Hot Spots and Persistence of Nitrate in Aquifers Across Scales

Nitrate-N (NO3 -- N) is one of the most pervasive contaminants in groundwater. Nitrate in groundwater exhibits long-term behavior due to complex interactions at multiple scales among various geophysical factors, such as sources of nitrate-N, characteristics of the vadose zone and aquifer attributes....

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Main Authors: Dipankar Dwivedi, Binayak P. Mohanty
Format: Article
Language:English
Published: MDPI AG 2016-01-01
Series:Entropy
Subjects:
Online Access:http://www.mdpi.com/1099-4300/18/1/25
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spelling doaj-9b585ce80f954de89ad6c6cd6861ef642020-11-24T22:28:11ZengMDPI AGEntropy1099-43002016-01-011812510.3390/e18010025e18010025Hot Spots and Persistence of Nitrate in Aquifers Across ScalesDipankar Dwivedi0Binayak P. Mohanty1Earth Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, USABiological and Agricultural Engineering Department, Texas A&M University, College Station, TX 77843, USANitrate-N (NO3 -- N) is one of the most pervasive contaminants in groundwater. Nitrate in groundwater exhibits long-term behavior due to complex interactions at multiple scales among various geophysical factors, such as sources of nitrate-N, characteristics of the vadose zone and aquifer attributes. To minimize contamination of nitrate-N in groundwater, it is important to estimate hot spots (>10 mg/L of NO3 -- N), trends and persistence of nitrate-N in groundwater. To analyze the trends and persistence of nitrate-N in groundwater at multiple spatio-temporal scales, we developed and used an entropy-based method along with the Hurst exponent in two different hydrogeologic settings: the Trinity and Ogallala Aquifers in Texas at fine (2 km × 2 km), intermediate (10 km × 10 km) and coarse (100 km × 100 km) scales. Results show that nitrate-N exhibits long-term persistence at the intermediate and coarse scales. In the Trinity Aquifer, overall mean nitrate-N has declined with a slight increase in normalized marginal entropy (NME) over each decade from 1940 to 2008; however, the number of hot spots has increased over time. In the Ogallala Aquifer, overall mean nitrate-N has increased with slight moderation in NME since 1940; however, the number of hot spots has significantly decreased for the same period at all scales.http://www.mdpi.com/1099-4300/18/1/25entropy analysisnitrate-N in groundwatertemporal variabilityspatial variabilitymulti-scale analysisHurst exponent
collection DOAJ
language English
format Article
sources DOAJ
author Dipankar Dwivedi
Binayak P. Mohanty
spellingShingle Dipankar Dwivedi
Binayak P. Mohanty
Hot Spots and Persistence of Nitrate in Aquifers Across Scales
Entropy
entropy analysis
nitrate-N in groundwater
temporal variability
spatial variability
multi-scale analysis
Hurst exponent
author_facet Dipankar Dwivedi
Binayak P. Mohanty
author_sort Dipankar Dwivedi
title Hot Spots and Persistence of Nitrate in Aquifers Across Scales
title_short Hot Spots and Persistence of Nitrate in Aquifers Across Scales
title_full Hot Spots and Persistence of Nitrate in Aquifers Across Scales
title_fullStr Hot Spots and Persistence of Nitrate in Aquifers Across Scales
title_full_unstemmed Hot Spots and Persistence of Nitrate in Aquifers Across Scales
title_sort hot spots and persistence of nitrate in aquifers across scales
publisher MDPI AG
series Entropy
issn 1099-4300
publishDate 2016-01-01
description Nitrate-N (NO3 -- N) is one of the most pervasive contaminants in groundwater. Nitrate in groundwater exhibits long-term behavior due to complex interactions at multiple scales among various geophysical factors, such as sources of nitrate-N, characteristics of the vadose zone and aquifer attributes. To minimize contamination of nitrate-N in groundwater, it is important to estimate hot spots (>10 mg/L of NO3 -- N), trends and persistence of nitrate-N in groundwater. To analyze the trends and persistence of nitrate-N in groundwater at multiple spatio-temporal scales, we developed and used an entropy-based method along with the Hurst exponent in two different hydrogeologic settings: the Trinity and Ogallala Aquifers in Texas at fine (2 km × 2 km), intermediate (10 km × 10 km) and coarse (100 km × 100 km) scales. Results show that nitrate-N exhibits long-term persistence at the intermediate and coarse scales. In the Trinity Aquifer, overall mean nitrate-N has declined with a slight increase in normalized marginal entropy (NME) over each decade from 1940 to 2008; however, the number of hot spots has increased over time. In the Ogallala Aquifer, overall mean nitrate-N has increased with slight moderation in NME since 1940; however, the number of hot spots has significantly decreased for the same period at all scales.
topic entropy analysis
nitrate-N in groundwater
temporal variability
spatial variability
multi-scale analysis
Hurst exponent
url http://www.mdpi.com/1099-4300/18/1/25
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AT binayakpmohanty hotspotsandpersistenceofnitrateinaquifersacrossscales
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