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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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 |
work_keys_str_mv |
AT dipankardwivedi hotspotsandpersistenceofnitrateinaquifersacrossscales AT binayakpmohanty hotspotsandpersistenceofnitrateinaquifersacrossscales |
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1725747411789283328 |