Skip to main content
Log in

The Use of Second-generation Wavelets to Combine a Gravimetric Quasigeoid Model with GPS-levelling Data

  • Original Article
  • Published:
Journal of Geodesy Aims and scope Submit manuscript

Abstract

The merging of a gravimetric quasigeoid model with GPS-levelling data using second-generation wavelets is considered so as to provide better transformation of GPS ellipsoidal heights to normal heights. Since GPS-levelling data are irregular in the space domain and the classical wavelet transform relies on Fourier theory, which is unable to deal with irregular data sets without prior gridding, the classical wavelet transform is not directly applicable to this problem. Instead, second-generation wavelets and their associated lifting scheme, which do not require regularly spaced data, are used to combine gravimetric quasigeoid models and GPS-levelling data over Norway and Australia, and the results are cross-validated. Cross-validation means that GPS-levelling points not used in the merging are used to assess the results, where one point is omitted from the merging and used to test the merged surface, which is repeated for all points in the dataset. The wavelet-based results are also compared to those from least squares collocation (LSC) merging. This comparison shows that the second-generation wavelet method can be used instead of LSC with similar results, but the assumption of stationarity for LSC is not required in the wavelet method. Specifically, it is not necessary to (somewhat arbitrarily) remove trends from the data before applying the wavelet method, as is the case for LSC. It is also shown that the wavelet method is better at decreasing the maximum and minimum differences between the merged geoid and the cross-validating GPS-levelling data.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Antoniadis A (1999) Wavelets in statistics: a review (with discussion). J Italian Stat Soc 6:97–144

    Article  Google Scholar 

  • Daubechies I (1992) Ten lectures on wavelets. SIAM, Philadelphia

    Google Scholar 

  • Delouille V, Jansen M, von Sachs R (2003) Second generation wavelet methods for denoising of irregularly spaced data in two dimensions. Rep DP0305, Institut de Statistique, Universite Catholique de Louvain, Belgium

    Google Scholar 

  • Duquenne H, Everaerts M, Lambot P (2005) Merging a gravimetric model of the geoid with GPS/levelling data: an example in Belgium. In: Jekeli C, Bastos L, Fernandes J (eds) Gravity, geoid and space missions. Springer, Berlin Heidelberg New York, pp 131–136

    Chapter  Google Scholar 

  • Ekman M (1989) Impacts of geodynamic phenomena on systems for height and gravity. Bull Géod 63:281–296

    Article  Google Scholar 

  • Featherstone WE (1998) Do we need a gravimetric geoid or a model of the base of the Australian Height Datum to transform GPS heights?. Aust Surv 43(4):273–280

    Google Scholar 

  • Featherstone WE (2000) Refinement of a gravimetric geoid using GPS and levelling data. J Surv Engg 126(2):27–56

    Article  Google Scholar 

  • Featherstone WE (2001) Absolute and relative testing of gravimetric geoid models using Global positioning system and orthometric height data. Comput Geosci 27(7):807–814 DOI:10.1016/S0098-3004(00)00169-2

    Article  Google Scholar 

  • Featherstone WE (2002) Prospects for the Australian Height Datum and geoid model. In: Ádám J, Schwarz K-P (eds) Vistas for geodesy in the new millennium. Springer, Berlin Heidelberg New York, pp 96–101

    Google Scholar 

  • Featherstone WE (2004) Evidence of a north–south trend between AUSGeoid98 and AHD in southwest Australia. Surv Rev 37(291):334–343

    Google Scholar 

  • Featherstone WA, Kuhn M (2006) Height systems and vertical datums: a review in the Australian context. J Spatial Sci (in press)

  • Featherstone WE, Sproule DM (2006) Fitting AUSGeoid98 to the Australian height datum using GPS data and least square collocation: application of a cross validation technique. Surv Rev (in press)

  • Featherstone WE, Kirby JF, Kearsley AHW, Gilliland JR, Johnston GM, Steed J, Forsberg R, Sideris MG (2001) The AUSGeoid98 geoid model of Australia: data treatment, computations and comparisons with GPS-levelling data. J Geod 74:239–248 DOI: 10.1007/s001900100177

    Google Scholar 

  • Fotopoulos G (2003) An analysis on the optimal combination of geoid, orthometric and ellipsoidal height data. PhD Thesis, University of Calgary, Alberta

    Google Scholar 

  • Fotopoulos G (2005) Calibration of geoid error models via a combined adjustment of ellipsoidal, orthometric and gravimetric geoid height data. J Geod 79(1–3):111–123 DOI: 10.1007/s00190-005-0449-y

    Article  Google Scholar 

  • Freeden W, Schneider F (1998) An integrated wavelet concept of physical geodesy. J Geod 72(5):259–281 DOI: 10.1007/s001900050166

    Article  Google Scholar 

  • Freeden W, Schreiner M (2005) Spaceborne gravitational field determination by means of locally supported wavelets. J Geod 79(8):431–446 DOI 10.1007/s00190-005-0482-x

    Article  Google Scholar 

  • Heiskanen W, Moritz H (1967) Physical geodesy. Freeman, San Francisco

    Google Scholar 

  • Hu XG, Liu LT, Hinderer J, Sun HP (2005) Wavelet filter analysis of local atmospheric pressure effects on gravity variations. J Geod 79(8):447–459 DOI: 10.1007/s00190-005-0486-6

    Article  Google Scholar 

  • Iliffe JC, Ziebart M, Cross PA, Forsberg R, Strykowski G, Tscherning CC (2003) OGSM02: a new model for converting GPS-derived heights to local height datums in great Britain and Ireland. Surv Rev 37(290):276–293

    Google Scholar 

  • Jansen M, Bultheel A (1999) Smoothing irregularly spaced signals using wavelets and cross validation. Report TW289, Department of Computerwetenschappen, Katholieke Universiteit Leuven, Belgium

    Google Scholar 

  • Jansen M, Oonincx P (2005) Second generation wavelets and applications. Springer, Berlin Heidelberg New York

    Google Scholar 

  • Jiang Z, Duquenne H (1996) On the combined adjustment of a gravimetrically determined geoid and GPS levelling stations. J Geod 70(8):505–514 DOI: 10.1007/s001900050039

    Google Scholar 

  • Kavzoglu T, Saka MH (2005) Modelling local GPS/levelling geoid undulations using artificial neural networks. J Geod 78(9):520–527 DOI: 10.1007/s00190-004-0420-3

    Article  Google Scholar 

  • Keller W (2000) A wavelet solution to non-stationary collocation. In: Schwarz K-P (eds) Geodesy beyond 2000. Springer, Berlin Heidelberg New York, pp 208–214

    Google Scholar 

  • Kotsakis J, Sideris MG (1999) On the adjustment of combined GPS/levelling/geoid networks. J Geod 73:412–421 DOI: 10.1007/s001900050261

    Article  Google Scholar 

  • Kuroishi Y, Keller W (2005) Wavelet approach to improvement of gravity field – geoid modeling for Japan. J Geophys Res 110:B03402 DOI: 10.1029/2004JB003371

    Article  Google Scholar 

  • Lio Q, Sideris MG (2003) Wavelet evaluation of the Stokes and Vening Meinesz integrals. J Geod 77(5–6):345–356 DOI: 10.1007/s00190-003-0333-6

    Article  Google Scholar 

  • Lysaker D (2003) An evaluation of the Norwegian height system NN1954, different gravity corrections and assumptions of the adjustment. MSc thesis, Norwegian University of Life and Science, Oslo

    Google Scholar 

  • Mallat SG (1999) A wavelet tour on signal processing. Academic, New York

    Google Scholar 

  • Marti U, Schlatter E, Brockmann E, Weget A (2002) The way to a consistent national height system for Switzerland. In: Adam J, Schwarz K-P (eds) Vistas for geodesy in the new millennium. Springer, Berlin Heidelberg New York, pp 90–95

    Google Scholar 

  • Moritz H (1980) Advanced physical geodesy. Wichmann, Karlsruhe

    Google Scholar 

  • Nahavandchi H, Soltanpour A (2004) An attempt to define a new height datum in Norway. The geodesy and hydrography days 2004, 4–5 November, Sandnes, Norway

  • Nahavandchi H, Soltanpour A (2005) Improved determination of heights using a conversion surface by combining gravimetric quasi/geoid and GPS-levelling height differences. Studia Geophysica et Geodaetica (in press)

  • Omang OCD, Solheim D, Forsberg R (2004) New geoid models in the northern North Atlantic based on adjusted gravity data and new geopotential models. Geophys Res Abstracts 6:05962 SRef-ID: 1607-7962/gra/EGU04-A-05962

    Google Scholar 

  • Roelse A, Granger HW, Graham JW (1971) The adjustment of the Australian levelling survey 1970–1971 Technical Report 12, Division of National Mapping, Canberra, 81 pp

  • dos Santos NP, Escobar IP (2004) Discrete evaluation of Stokes’s integral by means of Voronoi and Delaunay structures. J Geod 78(6):354–367 DOI: 10.1007/s00190-004-0402-5

    Article  Google Scholar 

  • Sideris MG (1993) Tests of a gravimetric geoid in GPS networks. Surv Land Inf Syst 53(2):94–102

    Google Scholar 

  • Sideris MG (1995) Fourier geoid determination with irregular data. J Geod 70(1):2–12

    Article  Google Scholar 

  • Sideris, MG, Mainville A, Forsberg R (1992) Geoid testing using GPS and levelling (or GPS testing using levelling and the geoid?). Aust J Geod Photogramm Surv 57:62–67

    Google Scholar 

  • Sweldens W (1996) Wavelets and the lifting scheme: a 5 minute tour. Zeitschrift für Angewandte Mathematik und Mechanik 76(2): 41–44

    Google Scholar 

  • Sweldens W (1997) The lifting scheme: a construction of second generation wavelets. SIAM J Math Anal 29(2):511–546 DOI: 10.1137/S0036141095289051

    Article  Google Scholar 

  • Zhou YH, Zheng DW, Liao XH (2001) Wavelet analysis of interannual LOD, AAM, and ENSO: 1997–98 El Nino and 1998–99 La Nina signals. J Geod 75(2–3):164–168 DOI: 10.1007/s001900100173

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to A. Soltanpour.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Soltanpour, A., Nahavandchi, H. & Featherstone, W.E. The Use of Second-generation Wavelets to Combine a Gravimetric Quasigeoid Model with GPS-levelling Data. J Geodesy 80, 82–93 (2006). https://doi.org/10.1007/s00190-006-0033-0

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00190-006-0033-0

Keywords

Navigation