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Cross-Calibration of Two Independent Groundwater Balance Models and Evaluation of Unknown Terms: The Case of the Shallow Aquifer of “Tavoliere di Puglia” (South Italy)

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Abstract

Groundwater represents an essential water resource for human purposes, mainly in those areas characterised by a scarcity of surface water and dry climate. Consequently, tools for assessing the groundwater balance are fundamental for its suitable management. The conventional groundwater balance equation, which considers all the natural and human-induced terms of the balance, such as rainfall, withdrawals, irrigation, etc., sometimes lacks of some important terms. One of the terms of the balance that is most difficult assess is the volume of water exchanged with other neighbouring water bodies (subsurface inflow/outflow). In this case, the estimation must be considered as a poor approximation. In this paper, a novel methodology is proposed that is capable of significantly increasing the accuracy of the groundwater balance when subsurface inflows and outflows are unknown. The improvement is accomplished by comparing two corresponding time series of annual groundwater balances assessed by means of different balance models. The first time series is evaluated by means of the conventional balance equation and the second one by directly estimating the groundwater volumes by means of geostatistical methods. Both these models are supposed to lack specific, even though different, information. Their comparison through simple statistical tools allows them to be calibrated and to recover missing average information. A study case is presented considering the inflow/outflow term and the specific yield as missing information for the conventional and the geostatistical approaches, respectively. The study area is the shallow porous aquifer of the Tavoliere di Puglia (South Italy).

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References

  • Barca E, Passarella G, Lo Presti R, Masciale R, Vurro M (2006a) HarmoniRiB River Basin data documentation. Chapter 7 – Candelaro River Basin. HarmoniRiB Project Deliv D6(3):1–47, http://harmonirib.geus.info/xpdf/d6-3_chapter7_final.pdf. Accessed 23 September 2016

    Google Scholar 

  • Barca E, Passarella G, Lo Presti R, Masciale R, Vurro M (2006b) Candelaro River Basin, Italy – a HarmoniRiB case study. HarmoniRiB Project Deliv D7(6):1–54, http://harmonirib.geus.info/xpdf/d7-6_candelaro_final.pdf. Accessed 23 September 2016

    Google Scholar 

  • Barca E, Calzolari MC, Passarella G, Ungaro F (2013) Predicting shallow water table depth at regional scale: optimizing monitoring network in space and time. Water Resour Manag 27:5171–5190. doi:10.1007/s11269-013-0461-6

    Google Scholar 

  • Bear J (1979) Hydraulics of groundwater. McGraw-Hill, New York

    Google Scholar 

  • Bear J, Cheng AHD (2010) Modeling groundwater flow and contaminant transport (vol. 23). Springer Science & Business Media, Springer, Netherlands

    Book  Google Scholar 

  • Caputo M, Passarella G, Vurro M, Giuliano G (1998) Managing the effects of agricultural practices on groundwater quality. Water and the environment: Innovation issues in irrigation and drainage, 111, ISBN: 0-419-23710-0

  • Carrillo-Rivera J (2000) Application of the groundwater-balance equation to indicate interbasin and vertical flow in two semi-arid drainage basins, Mexico. Hydrogeol J 8:503–520. doi:10.1007/s100400000093

    Article  Google Scholar 

  • Castrignanò A, Giugliarini L, Risaliti R, Martinelli N (2000) Study of spatial relationships among some soil physico-chemical properties of a field in central Italy using multivariate geostatistics. Geoderma 97:39–60. doi:10.1016/S0016-7061(00)00025-2

    Article  Google Scholar 

  • Ciaranfi N, Loiacono F, Moretti M (2011) Note illustrative della Carta Geologica d’Italia alla scala 1:50.000, Foglio 408 ‘Foggia’. ISPRA, Roma, p 69

    Google Scholar 

  • Cotecchia V (1956) Gli aspetti idrogeologici del Tavoliere delle Puglie. L’Acqua 11–12:168–180

    Google Scholar 

  • Gallicchio S, Pieri P, Festa E, Moretti M, Tropeano M (2002) Caratteri geologici del Foglio 407 San Bartolomeo in Galdo. Cartografia Geologica, Bologna, pp 136–139

    Google Scholar 

  • Gallicchio S, Moretti M, Spalluto L, Angelini S (2014) Geology of the middle and upper Pleistocene marine and continental terraces of the northern Tavoliere di Puglia plain (Apulia, southern Italy). J Maps 10:569–575. doi:10.1080/17445647.2014.895436

    Article  Google Scholar 

  • Guyennon N, Romano E, Portoghese I (2016) Long-term climate sensitivity of an integrated water supply system: the role of irrigation. Sci Total Environ 565:68–81. doi:10.1016/j.scitotenv.2016.04.157

    Article  Google Scholar 

  • Hunt RJ, Krabbenhoft DP, Anderson MP (1996) Groundwater inflow measurements in wetland systems. Water Resour Res 32:495–507. doi:10.1029/95WR03724

    Article  Google Scholar 

  • Jukić D, Denić-Jukić V (2009) Groundwater balance estimation in karst by using a conceptual rainfall–runoff model. J Hydrol 373:302–315. doi:10.1016/j.jhydrol.2009.04.035

    Article  Google Scholar 

  • Kehew AE, Straw WT, Steinman WK, Bárrese PG, Passarella G, Peng WS (1996) Ground‐water quality and flow in a shallow glaciofluvial aquifer impacted by agricultural contamination. Ground Water 34:491–500. doi:10.1111/j.1745-6584.1996.tb02030.x

    Article  Google Scholar 

  • Li H, Calder CA, Cressie N (2007) Beyond Moran’s I: testing for spatial dependence based on the spatial autoregressive model. Geogr Anal 39:357–375. doi:10.1111/j.1538-4632.2007.00708.x

    Article  Google Scholar 

  • Lo Presti R, Barca E, Passarella G (2010) A methodology for treating missing data applied to daily rainfall data in the Candelaro River Basin (Italy). Environ Monit Assess 160:1–22. doi:10.1007/s10661-008-0653-3

    Article  Google Scholar 

  • Lubczynski MW (2000) Groundwater evapotranspiration, underestimated component of the groundwater balance in a semi-arid environment, Serowe case, Botswana. Groundwater: past achievements and future challenges. Balkema, Rotterdam, pp 199–204

    Google Scholar 

  • Maggiore M, Nuovo G, Pagliarulo P (1996) Caratteristiche idrogeologiche e principali differenze idrochimiche delle falde sotterranee del Tavoliere di Puglia. Mem Soc Geol It 51:669–684

    Google Scholar 

  • Manghi F, Mortazavi B, Crother C, Hamdi MR (2009) Estimating regional groundwater recharge using a hydrological budget method. Water Resour Manag 23:2475–2489. doi:10.1007/s11269-008-9391-0

    Article  Google Scholar 

  • Masciale R, Maggiore M, Passarella G, Vurro M (2005) A preliminary assessment of the groundwater environmental state in the shallow aquifer of the Tavoliere di Puglia (Southern Italy). In: Proceeding of 3rd Symposium “Quality and Management of Water Resources”. June 16-18, 2005, St. Petersburg, Russia1, 146–156

  • Masciale R, Barca E, Passarella G (2011) A methodology for rapid assessment of the environmental status of the shallow aquifer of “Tavoliere di Puglia” (Southern Italy). Environ Monit Assess 177:245–261. doi:10.1007/s10661-010-1631-0

    Article  Google Scholar 

  • Masciopinto C, Passarella G, Vurro M, Castellano L (1994) Numerical simulations for the evaluation of the free surface history in porous media. comparison between two different approaches. Adv Eng Softw 21:149–157. doi:10.1016/0965-9978(94)90017-5

    Article  Google Scholar 

  • Matheron G (1970) The theory of regionalised variables and its application. In Les Cahiers du Centre de Morphol. Mathemat. de Fointainebleau pp 211. Paris: Ecole des Mines

  • Moran PA (1950) Notes on continuous stochastic phenomena. Biometrika, 17–23. doi: 10.2307/2332142

  • Moretti M, Gallicchio S, Spalluto L (2010) Evoluzione geologica del settore settentrionale del Tavoliere di Puglia (Italia meridionale) nel Pleistocene medio e superiore. Il Quater 23:181–198

    Google Scholar 

  • Moretti M, Pieri P, Ricchetti G, Spalluto L (2011) Note Illustrative della Carta Geologica d’Italia alla scala 1: 50.000, Foglio 396 ‘San Severo’. ISPRA, Roma, p 145

    Google Scholar 

  • Neter J, Kutner MH, Nachtsheim CJ, Wasserman W (1996) Applied linear regression models. Irwin, Chicago

    Google Scholar 

  • Passarella G, Vurro M (1995) A mathematical model as a tool in supporting groundwater management: the Lucca aquifer, central Italy. In: Ervine A., Grass AJ, Leschziner MA, Gardiner J (ed) HYDRA 2000 XXVI th IAHR Congress: Hydraulics Research and its application next century, vol.4. Thomas Telford Ltd, pp 130–136. ISBN: 9780727720610

  • Passarella G, Vurro M, D’agostino V, Barcelona MJ (2003) Cokriging optimization of monitoring network configuration based on fuzzy and non-fuzzy variogram evaluation. Environ Monit Assess 82:1–21. doi:10.1023/A:1021662705554

    Article  Google Scholar 

  • Pieri P, Sabato L, Tropeano M (1996) Significato geodinamico dei caratteri deposizionali e strutturali della Fossa Bradanica nel Pleistocene. Mem Soc Geol It 51:501–515

    Google Scholar 

  • Pieri P, Gallicchio S, Moretti M (2011) Note Illustrative della Carta Geologica d’Italia alla scala 1:50.000, Foglio 407 ‘San Bartolomeo in Galdo’. ISPRA, Roma, p 103

    Google Scholar 

  • Thomas T, Jaiswal RK, Galkate R, Singh S (2009) Development of a rainfall-recharge relationship for a fractured basaltic aquifer in Central India. Water Resour Manag 23:3101–3119. doi:10.1007/s11269-009-9425-2

    Article  Google Scholar 

Download references

Acknowledgments

The authors would like to express their very great thankfulness to Prof. Marcello Benedini for his valuable suggestions during the development of this work. His willingness to give his time so generously was very much appreciated.

Piezometric data used in the present work were collected within the project “TIZIANO” for the qualitative and quantitative monitoring of regional groundwater bodies. Thanks are due to the Water Protection Department of the Regione Puglia, who kindly granted permission to publish the data.

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Correspondence to Giuseppe Passarella.

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Passarella, G., Barca, E., Sollitto, D. et al. Cross-Calibration of Two Independent Groundwater Balance Models and Evaluation of Unknown Terms: The Case of the Shallow Aquifer of “Tavoliere di Puglia” (South Italy). Water Resour Manage 31, 327–340 (2017). https://doi.org/10.1007/s11269-016-1527-z

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  • DOI: https://doi.org/10.1007/s11269-016-1527-z

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