Fractal scaling analysis of groundwater dynamics in confined aquifers

Groundwater closely interacts with surface water and even climate systems in most hydroclimatic settings. Fractal scaling analysis of groundwater dynamics is of significance in modeling hydrological processes by considering potential temporal long-range dependence and scaling crossovers in the g...

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Main Authors: T. Tu, A. Ercan, M. L. Kavvas
Format: Article
Language:English
Published: Copernicus Publications 2017-10-01
Series:Earth System Dynamics
Online Access:https://www.earth-syst-dynam.net/8/931/2017/esd-8-931-2017.pdf
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spelling doaj-6dd509cb3a26462390c2e0fb5f8952e42020-11-25T00:02:59ZengCopernicus PublicationsEarth System Dynamics2190-49792190-49872017-10-01893194910.5194/esd-8-931-2017Fractal scaling analysis of groundwater dynamics in confined aquifersT. Tu0A. Ercan1A. Ercan2M. L. Kavvas3M. L. Kavvas4J. Amorocho Hydraulics Laboratory, Dept. of Civil and Environmental Engineering, University of California, Davis, CA 95616, USAJ. Amorocho Hydraulics Laboratory, Dept. of Civil and Environmental Engineering, University of California, Davis, CA 95616, USAHydrologic Research Laboratory, Dept. of Civil and Environmental Engineering, University of California, Davis, CA 95616, USAJ. Amorocho Hydraulics Laboratory, Dept. of Civil and Environmental Engineering, University of California, Davis, CA 95616, USAHydrologic Research Laboratory, Dept. of Civil and Environmental Engineering, University of California, Davis, CA 95616, USAGroundwater closely interacts with surface water and even climate systems in most hydroclimatic settings. Fractal scaling analysis of groundwater dynamics is of significance in modeling hydrological processes by considering potential temporal long-range dependence and scaling crossovers in the groundwater level fluctuations. In this study, it is demonstrated that the groundwater level fluctuations in confined aquifer wells with long observations exhibit site-specific fractal scaling behavior. Detrended fluctuation analysis (DFA) was utilized to quantify the monofractality, and multifractal detrended fluctuation analysis (MF-DFA) and multiscale multifractal analysis (MMA) were employed to examine the multifractal behavior. The DFA results indicated that fractals exist in groundwater level time series, and it was shown that the estimated Hurst exponent is closely dependent on the length and specific time interval of the time series. The MF-DFA and MMA analyses showed that different levels of multifractality exist, which may be partially due to a broad probability density distribution with infinite moments. Furthermore, it is demonstrated that the underlying distribution of groundwater level fluctuations exhibits either non-Gaussian characteristics, which may be fitted by the Lévy stable distribution, or Gaussian characteristics depending on the site characteristics. However, fractional Brownian motion (fBm), which has been identified as an appropriate model to characterize groundwater level fluctuation, is Gaussian with finite moments. Therefore, fBm may be inadequate for the description of physical processes with infinite moments, such as the groundwater level fluctuations in this study. It is concluded that there is a need for generalized governing equations of groundwater flow processes that can model both the long-memory behavior and the Brownian finite-memory behavior.https://www.earth-syst-dynam.net/8/931/2017/esd-8-931-2017.pdf
collection DOAJ
language English
format Article
sources DOAJ
author T. Tu
A. Ercan
A. Ercan
M. L. Kavvas
M. L. Kavvas
spellingShingle T. Tu
A. Ercan
A. Ercan
M. L. Kavvas
M. L. Kavvas
Fractal scaling analysis of groundwater dynamics in confined aquifers
Earth System Dynamics
author_facet T. Tu
A. Ercan
A. Ercan
M. L. Kavvas
M. L. Kavvas
author_sort T. Tu
title Fractal scaling analysis of groundwater dynamics in confined aquifers
title_short Fractal scaling analysis of groundwater dynamics in confined aquifers
title_full Fractal scaling analysis of groundwater dynamics in confined aquifers
title_fullStr Fractal scaling analysis of groundwater dynamics in confined aquifers
title_full_unstemmed Fractal scaling analysis of groundwater dynamics in confined aquifers
title_sort fractal scaling analysis of groundwater dynamics in confined aquifers
publisher Copernicus Publications
series Earth System Dynamics
issn 2190-4979
2190-4987
publishDate 2017-10-01
description Groundwater closely interacts with surface water and even climate systems in most hydroclimatic settings. Fractal scaling analysis of groundwater dynamics is of significance in modeling hydrological processes by considering potential temporal long-range dependence and scaling crossovers in the groundwater level fluctuations. In this study, it is demonstrated that the groundwater level fluctuations in confined aquifer wells with long observations exhibit site-specific fractal scaling behavior. Detrended fluctuation analysis (DFA) was utilized to quantify the monofractality, and multifractal detrended fluctuation analysis (MF-DFA) and multiscale multifractal analysis (MMA) were employed to examine the multifractal behavior. The DFA results indicated that fractals exist in groundwater level time series, and it was shown that the estimated Hurst exponent is closely dependent on the length and specific time interval of the time series. The MF-DFA and MMA analyses showed that different levels of multifractality exist, which may be partially due to a broad probability density distribution with infinite moments. Furthermore, it is demonstrated that the underlying distribution of groundwater level fluctuations exhibits either non-Gaussian characteristics, which may be fitted by the Lévy stable distribution, or Gaussian characteristics depending on the site characteristics. However, fractional Brownian motion (fBm), which has been identified as an appropriate model to characterize groundwater level fluctuation, is Gaussian with finite moments. Therefore, fBm may be inadequate for the description of physical processes with infinite moments, such as the groundwater level fluctuations in this study. It is concluded that there is a need for generalized governing equations of groundwater flow processes that can model both the long-memory behavior and the Brownian finite-memory behavior.
url https://www.earth-syst-dynam.net/8/931/2017/esd-8-931-2017.pdf
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