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Spatiotemporal estimation of land subsidence and ground water level decline in West Thessaly basin, Greece

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Abstract

Groundwater overexploitation in the Western Thessaly basin resulted to the generation of ground deformations. In order to investigate the mechanism of this phenomenon and of its future occurrences, data regarding the temporal variation of ground deformations and water level were examined and analyzed. They were collected from satellite Persistent Scatterer Interferometry measurements and several water wells, respectively. Based on the above data, the spatiotemporal correlation and cross-correlation of deformations and water level were considered. The modeled cross-variogram indicates a spatiotemporal correlation between the two variables, as would be theoretically expected. This correlation permits the application of cokriging to the deformations with water level as an auxiliary variable. Numerical results are more accurate compared with kriging, as indicated by the decreased estimation errors. The above statistical-based model approach will be useful for spatial interpolation at local and basin scale, while, for temporal estimations, medium-term predictions can be made.

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References

  • Αndronopoulos V, Rozos D, Hatzinakos I (1991) Subsidence Phenomena in the Industrial Area of Thessaloniki–Greece. In: 4th International Symposium on Land Subsidence, IAHS, UNESCO, May 12–17, 1991, Houston, Texas, USA

  • Apostolidis E, Georgiou H (2007) Geotechnical research of the surface ground ruptures in Thessaly basin sites, recording and documentation. Institute of Geology and Mineral Exploration (IGME), unpublished report (in Greek)

  • Appiah SK, Mueller U, Cross J (2011) Spatio-temporal modelling of malaria incidence for evaluation of public health policy interventions in Ghana, West Africa. In: 19th International Congress on Modelling and Simulation, Perth, Australia

  • Armstrong M, Chetboun G, Hubert P (1993) Kriging the rainfall in Lesotho. In: Soares A (ed) Geostatistics Troia’92, vol 2. Kluwer, Dordrecht, pp 661–672

    Google Scholar 

  • Bogaert P, Christakos G (1997) Spatiotemporal analysis and processing of thermometric data over Belgium. J Geophys Res 102(D22):25831–25846

    Article  Google Scholar 

  • Bras RL, Rodrıgues-Iturbe I (1984) Random functions and hydrology. Addison-Wesley, Reading 559 p

    Google Scholar 

  • Chilès JP, Delfiner P (2012) Geostatistics: modeling spatial uncertainty, 2nd edn. Wiley, New York

    Book  Google Scholar 

  • Deutsch CV, Journel AG (1998) Geostatistical software library and user’s guide. Oxford University Press, Oxford

    Google Scholar 

  • Ferretti A, Prati C, Rocca F (2000) Nonlinear subsidence rate estimation using permanent scatterers in differential SAR interferometry. IEEE Trans Geosci Remote Sens 38:2202–2212

    Article  Google Scholar 

  • Ferretti A, Prati C, Rocca F (2001) Permanent scatterers in SAR interferometry. IEEE Trans Geosci Remote Sens 39(1):8–20

    Article  Google Scholar 

  • Galloway D, Burbey T (2011) Review: regional land subsidence accompanying groundwater extraction. Hydrogeol J 19:1459–1486

    Article  Google Scholar 

  • Galloway D, Ingebritsen SE, Riley FS, Ikehara ME, Carpenter MC (1999) Land subsidence in the United States. In: Galloway D, Jones DR, Ingebritsen SE (eds) Land subsidence in the United States: U.S. Geological Survey Circular, vol 1182. U.S. Geological Survey, Reston, Virginia, pp 141–158

  • Goovaerts P (1997) Geostatistics for natural resources evaluation. Oxford University Press, Oxford

    Google Scholar 

  • Goovaerts P, Sonnet P (1993) Study of spatial and temporal variations of hydrogeochemical variables using factorial kriging analysis. In: Soares A (ed) Geostatistics Tróia’92, vol 2. Kluwer, Dordrecht, pp 745–756

    Chapter  Google Scholar 

  • Handcock MS, Wallis JR (1994) An approach to statistical spatial-temporal modeling of meteorological fields (with discussion). J Am Stat Assoc 89(426):368–390

    Article  Google Scholar 

  • Haslett J, Raftery AE (1989) Space–time modeling with long-memory dependence: assessing Ireland’s wind power resource (with discussion). Appl Stat 38(1):1–50

    Article  Google Scholar 

  • Heuvelink GBM, Musters P, Pebesma EJ (1997) Spatio-temporal kriging of soil water content. In: Baaffi E, Schofield N (eds) Geostatistics Wollongong’96, vol 2. Kluwer, Dordrecht, pp 1020–1030

    Chapter  Google Scholar 

  • IGME (1969) Geological map of Greece, Farsala Sheet (scale 1:50.000). IGME Publications, Athens

    Google Scholar 

  • Journel AG, Huijbregts ChJ (1978) Mining geostatistics. Academic Press, London, p 600

    Google Scholar 

  • Kallergis G (1971) Ground subsidences during the drawdown of artesian aquifers due to their limited elasticity (in Greek), Technika Chronika magazine, Athens, pp 599–602

  • Kallergis G (1973) Hydrogeological study in sub-basin of Kalampaka (Western Thessaly). Institute of Geology and Mineral Exploration (IGME), unpublished report, vol 14, Νο 1, Athens (in Greek)

  • Kyriakidis PC, Journel AG (1999) Geostatistical space–time methods: a review. Math Geol 31:651–684

    Article  Google Scholar 

  • Maliva R, Missimer T (2012) Arid lands water evaluation and management. Springer, Berlin

    Book  Google Scholar 

  • Marinos P, Thanos M, Perleros V, Kavadas M (1995) Water dynamic of Thessaly basin and the consequences from its overexploitation. In: Proceedings of the 3rd Hydrogeological Congress (in Greek), Heraklion Crete

  • Marinos P, Perleros V, Kavadas M (1997) Deposited and karsic aquifers of Thessaly plain. New data for the status of their overexploitation. In: Proceedings of the 4th Hydrogeological Congress (in Greek), Athens

  • Mariolakos H, Lekkas S, Papadopoulos T, Alexopoulos A, Spyridonos E, Mandekas Ι, Andreadakis E (2001) Underground tectonic structure in Farsala plain (Thessaly) as a determinative factor of the formation of the hydrogeological conditions of the area. In: Proceedings of the 9th Congress of Greek Geological Society (in Greek)

  • Matheron G (1962) Traite de geostatistique appliquee, Tome I: Memoires du Bureau de Recherches Geologiques et Minieres. Editions Technip, Paris

    Google Scholar 

  • Papritz A, Fluhler H (1994) Temporal change of spatially autocorrelated soil properties: optimal estimation by cokriging. Geoderma 62:29–43

    Article  Google Scholar 

  • Rouhani S, Wackernagel H (1990) Multivariate geostatistical approach to space–time data analysis. Water Resour Res 26(4):585–591

    Article  Google Scholar 

  • Rozos D, Tzitziras A (2002) Report of the Engineering geological examination of ground water in Farsala area. Institute of Geology and Mineral Exploration (IGME), unpublished report (in Greek)

  • Rozos D, Sideri D, Loupasakis C, Aposolidis E (2010) Land subsidence due to excessive ground water withdrawal. A Case Study from Stavros—Farsala Site, West Thessaly Greece. In: Proceedings of the 12th International Congress, Patras, Greece

  • Seguret S, Huchon P (1990) Trigonometric kriging: a new method for removing the diurnal variation from geomagnetic data. J Geophys Res 95(B13):21383–21397

    Article  Google Scholar 

  • Sogreah SA (1974) Groundwater development project of the plain of Thessaly. Republic of Greece, Ministry of Agriculture, Directorate General of Agricultural Development and Research Land Reclamation Service, Athens

  • Soulios G (1980) Subsidence of recent deposits due to pumping of underneath aquifers. An example from Greek territory. Technika Chronika Magazine, Athens

    Google Scholar 

  • Soulios G (1997) Subsidence de terrains alluviaux dans le sud-est de la plaine de Thessalie, Grèce. In: Proceedings International Symposium on Engineering Geology and the Environment. Balkema, Rotterdam

Download references

Acknowledgments

The Terrafirma Extension project (http://www.terrafirma.eu.com/index.htm) has funded the SAR imagery processing. The project is one of the many services supported by the Global Monitoring for Environment and Security (GMES) Service Element Programme, promoted and financed by ESA. The project is aimed at providing civil protection agencies, local authorities, and disaster management organisms with support in the process of risk assessment and mitigation by using the PSI. The authors gratefully acknowledge the German Aerospace Centre (DLR) for having processed the SAR data. The authors also acknowledge the Institute of Geology and Mineral Exploration of Greece (IGME) and the Thessaly Prefecture for the supply of all necessary borehole data for the analysis. Finally, the authors thank the two anonymous reviewers who made critical reviews and detailed comments and gave the opportunity to substantially improve the original manuscript.

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Modis, K., Sideri, D. Spatiotemporal estimation of land subsidence and ground water level decline in West Thessaly basin, Greece. Nat Hazards 76, 939–954 (2015). https://doi.org/10.1007/s11069-014-1528-2

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