Statistical model;
Aquifer management;
Time series;
Data analysis;
SOUTHERN PO PLAIN;
SEA-LEVEL RISE;
SALTWATER INTRUSION;
ARIMA-MODEL;
EVOLUTION;
CLIMATE;
AQUIFER;
RAVENNA;
D O I:
10.1016/j.jhydrol.2015.07.045
中图分类号:
TU [建筑科学];
学科分类号:
0813 ;
摘要:
Salinization of shallow coastal aquifers is particularly critical for ecosystems and agricultural activities. Management of such aquifers is an open challenge, because predictive models, on which science-based decisions are to be made, often fail to capture the complexity of relevant natural and anthropogenic processes. Complicating matters further is the sparsity of hydrologic and geochemical data that are required to parameterize spatially distributed models of flow and transport. These limitations often undermine the veracity of modeling predictions and raise the question of their utility. As an alternative, we employ data-driven statistical approaches to investigate the underlying mechanisms of groundwater salinization in low coastal plains. A time-series analysis and auto-regressive moving average models allow us to establish dynamic relations between key hydrogeological variables of interest. The approach is applied to the data collected at the phreatic coastal aquifer of Ravenna, Italy. We show that, even in absence of long time series, this approach succeeds in capturing the behavior of this complex system, and provides the basis for making predictions and decisions. (C) 2015 Elsevier B.V. All rights reserved.
机构:
Univ Paris Saclay, CNRS, Cent Supelec, Lab Signaux & Syst, F-91190 Gif sur Yvette, FranceUniv Paris Saclay, CNRS, Cent Supelec, Lab Signaux & Syst, F-91190 Gif sur Yvette, France
Girard, Antoine
Fribourg, Laurent
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Univ Paris Saclay, CNRS, Lab Methodes Formelles, ENS Paris Saclay, F-91190 Gif sur Yvette, FranceUniv Paris Saclay, CNRS, Cent Supelec, Lab Signaux & Syst, F-91190 Gif sur Yvette, France
机构:
Commiss European Communities, Joint Res Ctr, Inst Environm & Sustainabil, I-21027 Ispra, VA, ItalyCommiss European Communities, Joint Res Ctr, Inst Environm & Sustainabil, I-21027 Ispra, VA, Italy
Sorichetta, Alessandro
Ballabio, Cristiano
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Commiss European Communities, Joint Res Ctr, Inst Environm & Sustainabil, I-21027 Ispra, VA, ItalyCommiss European Communities, Joint Res Ctr, Inst Environm & Sustainabil, I-21027 Ispra, VA, Italy
Ballabio, Cristiano
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机构:
Masetti, Marco
Robinson, Gilpin R., Jr.
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机构:
US Geol Survey, Natl Ctr 954, Reston, VA 20192 USACommiss European Communities, Joint Res Ctr, Inst Environm & Sustainabil, I-21027 Ispra, VA, Italy
Robinson, Gilpin R., Jr.
Sterlacchini, Simone
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机构:
CNR, IDPA, I-20126 Milan, ItalyCommiss European Communities, Joint Res Ctr, Inst Environm & Sustainabil, I-21027 Ispra, VA, Italy
机构:
Univ Nebraska, Biol Syst Engn Dept, Lincoln, NE 68588 USA
IHE Delft Inst Water Educ, Delft, NetherlandsUniv Nebraska, Biol Syst Engn Dept, Lincoln, NE 68588 USA
Amaranto, Alessandro
Munoz-Arriola, Francisco
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机构:
Univ Nebraska, Biol Syst Engn Dept, Lincoln, NE 68588 USAUniv Nebraska, Biol Syst Engn Dept, Lincoln, NE 68588 USA
Munoz-Arriola, Francisco
Corzo, Gerald
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机构:
IHE Delft Inst Water Educ, Delft, NetherlandsUniv Nebraska, Biol Syst Engn Dept, Lincoln, NE 68588 USA
Corzo, Gerald
Solomatine, Dimitri P.
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机构:
IHE Delft Inst Water Educ, Delft, Netherlands
Delft Univ Technol, Water Resources Sect, Delft, Netherlands
RAS, Water Problems Inst, Moscow, RussiaUniv Nebraska, Biol Syst Engn Dept, Lincoln, NE 68588 USA
Solomatine, Dimitri P.
Meyer, George
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机构:
Univ Nebraska, Biol Syst Engn Dept, Lincoln, NE 68588 USAUniv Nebraska, Biol Syst Engn Dept, Lincoln, NE 68588 USA