Abstract
Satellite gravity missions represent an important contemporary source of data for both hydrological and oceanic studies. The present study assesses the seasonal variability of Mediterranean Sea level using temporal observations from the Gravity Recovery and Climate Experiment (GRACE) mission. The GSM and GAD solutions from the German Research Centre for Geosciences (GFZ) were utilized together with equivalent water height of different basins to restore the signal over the eastern part of Mediterranean Sea and its surroundings. Twelve points were selected (i.e., 8 points on land and 4 points within the Mediterranean Sea) to extract time series of terrestrial water storage (TWS) over the Eastern Mediterranean. Significant regional TWS variability on land is correlated to continuous charging and discharging of water supply from river basins in the northern Mediterranean. On the other hand, less significant TWS variations were reported from the southern Mediterranean, where arid/hyper-arid desert conditions are prevailing. Findings obtained from points within the Mediterranean Sea indicated that the middle part of the Mediterranean Sea is affected by strong oceanic currents and the seawater mass variation has a larger annual and semiannual amplitude compared to that obtained over the coastal areas. These findings demonstrate that satellite gravity can be an essential tool for regional hydrological assessment under complex climatic settings.
Similar content being viewed by others
References
Abdelmalik KW, Abdelmohsen K (2019) GRACE and TRMM mission: the role of remote sensing techniques for monitoring spatio-temporal change in total water mass. Nile basin J African Earth Sci 160:103596. https://doi.org/10.1016/j.jafrearsci.2019.103596
Abdelmohsen K, Sultan M, Ahmed M, Save H, Elkaliouby B, Emil M, Yan E, Abotalib AZ, Krishnamurthy RV, Abdelmalik K (2019) Response of deep aquifers to climate variability. Sci Total Environ 677:530–544. https://doi.org/10.1016/j.scitotenv.2019.04.316
Abdelmohsen K, Sultan M, Save H, Abotalib AZ, Yan E (2020) What can the GRACE seasonal cycle tell us about lake-aquifer interactions?. Earth-Science Reviews, 103392
Abotalib AZ, Sultan M, Elkadiri R (2016) Groundwater processes in Saharan Africa: implications for landscape evolution in arid environments. Earth-Science Rev. https://doi.org/10.1016/j.earscirev.2016.03.004
Abotalib AZ, Heggy E, Scabbia G, Mazzoni A (2019) Groundwater dynamics in fossil fractured carbonate aquifers in Eastern Arabian Peninsula: a preliminary investigation. J Hydrol 571:460–470
Ahmed M, Abdelmohsen K (2018) Quantifying modern recharge and depletion rates of the Nubian Aquifer in Egypt. Surv Geophys 39:729–751. https://doi.org/10.1007/s10712-018-9465-3
Ahmed M, Sultan M, Wahr J, Yan E (2014) The use of GRACE data to monitor natural and anthropogenic induced variations in water availability across Africa. Earth-Science Rev 136:289–300. https://doi.org/10.1016/j.earscirev.2014.05.009
Ahmed M, Sultan M, Yan E, Wahr J (2016) Assessing and improving land surface model outputs over africa using GRACE, field, and remote sensing data. Surv Geophys 37:529–556. https://doi.org/10.1007/s10712-016-9360-8
Crowley JW, Mitrovica JX, Bailey RC, Tamisiea ME, Davis JL (2008) Annual variations in water storage and precipitation in the Amazon Basin. J Geod 82:9–13. https://doi.org/10.1007/s00190-007-0153-1
Feng W, Zhong M, Lemoine J-M, Biancale R, Hsu H-T, Xia J (2013) Evaluation of groundwater depletion in North China using the Gravity Recovery and Climate Experiment (GRACE) data and ground-based measurements. Water Resour Res 49:2110–2118. https://doi.org/10.1002/wrcr.20192
Fenoglio-Marc L, Rietbroek R, Grayek S, Becker M, Kusche J, Stanev E (2012) Water mass variation in the Mediterranean and Black Seas. J Geodyn 59–60:168–182. https://doi.org/10.1016/j.jog.2012.04.001
Ferreira VG, Gong Z, Andam-Akorful SA (2012) Monitoring mass changes in the Volta River basin using GRACE satellite gravity and TRMM precipitation. Bol Ciências Geodésicas 18:549–563. https://doi.org/10.1590/S1982-21702012000400003
Fusaro M, Heywood C, Omri MS (2010) Trade and cultural exchange in the early modern Mediterranean
Han D, Wahr J (1995) The viscoelastic relaxation of a realistically stratified earth, and a further analysis of postglacial rebound. Geophys J Int 120:287–311. https://doi.org/10.1111/j.1365-246X.1995.tb01819.x
Hegazy D, Abotalib AZ, El-Bastaweesy M, El-Said MA, Melegy A, Garamoon H (2020) Geo-environmental impacts of hydrogeological setting and anthropogenic activities on water quality in the Quaternary aquifer southeast of the Nile Delta, Egypt. J Afr Earth Sci 172:103947
Khalil MM, Tokunaga T, Heggy E, Abotalib AZ (2021). Groundwater mixing in shallow aquifers stressed by land cover/land use changes under hyper-arid conditions. Journal of Hydrology, 126245
Kusche J, Schmidt R, Petrovic S, Rietbroek R (2009) Decorrelated GRACE time-variable gravity solutions by GFZ, and their validation using a hydrological model. J Geod 83:903–913. https://doi.org/10.1007/s00190-009-0308-3
Li B, Rodell M, Kumar S, Beaudoing HK, Getirana A, Zaitchik BF, de Goncalves LG, Cossetin C, Bhanja S, Mukherjee A, Tian S, Tangdamrongsub N, Long D, Nanteza J, Lee J, Policelli F, Goni IB, Daira D, Bila M, de Lannoy G, Mocko D, Steele-Dunne SC, Save H, Bettadpur S (2019) Global GRACE data assimilation for groundwater and drought monitoring: advances and challenges. Water Resour Res 55:7564–7586. https://doi.org/10.1029/2018WR024618
Mohamed A, Sultan M, Ahmed M, Yan E, Ahmed E (2016) Aquifer recharge, depletion, and connectivity: inferences from GRACE, land surface models, and geochemical and geophysical data. Geol Soc Am Bull B31460.1. https://doi.org/10.1130/B31460.1
Othman A, Abotalib AZ (2019) Land subsidence triggered by groundwater withdrawal under hyper-arid conditions: case study from Central Saudi Arabia. Environmental Earth Sciences 78(7):243. https://doi.org/10.1007/s12665-019-8254-8
Othman A, Sultan M, Becker R, Alsefry S, Alharbi T, Gebremichael E, Alharbi H, Abdelmohsen K (2018) Use of geophysical and remote sensing data for assessment of aquifer depletion and related land deformation. Surv Geophys 39:543–566. https://doi.org/10.1007/s10712-017-9458-7
Rateb A, Abotalib AZ (2020) Inferencing the land subsidence in the Nile Delta using Sentinel-1 satellites and GPS between 2015 and 2019. Sci Total Environ 729:138868
Reager JT, Famiglietti JS (2009) UC Irvine Faculty Publications Title Global terrestrial water storage capacity and flood potential using GRACE Publication Date License Global terrestrial water storage capacity and flood potential using GRACE. https://doi.org/10.1029/2009GL040826
Rodell M, Famiglietti JS, Chen J, Seneviratne SI, Viterbo P, Holl S, Wilson CR (2004) Basin scale estimates of evapotranspiration using GRACE and other observations. Geophys Res Lett 31:L20504. https://doi.org/10.1029/2004GL020873
Rodell M, Velicogna I, Famiglietti JS (2009) Satellite-based estimates of groundwater depletion in India. Nature 460:999–1002. https://doi.org/10.1038/nature08238
Rodell M, Famiglietti JS, Wiese DN, Reager JT, Beaudoing HK, Landerer FW, Lo M-H (2018) Emerging trends in global freshwater availability. Nature. 557:651–659. https://doi.org/10.1038/s41586-018-0123-1
Sahour S, Vazifedan A, Karki Y, Gebremichael A, Elbayoumi (2020) Statistical applications to downscale GRACE-derived terrestrial water storage data and to fill temporal gaps. Remote Sens 12:533. https://doi.org/10.3390/rs12030533
Scanlon BR, Faunt CC, Longuevergne L, Reedy RC, Alley WM, McGuire VL, McMahon PB (2012) Groundwater depletion and sustainability of irrigation in the US High Plains and Central Valley. Proc Natl Acad Sci U S A 109:9320–9325. https://doi.org/10.1073/pnas.1200311109
Sultan M, Ahmed M, Sturchio N, Yan YE, Milewski A, Becker R, Wahr J, Becker D, Chouinard K (2013) Assessment of the vulnerabilities of the Nubian Sandstone Fossil Aquifer, North Africa. In: Pielke RA (ed) Climate vulnerability. Elsevier, Cambridge, Massachusetts, pp 311–333. https://doi.org/10.1016/B978-0-12-384703-4.00531-1
Sultan M, Ahmed M, Wahr J, Yan E, Emil MK (2014). Monitoring aquifer depletion from space: case studies from the Saharan and Arabian aquifers, Remote Sensing of the Terrestrial Water Cycle. https://doi.org/10.1002/9781118872086.ch21
Sultan M, Sturchio NC, Alsefry S, Emil MK, Ahmed M, Abdelmohsen K, AbuAbdullah MM, Yan E, Save H, Alharbi T, Othman A, Chouinard K (2019) Assessment of age, origin, and sustainability of fossil aquifers: a geochemical and remote sensing–based approach. J Hydrol 576:325–341. https://doi.org/10.1016/j.jhydrol.2019.06.017
Swenson S, Wahr J (2009) Monitoring the water balance of Lake Victoria, East Africa, from space. J Hydrol 730:163–176
Swenson S, Famiglietti J, Basara J, Wahr J (2008) Estimating profile soil moisture and groundwater variations using GRACE and Oklahoma Mesonet soil moisture data. Water Resour Res 44. https://doi.org/10.1029/2007WR006057
Syed TH, Famiglietti JS, Chen J, Rodell M, Seneviratne SI, Viterbo P, Wilson CR (2005) Total basin discharge for the Amazon and Mississippi River basins from GRACE and a land-atmosphere water balance. Geophys Res Lett 32:L24404. https://doi.org/10.1029/2005GL024851
Tapley BD, Bettadpur S, Ries JC, Thompson PF, Watkins MM (2004). GRACE measurements of mass variability in the earth system. Science (80-. ). 305, 503–505. https://doi.org/10.1126/science.1099192, 305, 503, 505
Tapley BD, Bettadpur S, Ries JC, Thompson PF, Watkins MM (2004a) GRACE measurements of mass variability in the Earth system. Science (80-. ). 305, 503–505. https://doi.org/10.1126/science.1099192
Tapley BD, Bettadpur S, Watkins M, Reigber C (2004b) The Gravity Recovery and Climate Experiment: mission overview and early results. Geophys Res Lett 31:L09607. https://doi.org/10.1029/2004GL019920
Tiwari VM, Wahr J, Swenson S (2009) Dwindling groundwater resources in northern India, from satellite gravity observations. Geophys Res Lett 36:L18401. https://doi.org/10.1029/2009GL039401
Voss KA, Famiglietti JS, Lo M, de Linage C, Rodell M, Swenson SC (2013) Groundwater depletion in the Middle East from GRACE with implications for transboundary water management in the Tigris-Euphrates-Western Iran region. Water Resour Res 49:904–914. https://doi.org/10.1002/wrcr.20078
Wahr J, Swenson S, Zlotnicki V, Velicogna I (2004) Time-variable gravity from GRACE: first results. Geophys Res Lett 31
Wang X, de Linage C, Famiglietti J, Zender CS (2011) Gravity Recovery and Climate Experiment (GRACE) detection of water storage changes in the Three Gorges Reservoir of China and comparison with in situ measurements. Water Resour Res 47. https://doi.org/10.1029/2011WR010534
Woolf DK, Shaw AG, Tsimplis MN (2003) The influence of the North Atlantic Oscillation on sea-level variability in the North Atlantic region. The Global Atmosphere and Ocean System 9(4):145–167
Wouters B, Bonin JA, Chambers DP, Riva REM, Sasgen I, Wahr J (2014). GRACE, time-varying gravity, Earth system dynamics and climate change. Reports Prog. Phys. 77. 10.1088/0034–4885/77/11/116801
Xavier L, Becker M, Cazenave A, Longuevergne L, Llovel W, Filho OCR (2010) Interannual variability in water storage over 2003–2008 in the Amazon Basin from GRACE space gravimetry, in situ river level and precipitation data. Remote Sens Environ 114:1629–1637. https://doi.org/10.1016/J.RSE.2010.02.005
Yousif M, Hussien HM, Abotalib AZ (2020) The respective roles of modern and paleo recharge to alluvium aquifers in continental rift basins: a case study from El Qaa plain, Sinai, Egypt. Sci Total Environ 739:139927
Acknowledgements
The present work has been conducted in cooperation with Physical and Satellite Geodesy Institute (PSGD), TU-Darmstadt, Germany. We thank the editor and reviewers for their instructive comments and suggestions, and our colleagues from Geodynamic Department, National Research Institute of Astronomy and Geophysics (NRIAG), Egypt.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no competing interests.
Additional information
Responsible Editor: Zakaria Hamimi
This article is part of the Topical Collection on Advances of Geophysical and Geological Prospection for Natural Resources in Egypt and the Middle East
Rights and permissions
About this article
Cite this article
AbouAly, N., Abdelmohsen, K., Becker, M. et al. Evaluation of annual and semiannual total mass variation over the Mediterranean Sea from satellite data. Arab J Geosci 14, 887 (2021). https://doi.org/10.1007/s12517-021-07190-4
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s12517-021-07190-4