Institute of Navigation GPS-93, Inst. of Navig.,
Arlington, VA, September 1993.
Wernik, A.W. Wavelet transform of nonstationary ionospheric scintillation.
Acta Geophys. Polonica 45, 237–253, 1995.
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Wernik, A.W., Alfonsi, L., Materassi, M. Scintillation modelling using insitu
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fluctuations, arXiv:0712.4256v1 [astro-ph], 27 December 2007.
De Franceschi, G., Romano, V., Alfonsi, L., Perrone, L., Pezzopane, M.,
Zolesi, B. ISACCO (Ionospheric Scintillations Arctic Campaign
Coordinated Observations) project at Ny-A˚ lesund, Conference Proceedings
Atmospheric Remote Sensing using Satellite Navigation
Systems, Special symposium of the URSI Joint Working Group, FG,
Matera, CDROM, 2003.
De Franceschi, G., Alfonsi, L., Romano, V. ISACCO: an Italian project
to monitor the high latitudes ionosphere by means of GPS receivers,
GPS Solutions, doi:10.1007/s10291-006-0036-6, 2006.
Farge, M. Wavelet transforms and their application to turbulence. Annu.
Rev. Fluid Mech. 24, 395–457, 1992.
Mallat, S. A Wavelet Tour of Signal Processing. Academic Press, 1999.
Materassi M., Alfonsi, L., De Franceschi, G., Mitchell, C.N.,
Romano, V., Spalla, P., Wernik, A.W., Yordanova, E. Intermittency
and ionospheric scintillations in GPS data, in: Siddiqi,
A.H., Alsan, S., Rasulov, M., Og˘un, O., Aslan, Z. (Eds.),
Proceedings of the International Workshop on Applications of
Wavelets to Real World Problems (IWW2005), 17–18 July 2005,
Istanbul (Turkey). Istanbul Commerce University Publications,
Istanbul, CDROM, 2005.
Materassi, M., Mitchell, C.N. Wavelet analysis of GPS amplitude
scintillation: a case study. Radio Sci. 42 (1), RS1004, doi:10.1029/
2005RS003415, 2007.
Mitchell, C.N., Alfonsi, L., De Franceschi, G., Lester, M., Romano, V.,
Wernik, A.W. GPS TEC and scintillation measurements from the
polar ionosphere during the October 2003 storm. Geophys. Res. Lett.
32 (12), L12S03, 10.1029/2004GL021644, 2005.
Torrence, C., Compo, G.P. A practical guide to wavelet analysis. Bull.
Am. Meteorol. Soc. 79 (1), 61–78 (Boston), 1998.
Van Dierendonk, A.J., Klobuchar, J., Hua, Q. Ionospheric scintillation
monitoring using commercial single frequency C/A code receivers,
paper presented at Institute of Navigation GPS-93, Inst. of Navig.,
Arlington, VA, September 1993.
Wernik, A.W. Wavelet transform of nonstationary ionospheric scintillation.
Acta Geophys. Polonica 45, 237–253, 1995.
Wernik, A.W. Private communication, 2005.
Wernik, A.W., Alfonsi, L., Materassi, M. Scintillation modelling using insitu
data. Radio Sci. 42 (1), RS1002, 10.1029/2006RS003512, 2007.
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