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Oh H, Park HY, Kim JI, Lee BJ, Choi JH, Hur J. Enhancing machine learning models for total organic carbon prediction by integrating geospatial parameters in river watersheds. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 943:173743. [PMID: 38848906 DOI: 10.1016/j.scitotenv.2024.173743] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Revised: 06/01/2024] [Accepted: 06/01/2024] [Indexed: 06/09/2024]
Abstract
This study utilizes machine learning (ML) algorithms to develop a robust total organic carbon (TOC) prediction model for river waters in the Geumho River sub-basins, South Korea, considering both non-rain and rain events. The model incorporates geospatial parameters such as land use, slope, flow rate, and basic water quality metrics including biochemical oxygen demand (BOD), chemical oxygen demand (COD), total nitrogen (TN), total phosphorus (TP), and suspended solids (SS). A key aspect of this research is examining how land use information enhances the model's predictive accuracy. We compared two ML algorithms-extreme gradient boosting (XGBoost) and deep neural networks (DNN)-with a traditional multiple linear regression (MLR) approach. XGBoost outperformed the others, achieving an R2 value between 0.61 and 0.68 in the test dataset and demonstrating significant improvement during rain events with an R2 of 0.77 when including land use data. In contrast, this enhancement was not observed with the MLR model. Feature importance analysis using Shapley values highlighted COD as the primary predictor for non-rain events, while during rain events, COD, TP, TN, SS and agricultural land collectively influenced TOC levels. This study significantly advances understanding of TOC variability across different land use scenarios in river systems and underscores the importance of integrating geospatial and water quality parameters to enhance TOC prediction, particularly during rain events. This methodology provides a valuable framework for developing river management strategies and monitoring long-term TOC trends, especially in scenarios with gaps in essential monitoring data.
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Affiliation(s)
- Haeseong Oh
- Department of Environment and Energy, Sejong University, 209 Neungdong-ro, Gwangjin-gu, Seoul 05006, South Korea
| | - Ho-Yeon Park
- Department of Environment and Energy, Sejong University, 209 Neungdong-ro, Gwangjin-gu, Seoul 05006, South Korea
| | - Jae In Kim
- Department of Environmental and Safety Engineering, Kyungpook National University, 2559 Gyeongsang-daero, Sangju, Byeongbuk 37224, South Korea
| | - Byung Joon Lee
- Department of Environmental and Safety Engineering, Kyungpook National University, 2559 Gyeongsang-daero, Sangju, Byeongbuk 37224, South Korea
| | - Jung Hyun Choi
- Department of Environmental Science and Engineering, Ewha Womans University, 52, Ewhayeodae-Gil, Seodaemun-Gu, Seoul 03760, South Korea
| | - Jin Hur
- Department of Environment and Energy, Sejong University, 209 Neungdong-ro, Gwangjin-gu, Seoul 05006, South Korea.
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Al-Amin A, Ryan RJ, McKenzie ER. Effects of dissolved organic carbon on potentially toxic element desorption in stormwater bioretention systems. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 912:168651. [PMID: 38008319 DOI: 10.1016/j.scitotenv.2023.168651] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Revised: 10/17/2023] [Accepted: 11/15/2023] [Indexed: 11/28/2023]
Abstract
Stormwater runoff contains dissolved organic carbon (DOC) and potentially toxic elements (PTEs). Interactions between DOC and PTEs can impact PTE speciation and mobility, but are not fully understood. Soil samples were collected from a vegetated bioretention bed to investigate the effects of DOC (0, 15, and 50 mg-C/L) on the desorption of 10 PTEs captured by the soil media: Mn, Fe, Co, Cu, Zn, As, Cd, Sn, Sb, and Pb. In the absence of DOC, the desorbed PTE concentration from bioretention media into the aqueous phase ranking was as follows: Fe > Mn ∼ Zn > Cu > Pb > Sb > As > Co > Sn ∼ Cd. Increased DOC concentrations resulted in a reduction of the soil-water distribution coefficient (Kd) values. The greatest shift in Kd was observed for Cu and lowest for Sb. The PTE sorption capacities were lower for surficial soil samples (lower Kd) compared to the deep soil samples. Overall, the desorbed PTE (average midchannel 55.7 μg/g) fraction accounted for <1.1 % of the total extracted PTEs (5364 μg/g), and while this is a small percentage of the total, this is the fraction that is mobile. The extracted PTE fractions revealed that DOC reduced the organic matter-bound and carbonate-bound fractions. The PTE desorption trends suggest that reducing DOC in stormwater runoff could be an effective measure to mitigate the release of PTEs into the environment.
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Affiliation(s)
- Abdullah Al-Amin
- Temple University, Department of Civil and Environmental Engineering, 1947 North 12 Street, Philadelphia, PA 19122, United States
| | - Robert J Ryan
- Temple University, Department of Civil and Environmental Engineering, 1947 North 12 Street, Philadelphia, PA 19122, United States
| | - Erica R McKenzie
- Temple University, Department of Civil and Environmental Engineering, 1947 North 12 Street, Philadelphia, PA 19122, United States.
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Kostensalo J, Lemola R, Salo T, Ukonmaanaho L, Turtola E, Saarinen M. A site-specific prediction model for nitrogen leaching in conventional and organic farming. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024; 349:119388. [PMID: 37890294 DOI: 10.1016/j.jenvman.2023.119388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Revised: 09/09/2023] [Accepted: 10/12/2023] [Indexed: 10/29/2023]
Abstract
Food production has a profound eutrophication impact on waterbodies via nutrient leaching. To provide reliable life cycle assessments of the eutrophication potential of agricultural products, accurate nitrogen leaching models are needed. Although many dynamic nitrogen leaching models are in use, their suitability for farm-level assessments remains limited when their requirements for site specific data or numerous parameters are not met. In Finland, less data intensive leaching models for life cycle assessments have been developed using data from conventional farming, however, the suitability of these models for organic farming remains unknown. In this work, we developed new nitrogen leaching models that are applicable to both conventional and organic production. While this paper does not aim to argue in favor of organic or conventional farming it provides tools that can be used to inform decisions about management practices from the environmental perspective. We utilized up to 16 years of field measurements from two leaching fields in Finland. We developed prediction equations for nitrogen leaching for two soil types: sand soil and clay soil. According to our statistical analysis based on the data, the relevant factors for explaining nitrogen leaching included soil type, rainfall, whether the farming is done organically, and the availability of nitrogen for leaching. Computed nitrogen balance as such was found to be a poor proxy for nitrogen available for leaching, while nitrate nitrogen concentration measurement of the soil carried out in the fall was found to be a valuable predictor. Organic farming, with a crop rotation resembling that of conventional farming, resulted on average in 20% less nitrogen leached per hectare as compared to conventional farming with 95% C.I. [-34%, -3%]. The developed models are suitable for integration into a life cycle assessment framework, and especially the models utilizing nitrate nitrogen were shown to be applicable to a wide range of different crop types, making the model well-suited for plots with diverse crop rotations.
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Affiliation(s)
- Joel Kostensalo
- Natural Resources Institute Finland, Natural Resources, Yliopistokatu 6B, FI-80100, Joensuu, Finland.
| | - Riitta Lemola
- Natural Resources Institute Finland, Natural Resources, Tietotie 4, FI-31600 Jokioinen, Finland
| | - Tapio Salo
- Natural Resources Institute Finland, Natural Resources, Tietotie 4, FI-31600 Jokioinen, Finland
| | - Liisa Ukonmaanaho
- Natural Resources Institute Finland, Bioeconomy and Environment, Latokartanonkaari 9, FI-00790, Helsinki, Finland
| | - Eila Turtola
- Natural Resources Institute Finland, Natural Resources, Tietotie 4, FI-31600 Jokioinen, Finland
| | - Merja Saarinen
- Natural Resources Institute Finland, Bioeconomy and Environment, Tietotie 4, FI-31600, Jokioinen, Finland
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Manninen N, Kanerva S, Lemola R, Turtola E, Soinne H. Contribution of water erosion to organic carbon and total nitrogen loads in agricultural discharge from boreal mineral soils. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 905:167300. [PMID: 37742969 DOI: 10.1016/j.scitotenv.2023.167300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Revised: 09/07/2023] [Accepted: 09/21/2023] [Indexed: 09/26/2023]
Abstract
While organic carbon (OC) in agricultural mineral soils is widely studied in terms of soil carbon sequestration and gaseous emissions, discharge-induced OC loss from soil is still poorly understood and estimations of boreal soil OC loads within water erosion are lacking. Loss of organic matter from arable soils is a concern for surface water quality, climate change and soil productivity. The main aim of this study was to quantify the role of water erosion in total OC and nitrogen (N) loads exported in agricultural discharge from boreal mineral soils under various cultivation practices. Surface water and subsurface drainage were collected near-continually over 2 years in two clayey and one sandy soil in Finland. Eroded sediment was mechanically separated by centrifugation from all discharge samples to detect sediment OC% and N% by dry-combustion method. Dissolved OC and N concentrations in selected discharge samples were measured with high-temperature catalytic oxidation of unfiltered supernatant. A multiple linear regression model was used to study the significant factors affecting dissolved, sediment and total OC loads. In the clayey soils, the sediment OC (2-24 kg ha-1 y-1) and N (0.2-1.1 kg ha-1 y-1) export accounted for up to 35 % and 20 % of the annual discharge-induced total loads of OC (19-85 kg ha-1) and N (2-8 kg ha-1), respectively. In the sandy soil, erosion was negligible and dissolved loads of 17-35 kg OC ha-1 y-1and 4-7 kg N ha-1 y-1 were detected. Subsurface drainage exported most of the sediment-associated OC and N loads from clayey soils. For the total OC loads, the distribution varied between the discharge routes, while the total N loads were mostly exported in subsurface drainage in both soil types. Sediment OC and N exports were related to soil plowing and discharge intensity, while dissolved OC loss was promoted by high surface soil OC%. Our results also indicated that a single cultivation practice may affect sediment and dissolved loads in opposite ways. These findings can be used to complement carbon budget estimations for mineral agricultural soils, and to assess soil management effects on terrestrial organic matter loading to boreal surface waters.
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Affiliation(s)
- Noora Manninen
- University of Helsinki, Department of Agricultural Sciences, Unit of Environmental Soil Science, Viikinkaari 9, P.O. Box 56, FI-00014 Helsinki, Finland.
| | - Sanna Kanerva
- University of Helsinki, Department of Agricultural Sciences, Unit of Environmental Soil Science, Viikinkaari 9, P.O. Box 56, FI-00014 Helsinki, Finland
| | - Riitta Lemola
- Natural Resources Institute Finland, Tietotie 4, FI-31600 Jokioinen, Finland
| | - Eila Turtola
- Natural Resources Institute Finland, Tietotie 4, FI-31600 Jokioinen, Finland
| | - Helena Soinne
- Natural Resources Institute Finland, Latokartanonkaari 9, FI-00790 Helsinki, Finland
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Fabre C, Wei X, Sauvage S, Le TPQ, Ouillon S, Orange D, Herrmann M, Sánchez-Pérez JM. Assessing fluvial organic carbon flux and its response to short climate variability and damming on a large-scale tropical Asian river basin. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 903:166589. [PMID: 37634727 DOI: 10.1016/j.scitotenv.2023.166589] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Revised: 08/24/2023] [Accepted: 08/24/2023] [Indexed: 08/29/2023]
Abstract
Fluvial organic carbon (OC) transfer is an essential resource for downstream ecosystems. Multiple factors affect its transfer process, e.g., climate or anthropogenic activities. Quantifying OC fluxes with fine spatiotemporal resolution is challenging in anthropised catchments. This study aims to quantify daily OC dynamics and to assess the impacts of short climate variability and damming on OC spatiotemporal transfer processes in a large tropical Asian river basin (the Red River) for an extended period (2003-2013) by combining empirical equations with modelling outputs. Firstly, empirical equations for calculating dissolved (DOC) and particulate OC (POC) concentrations were calibrated based on in-situ sampling data. Then, simulated daily discharge (Q) and suspended sediment concentrations were used to quantify daily OC fluxes. Results show that the parameters of the DOC and POC equations well represent the subbasins characteristics, underlining the effects of soil OC content, mean annual Q and Chlorophyll a. DOC and POC exports reached 222 and 406 kt yr-1 at the basin outlet, accounting for 0.38 % of the total OC (TOC) exported by Asian rivers to the ocean. However, the specific yields of DOC (1.62 t km-2 yr-1) and POC (2.96 t km-2 yr-1) of the Red River basin were ~ 1.5 times those of other Asian basins. By comparing a reference scenario (without dams) to current conditions, we estimated 12 % and 88 % decreases in DOC and POC fluxes between 2008-2013 and 2003-2007, mainly due to damming. This study shows that climate variability may not impact OC dynamics in rivers as it explained <2 % of the variations. However, dam management, especially recent ones operating since 2008, deeply influences OC variations as the POC/TOC ratio decreased from 86 % to 47 %. Damming significantly decreased POC exports due to sediment retention, altering the equilibrium of OC cycling downstream, which may impact the food chain.
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Affiliation(s)
- Clément Fabre
- Laboratoire Ecologie Fonctionnelle et Environnement, Université de Toulouse, CNRS, INPT, UPS, Avenue de l'Agrobiopole, 31326 Auzeville-Tolosane, France
| | - Xi Wei
- Laboratoire Ecologie Fonctionnelle et Environnement, Université de Toulouse, CNRS, INPT, UPS, Avenue de l'Agrobiopole, 31326 Auzeville-Tolosane, France
| | - Sabine Sauvage
- Laboratoire Ecologie Fonctionnelle et Environnement, Université de Toulouse, CNRS, INPT, UPS, Avenue de l'Agrobiopole, 31326 Auzeville-Tolosane, France.
| | - Thi Phuong Quynh Le
- Institute of Natural Product Chemistry (INPC), Vietnam Academy of Science and Technology (VAST), 100000 Hanoi, Viet Nam
| | - Sylvain Ouillon
- LEGOS, Université de Toulouse, IRD, CNES, CNRS, UPS, 31400 Toulouse, France; USTH, Vietnam Academy of Science and Technology (VAST), 100000 Hanoi, Viet Nam
| | - Didier Orange
- HydroSciences Montpellier, Université de Montpellier, CNRS, IMT, IRD, 34095 Montpellier, France
| | - Marine Herrmann
- LEGOS, Université de Toulouse, IRD, CNES, CNRS, UPS, 31400 Toulouse, France; USTH, Vietnam Academy of Science and Technology (VAST), 100000 Hanoi, Viet Nam
| | - José-Miguel Sánchez-Pérez
- Laboratoire Ecologie Fonctionnelle et Environnement, Université de Toulouse, CNRS, INPT, UPS, Avenue de l'Agrobiopole, 31326 Auzeville-Tolosane, France
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Rankinen K, Junttila V, Futter M, Cano Bernal JE, Butterfield D, Holmberg M. Quantification of the effect of environmental changes on the brownification of Lake Kukkia in southern Finland. AMBIO 2023; 52:1834-1846. [PMID: 37733219 PMCID: PMC10562317 DOI: 10.1007/s13280-023-01911-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 05/31/2023] [Accepted: 07/27/2023] [Indexed: 09/22/2023]
Abstract
The browning of surface waters due to the increased terrestrial loading of dissolved organic carbon is observed across the northern hemisphere. Brownification is often explained by changes in large-scale anthropogenic pressures (including acidification, and climate and land-use changes). We quantified the effect of environmental changes on the brownification of an important lake for birds, Kukkia in southern Finland. We studied the past trends of organic carbon loading from catchments based on observations taken since the 1990s. We created hindcasting scenarios for deposition, climate and land-use change in order to simulate their quantitative effect on brownification by using process-based models. Changes in forest cuttings were shown to be the primary reason for the brownification. According to the simulations, a decrease in deposition has resulted in a slightly lower leaching of total organic carbon (TOC). In addition, runoff and TOC leaching from terrestrial areas to the lake was smaller than it would have been without the observed increasing trend in temperature by 2 °C in 25 years.
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Affiliation(s)
- Katri Rankinen
- Finnish Environment Institute, Latokartanonkaari 11, 00790 Helsinki, Finland
| | - Virpi Junttila
- Finnish Environment Institute, Latokartanonkaari 11, 00790 Helsinki, Finland
| | - Martyn Futter
- Swedish University of Agricultural Sciences, P.O. Box 7070, 750 07 Uppsala, Sweden
| | | | | | - Maria Holmberg
- Finnish Environment Institute, Latokartanonkaari 11, 00790 Helsinki, Finland
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Begum MS, Park HY, Shin HS, Lee BJ, Hur J. Separately tracking the sources of hydrophobic and hydrophilic dissolved organic matter during a storm event in an agricultural watershed. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 873:162347. [PMID: 36813193 DOI: 10.1016/j.scitotenv.2023.162347] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Revised: 02/16/2023] [Accepted: 02/16/2023] [Indexed: 06/18/2023]
Abstract
The hydrophobicity of dissolved organic matter (DOM) affects various aspects of its environmental impacts in terms of water quality, sorption behaviors, interactions with other pollutants, and water treatment efficiency. In this study, source tracking of river DOM was conducted separately for hydrophobic acid (HoA-DOM) and hydrophilic (Hi-DOM) fractions using end-member mixing analysis (EMMA) in an agricultural watershed during a storm event. EMMA with optical indices of bulk DOM revealed larger contributions of soil (24 %), compost (28 %), and wastewater effluent (23 %) to riverine DOM under high versus low flow conditions. Molecular level analysis of bulk DOM revealed more dynamic features, showing an abundance of CHO and CHOS formulae in riverine DOM under high- and low flow conditions. CHO formulae originated from soil (78 %) and leaves (75 %) and contributed to the increasing CHO abundance during the storm event, whereas CHOS formulae likely originated from compost (48 %) and wastewater effluent (41 %). The characterization of bulk DOM at the molecular level demonstrated that soil and leaves are the dominant contributors for the high-flow samples. However, in contrast to the results of bulk DOM analysis, EMMA with HoA-DOM and Hi-DOM revealed major contributions from manure (37 %) and leaf DOM (48 %) during storm events, respectively. The results of this study highlight the importance of individual source tracking of HoA-DOM and Hi-DOM for the proper evaluation of the ultimate roles of DOM in affecting river water quality and for a better understanding of DOM dynamics and transformation in natural and engineered systems.
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Affiliation(s)
- Most Shirina Begum
- Department of Environment and Energy, Sejong University, Seoul 05006, South Korea; Department of Biology, Trent University, Peterborough, Ontario K9L 0G2, Canada
| | - Ho-Yeon Park
- Department of Environment and Energy, Sejong University, Seoul 05006, South Korea
| | - Hyun-Sang Shin
- Department of Environmental Engineering, Seoul National University of Science & Technology, Seoul 01811, South Korea
| | - Byung-Joon Lee
- Department of Advanced Science and Technology Convergence, Kyungpook National University, Sangju, Gyeongbuk 37224, South Korea
| | - Jin Hur
- Department of Environment and Energy, Sejong University, Seoul 05006, South Korea.
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Norberg L, Linefur H, Andersson S, Blomberg M, Kyllmar K. Nutrient losses over time via surface runoff and subsurface drainage from an agricultural field in northern Sweden. JOURNAL OF ENVIRONMENTAL QUALITY 2022; 51:1235-1245. [PMID: 36099508 DOI: 10.1002/jeq2.20413] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Accepted: 09/07/2022] [Indexed: 06/15/2023]
Abstract
Nitrogen (N) and phosphorus (P) losses, via both surface runoff and subsurface drainage water, were monitored in an agricultural field in northern Sweden for 32 yr. The objective was to determine losses of N and P in a long-term perspective in relation to meteorological factors and impacts of agricultural land use, with a focus on relative contributions of surface runoff and subsurface drainage water to N and P losses. In order to collect surface runoff water, an embankment was installed on three sides of the field, and the fourth side had an open ditch that drove runoff water to a measuring station. Subsurface water draining from the field was collected in a fishbone-shaped drainage system that terminated at the measuring station. In 50% of years (16/32), mean annual concentration of total N (TN) was significantly higher in subsurface drainage water than in surface runoff water. An opposing trend was seen for total P (TP), with mean annual concentration being significantly higher in surface runoff water than in subsurface drainage water in all but 3 of the 32 yr monitored. Years with a barley crop had higher TN concentration in subsurface drainage water but no difference in surface runoff compared with years with ley. In contrast, years with barley had lower TN concentration in surface runoff than years with ley, with no difference in TP in subsurface drainage water.
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Affiliation(s)
- Lisbet Norberg
- Dep. of Soil and Environment, Swedish Univ. of Agricultural Sciences, P.O. Box 7014, Uppsala, 75007, Sweden
| | - Helena Linefur
- Dep. of Soil and Environment, Swedish Univ. of Agricultural Sciences, P.O. Box 7014, Uppsala, 75007, Sweden
| | - Stefan Andersson
- Dep. of Soil and Environment, Swedish Univ. of Agricultural Sciences, P.O. Box 7014, Uppsala, 75007, Sweden
| | - Maria Blomberg
- Dep. of Soil and Environment, Swedish Univ. of Agricultural Sciences, P.O. Box 7014, Uppsala, 75007, Sweden
| | - Katarina Kyllmar
- Dep. of Soil and Environment, Swedish Univ. of Agricultural Sciences, P.O. Box 7014, Uppsala, 75007, Sweden
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Begum MS, Lee MH, Park TJ, Lee SY, Shin KH, Shin HS, Chen M, Hur J. Source tracking of dissolved organic nitrogen at the molecular level during storm events in an agricultural watershed. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 810:152183. [PMID: 34896496 DOI: 10.1016/j.scitotenv.2021.152183] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 11/29/2021] [Accepted: 11/30/2021] [Indexed: 06/14/2023]
Abstract
Accelerated export of nitrogen-containing dissolved organic matter (DOM) or dissolved organic nitrogen (DON) to streams and rivers from agricultural watersheds has been reported worldwide. However, few studies have examined the dynamics of DOM molecular composition with the attention paid to the relative contributions of DON from various sources altered with flow conditions. In this study, end-member mixing analysis (EMMA) was conducted with the optical properties of DOM to quantify the relative contributions of several major organic matter sources (litter, reed, field soil, and manure) in two rivers of a small agricultural watershed. DOC and DON concentration increased during the storm events with an input of allochthonous DOM as indicated by an increase in specific ultraviolet absorbance at 254 nm (SUVA254) and a decrease in biological index (BIX), fluorescence index (FI), and protein-like component (%C3) at high discharge. EMMA results based on a Bayesian mixing model using stable isotope analysis in R (SIAR) were more accurate in source tracking than those using the traditional IsoSource program. Manure (>30%) and field soil (also termed as "manure-impacted field soil") (>23%) end-members revealed their predominant contributions to the riverine DOM in SIAR model, which was enhanced during the storm event (up to 56% and 38%, respectively). The molecular composition of the riverine DOM exhibited a distinct footprint from the manure and manure-impacted field soil, with a larger number of CHON formulas and abundant polyphenols and condensed aromatics in peak flow samples in the studied rivers. The riverine DOM during peak flow contained many unique molecular formulas in both rivers (4980 and 2082) of which >60% originated from manure and manure-impacted field soil. Combining the EMMA with DOM molecular composition clearly demonstrated the effect of manure fertilizer on the riverine DOM of the watershed with intensive agriculture. This study provides insights into the source tracking and regulation of DON leaching from anthropogenically altered river systems worldwide.
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Affiliation(s)
- Most Shirina Begum
- Department of Environment and Energy, Sejong University, Seoul 05006, South Korea
| | - Mi-Hee Lee
- Department of Environment and Energy, Sejong University, Seoul 05006, South Korea
| | - Tae Jun Park
- Department of Environment and Energy, Sejong University, Seoul 05006, South Korea
| | - Seung Yoon Lee
- K-water Institute, 200 Sintanjin-Ro, Daedeok-Gu, Daejeon 34350, South Korea
| | - Kyung-Hoon Shin
- Department of Marine Sciences and Convergent Technology, Hanyang University ERICA Campus, Ansan 15588, South Korea
| | - Hyun-Sang Shin
- Department of Environmental Energy Engineering, Seoul National University of Science & Technology, Seoul 01811, South Korea
| | - Meilian Chen
- Environmental Program, Guangdong Technion-Israel Institute of Technology, Shantou 515063, China
| | - Jin Hur
- Department of Environment and Energy, Sejong University, Seoul 05006, South Korea.
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Yli-Halla M, Lötjönen T, Kekkonen J, Virtanen S, Marttila H, Liimatainen M, Saari M, Mikkola J, Suomela R, Joki-Tokola E. Thickness of peat influences the leaching of substances and greenhouse gas emissions from a cultivated organic soil. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 806:150499. [PMID: 34571221 DOI: 10.1016/j.scitotenv.2021.150499] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2021] [Revised: 09/16/2021] [Accepted: 09/17/2021] [Indexed: 06/13/2023]
Abstract
The off-site effects of agricultural organic soils include the leaching of N, P, and organic carbon (OC) to watercourses and CO2, CH4, and N2O emissions into the atmosphere. The aim of this study was to quantify how the thickness of organic layers affects these loads. A 19.56-ha experimental field drained by subsurface pipes was established in Ruukki, northwestern Finland. Three plots had a 60-80 cm-thick sedge peat layer and three others had a thickness of 20 cm or less. The drainage pipes lie in mineral soil that, in this field, contains sulfidic material. This study documents the experimental settings and reports on the leaching of substances in the first two years, as well as CO2, CH4 and N2O emissions during eight weeks in one summer. Total N (TN) and OC loads were higher from the thicker peat plots. The mean TN loads during a hydrological year were 15.4 and 9.2 kg ha-1 from the thicker and thinner peat plots, respectively, with organic N representing 36% of TN load. Total P (TP) load averaged 0.27 kg ha-1 yr-1. Dissolved P load represented 63 and 36% of TP in the thicker peat area and only 23 and 13% in the thinner peat area, and was thus increased upon peat thickness. These N and P loads through the subsurface drainage system represented roughly 83% of TN and 64% of TP loads from this field. There were no clear differences in greenhouse gas emissions among the plots during the eight-week monitoring period. Slowly oxidizing sulfide in the subsoil resulted in annual leaching of 147 kg S ha-1, almost ten times that of non-sulfidic soils. Our first results emphasize the effect of the peat thickness on the leaching of substances and warn about considering all organic soils as a single group in environmental assessments.
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Affiliation(s)
- Markku Yli-Halla
- Department of Agricultural Sciences, P.O. Box 56, FI-00014, University of Helsinki, Finland.
| | - Timo Lötjönen
- Natural Resources Institute, Paavo Havaksen tie 3, FI-90014, University of Oulu, Finland
| | - Jarkko Kekkonen
- Natural Resources Institute, Paavo Havaksen tie 3, FI-90014, University of Oulu, Finland
| | - Seija Virtanen
- Drainage Foundation sr., Simonkatu 12 B 25, FI-00100 Helsinki, Finland
| | - Hannu Marttila
- Water, Energy and Environmental Engineering Research Unit, P.O. Box 8000, FI-90014, University of Oulu, Finland
| | - Maarit Liimatainen
- Natural Resources Institute, Paavo Havaksen tie 3, FI-90014, University of Oulu, Finland; Water, Energy and Environmental Engineering Research Unit, P.O. Box 8000, FI-90014, University of Oulu, Finland
| | - Markus Saari
- Water, Energy and Environmental Engineering Research Unit, P.O. Box 8000, FI-90014, University of Oulu, Finland
| | - Jarmo Mikkola
- Natural Resources Institute, Latokartanonkaari 9, FI-00790 Helsinki, Finland
| | - Raija Suomela
- Natural Resources Institute, Paavo Havaksen tie 3, FI-90014, University of Oulu, Finland
| | - Erkki Joki-Tokola
- Natural Resources Institute, Paavo Havaksen tie 3, FI-90014, University of Oulu, Finland
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11
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Deng L, Sun T, Fei K, Zhang L, Fan X, Wu Y, Ni L, Sun R. Coupling loss characteristics of N-P-C through runoff and sediment in the hilly region of SE China under simulated rainfall. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2021; 28:37204-37216. [PMID: 33712958 DOI: 10.1007/s11356-021-13186-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Accepted: 02/22/2021] [Indexed: 06/12/2023]
Abstract
Soil total carbon (TC), phosphorus (P), and nitrogen (N) exports from the weathered granite slopes are greatly influenced by the complex hydrological processes and terrain factors. In this study, the coupling loss characteristics of N-P-C via runoff and sediment were studied with two soil tanks under simulated rainfalls. Three soils respectively derived from the tillage layer (T-soil), laterite layer (L-soil), and sand layer (S-soil) were employed to determine the interactions of hydrology and topography on N-P-C exports under three rainfall intensities (1.5, 2.0, and 2.5 mm/min). The erosion degree of different soils displayed an order of S-soil > L-soil > T-soil. The results showed that surface flow was the main runoff form for L- and T-soil, while underground flow was predominant for S-soil. There was a linear correlation between sediment and surface flow (R2 > 0.78). Surface flow was the dominant pathway of P loss via runoff with underground flow being an important supplementation, and the main P loss pattern switched between dissolved phosphorus (DP) and particle phosphorus (PP) during the experiment. However, P lost via eroded sediment accounted for more than 94% of the TP loss amount. N presented an opposite trend to P and was mainly lost via underground flow. The main N loss form in surface and underground flow was NO3--N. Underground flow was the predominant total nitrogen (TN) loss pathway for S- and L-soil, followed by sediment and surface flow. For T-soil, TN lost via runoff was much greater than that carried by eroded sediment. TC for S-soil was mainly lost via underground flow while that for L- and T-soil was mostly lost via surface flow. Both N-P loss loads in surface flow and P loss load in underground flow were positively correlated with TC loss load (p < 0.05), indicating that the presence of organic matter brings about more nutrient losses. These results expand our understanding of the combined effects of rainfall intensity and erosion degree on runoff and sediment yields as well as N-P-C losses from the bare weathered granite slopes of SE China.
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Affiliation(s)
- Longzhou Deng
- College of Environmental and Resource Sciences, Zhejiang University, Hangzhou, 310058, China
- Zhejiang Provincial Key Laboratory of Agricultural Resources and Environment, Hangzhou, 310058, China
| | - Tianyu Sun
- College of Environmental and Resource Sciences, Zhejiang University, Hangzhou, 310058, China
- Zhejiang Provincial Key Laboratory of Agricultural Resources and Environment, Hangzhou, 310058, China
| | - Kai Fei
- College of Environmental and Resource Sciences, Zhejiang University, Hangzhou, 310058, China
- Zhejiang Provincial Key Laboratory of Agricultural Resources and Environment, Hangzhou, 310058, China
| | - Liping Zhang
- College of Environmental and Resource Sciences, Zhejiang University, Hangzhou, 310058, China.
- Zhejiang Provincial Key Laboratory of Agricultural Resources and Environment, Hangzhou, 310058, China.
| | - Xiaojuan Fan
- College of Environmental and Resource Sciences, Zhejiang University, Hangzhou, 310058, China
- Zhejiang Provincial Key Laboratory of Agricultural Resources and Environment, Hangzhou, 310058, China
| | - Yanhong Wu
- College of Environmental and Resource Sciences, Zhejiang University, Hangzhou, 310058, China
- Zhejiang Provincial Key Laboratory of Agricultural Resources and Environment, Hangzhou, 310058, China
| | - Liang Ni
- Agricultural Experiment Station of Zhejiang University, Hangzhou, 310058, China
| | - Rui Sun
- Agricultural Experiment Station of Zhejiang University, Hangzhou, 310058, China
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12
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Latvala T, Regina K, Lehtonen H. Evaluating Non-Market Values of Agroecological and Socio-Cultural Benefits of Diversified Cropping Systems. ENVIRONMENTAL MANAGEMENT 2021; 67:988-999. [PMID: 33566133 PMCID: PMC8032585 DOI: 10.1007/s00267-021-01437-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/02/2020] [Accepted: 01/21/2021] [Indexed: 06/12/2023]
Abstract
We explored how consumers value the ecological and socio-cultural benefits of diversified food production systems in Finland. We used a stated preference method and contingent valuation to quantify consumers' willingness to pay (WTP) for the benefits of increased farm and regional scale diversity of cultivation practices and crop rotations. Three valuation scenarios were presented to a representative sample of consumers: the first one focused on agroecosystem services on cropland, the second on wider socio-cultural effects and the third was a combination of them. The results suggest that consumers are willing to pay on the average €228 per household annually for the suggested diversification. This is equal to €245 per hectare of cultivated cropland. The results also indicate that 21% of consumers were not willing to pay anything to support more diverse cropping systems. The relatively high WTP for both agroecological and socio-cultural benefits provide important messages for actors in the food chain and for policy makers on future targeting of economic resources within agri-environmental schemes.
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Affiliation(s)
- Terhi Latvala
- Natural Resources Institute Finland, PL 2, 00791, Helsinki, Finland.
| | - Kristiina Regina
- Natural Resources Institute Finland, Tietotie 4, 31600, Jokioinen, Finland
| | - Heikki Lehtonen
- Natural Resources Institute Finland, PL 2, 00791, Helsinki, Finland
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13
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A Reliable U-trough Runoff Collection Method for Quantifying the Migration Loads of Nutrients at Different Soil Layers under Natural Rainfall. SUSTAINABILITY 2021. [DOI: 10.3390/su13042050] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Long-term quantification of the migration loads of subsurface runoff (SSR) and its collateral soil nutrients among different soil layers are still restricted by the runoff collection method. This study tested the reliability of the U-trough collection methods (UCM), compared with the seepage plate collection method (SPM), in monitoring the runoff, sediment and nutrient migration loads from different soil layers (L1: 0–20 cm depth; L2: 20–40 cm depth; L3: 40–60 cm depth) for two calendar years under natural rainfall events. The results suggested that the U-trough could collect nearly 10 times the SSR sample volume of the seepage plate and keep the sampling probability more than 95% at each soil layer. The annual SSR flux from L1 to L3 was 403.4 mm, 271.9 mm, and 237.4 mm under the UCM, 14.35%, 10.56%, and 8.41% lower than those under the SPM, respectively. The annual net migration loads of sediment, TN, and TP from the L1 layer under the UCM were 49.562 t/km2, 19.113 t/km2 and 0.291 t/km2, and 86.62%, 41.21% and 81.78% of them were intercepted by the subsoil layers (L2 and L3), respectively. While their migration loads under the SPM were 48.708 t/km2, 22.342 t/km2 and 0.291 t/km2, and 88.24%, 53.06% and 80.42% of them were intercepted, respectively. Under both methods, the average leached total n (TN), total p (TP) concentrations per rainfall event and their annual migrated loads at each soil layer showed no significant difference. In conclusion, the UCM was a reliable quantitative method for subsurface runoff, sediment, and soil nutrient migration loads from diverse soil layers of purple soil sloping cultivated lands. Further studies are needed to testify the availability in other lands.
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14
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Qin J, Niu A, Li Q, Liu Y, Lin C. Effect of soluble calcium on enhancing nitrate retention by biochar. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2020; 274:111133. [PMID: 32781362 DOI: 10.1016/j.jenvman.2020.111133] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/07/2020] [Revised: 07/22/2020] [Accepted: 07/23/2020] [Indexed: 06/11/2023]
Abstract
Batch experiments were conducted to test the hypothesis that nitrate (NO3-) could be immobilized by biochar via adsorption of CaNO3+ to the negatively charged biochar surfaces. The results show that addition of soluble Ca in both aqueous and soil systems enabled NO3- retention by the biochar material. Increase in the added Ca enhanced the retention rate and the optimal NO3- retention was gained at a Ca/NO3 molar ratio of 2 for the aqueous system. For the soil system, the Ca/NO3 molar ratio required to attain the optimal NO3- retention was much greater due to competition of other soil-borne ligands and soil colloids for the available Ca. At the same level of added Ca, the amount of NO3- being retained tended to increase with increasing dose of the biochar. More NO3- was retained in the soil system than in the aqueous system at the same dosage level of biochar due to additional adsorption of CaNO3+ by negatively changed soil organic and inorganic colloids. The findings obtained from this study have implications for developing effective methods for reducing NO3- leaching from soils.
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Affiliation(s)
- Junhao Qin
- Key Laboratory of Agro-Environment in the Tropics, Ministry of Agriculture, South China Agricultural University, Guangzhou, 510642, China.
| | - Anyi Niu
- School of Geography, South China Normal University, Guangzhou, 510631, China
| | - Qiwen Li
- Key Laboratory of Agro-Environment in the Tropics, Ministry of Agriculture, South China Agricultural University, Guangzhou, 510642, China
| | - Yanqing Liu
- Key Laboratory of Agro-Environment in the Tropics, Ministry of Agriculture, South China Agricultural University, Guangzhou, 510642, China
| | - Chuxia Lin
- Centre for Regional and Rural Futures, Faculty of Science, Engineering and Built Environment, Deakin University, Burwood, VIC, 3125, Australia
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15
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Nosrati K, Collins AL, Fiener P. Using catchment characteristics to model seasonality of dissolved organic carbon fluxes in semi-arid mountainous headwaters. ENVIRONMENTAL MONITORING AND ASSESSMENT 2020; 192:674. [PMID: 33011837 DOI: 10.1007/s10661-020-08626-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Accepted: 09/20/2020] [Indexed: 06/11/2023]
Abstract
Prediction of dissolved organic carbon (DOC) based on catchment characteristics is a useful tool for efficient and effective water management, but in the case of arid and semi-arid regions, such predictive capacity is scarce. Accordingly, the main objective of this study was to evaluate the significance of principal components for predicting DOC concentrations and fluxes in nine headwater catchments of the Hiv catchment located in the Southern Alborz Mountains in the west of Tehran, Iran. To achieve this aim, data were assembled on 24 headwater catchment characteristics comprising soil properties, physiography, seasonal rainfall, and flow attributes, as well as estimates of DOC concentrations and fluxes across four seasons. The results revealed a major positive correlation between DOC and soil organic matter parameters related to soil biological processes. Using general linear modelling, an organic matter component related to soil biology, a seasonal component related to the dummy effect of sampling seasons, and a soil physical component related to soil texture were found to be the best predictors for DOC responses in the study area.
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Affiliation(s)
- Kazem Nosrati
- Department of Physical Geography, Faculty of Earth Sciences, Shahid Beheshti University, Tehran, 1983969411, Iran.
| | - Adrian L Collins
- Sustainable Agriculture Sciences Department, Rothamsted Research, North Wyke, Okehampton, EX20 2SB, UK
| | - Peter Fiener
- Water and Soil Resources Research, Institut für Geographie, Universität Augsburg, Augsburg, Germany
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16
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Hussain MZ, Robertson GP, Basso B, Hamilton SK. Leaching losses of dissolved organic carbon and nitrogen from agricultural soils in the upper US Midwest. THE SCIENCE OF THE TOTAL ENVIRONMENT 2020; 734:139379. [PMID: 32473451 DOI: 10.1016/j.scitotenv.2020.139379] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/19/2020] [Revised: 05/05/2020] [Accepted: 05/10/2020] [Indexed: 06/11/2023]
Abstract
Leaching losses of dissolved organic carbon (DOC) and nitrogen (DON) from agricultural systems are important to water quality and carbon and nutrient balances but are rarely reported; the few available studies suggest linkages to litter production (DOC) and nitrogen fertilization (DON). In this study we examine the leaching of DOC, DON, NO3-, and NH4+ from no-till corn (maize) and perennial bioenergy crops (switchgrass, miscanthus, native grasses, restored prairie, and poplar) grown between 2009 and 2016 in a replicated field experiment in the upper Midwest U.S. Leaching was estimated from concentrations in soil water and modeled drainage (percolation) rates. DOC leaching rates (kg ha-1 yr-1) and volume-weighted mean concentrations (mg L-1) among cropping systems averaged 15.4 and 4.6, respectively; N fertilization had no effect and poplar lost the most DOC (21.8 and 6.9, respectively). DON leaching rates (kg ha-1 yr-1) and volume-weighted mean concentrations (mg L-1) under corn (the most heavily N-fertilized crop) averaged 4.5 and 1.0, respectively, which was higher than perennial grasses (mean: 1.5 and 0.5, respectively) and poplar (1.6 and 0.5, respectively). NO3- comprised the majority of total N leaching in all systems (59-92%). Average NO3- leaching (kg N ha-1 yr-1) under corn (35.3) was higher than perennial grasses (5.9) and poplar (7.2). NH4+ concentrations in soil water from all cropping systems were relatively low (<0.07 mg N L-1). Perennial crops leached more NO3- in the first few years after planting, and markedly less after. Among the fertilized crops, the leached N represented 14-38% of the added N over the study period; poplar lost the greatest proportion (38%) and corn was intermediate (23%). Requiring only one third or less of the N fertilization compared to corn, perennial bioenergy crops can substantially reduce N leaching and consequent movement into aquifers and surface waters.
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Affiliation(s)
- Mir Zaman Hussain
- W.K. Kellogg Biological Station, Michigan State University, Hickory Corners, MI 49060, USA; Great Lakes Bioenergy Research Center, Michigan State University, East Lansing, MI 48824, USA
| | - G Philip Robertson
- W.K. Kellogg Biological Station, Michigan State University, Hickory Corners, MI 49060, USA; Great Lakes Bioenergy Research Center, Michigan State University, East Lansing, MI 48824, USA; Department of Plant, Soil, and Microbial Sciences, Michigan State University, East Lansing, MI 48824, USA
| | - Bruno Basso
- W.K. Kellogg Biological Station, Michigan State University, Hickory Corners, MI 49060, USA; Great Lakes Bioenergy Research Center, Michigan State University, East Lansing, MI 48824, USA; Department of Earth and Environmental Sciences, Michigan State University, East Lansing, MI 48824, USA
| | - Stephen K Hamilton
- W.K. Kellogg Biological Station, Michigan State University, Hickory Corners, MI 49060, USA; Great Lakes Bioenergy Research Center, Michigan State University, East Lansing, MI 48824, USA; Department of Integrative Biology, Michigan State University, East Lansing, MI 48824, USA; Cary Institute of Ecosystem Studies, Millbrook, NY 12545, USA.
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17
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Chen X, Bechmann M. Nitrogen losses from two contrasting agricultural catchments in Norway. ROYAL SOCIETY OPEN SCIENCE 2019; 6:190490. [PMID: 31903196 PMCID: PMC6936280 DOI: 10.1098/rsos.190490] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2019] [Accepted: 11/14/2019] [Indexed: 05/16/2023]
Abstract
Nitrogen (N) losses from agricultural areas, especially into drinking water and marine environments, attract substantial attention from governments and scientists. This study analysed nitrogen loss from runoff water using long-term monitoring data (1994-2016) from the Skuterud catchment in southeastern Norway and the Naurstad catchment in northern Norway. Precipitation and runoff were lower in the Skuterud catchment than in the Naurstad catchment. However, in the Skuterud catchment, the annual total N (TN) losses ranged from 27 to 68 kg hm-2. High precipitation (1247 mm) in the Naurstad catchment resulted in substantial runoff water (1108 mm) but relatively low total TN losses ranged from 17 to 35 kg hm-2. The proportion of nitrate losses to TN loss was 51-86% and 28-50% in the Skuterud and Naurstad catchments, respectively. Furthermore, the monthly average TN concentrations and nitrate losses had two peaks, in April-May and October, in the Skuterud catchment; however, no significant fluctuations were found in the Naurstad catchment. The contributions of N and runoff water to TN and nitrate losses were calculated using multiple linear regression, and runoff water was the major contributor to TN loss in both catchments. Runoff water was the main factor in the Skuterud catchment, and the nitrate-N concentration was the main factor in the Naurstad catchment.
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Affiliation(s)
- Xueli Chen
- Institute of Soil Fertilizer and Environment Resource, Heilongjiang Academy of Agricultural Sciences, Harbin 150086, People's Republic of China
- Heilongjiang Academy of Agricultural Sciences Postdoctoral Programme, Harbin 150086, People's Republic of China
| | - Marianne Bechmann
- Norwegian Institute of Bioeconomy Research, PO Box 115, 1431 Ås, Norway
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18
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Li Y, Yan W, Wang F, Lv S, Li Q, Yu Q. Nitrogen pollution and sources in an aquatic system at an agricultural coastal area of Eastern China based on a dual-isotope approach. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2019; 26:23807-23823. [PMID: 31209747 DOI: 10.1007/s11356-019-05665-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/02/2018] [Accepted: 06/03/2019] [Indexed: 06/09/2023]
Abstract
Nitrogen (N) pollution of water courses is a major concern in most coastal watersheds in eastern China with intensive agricultural production. We use hydrogeological and dual-isotopic approaches to analyze the N concentrations, pollution, transformations, and sources of surface water and groundwater in an agricultural watershed of the Jiaozhou Bay (JZB) area. Results showed that dissolved total N (DTN) concentrations in sub-rivers (SRs) ranged from 6.0 to 25.3 mg N L-1 in the dry season and 9.1-26.7 mg N L-1 in the wet season, which indicated a positive relationship with the percentages of agricultural land. Meanwhile, the dominant dissolved N species in SRs changed from nitrate (NO3-, 64-100%) to dissolved organic N (DON, 52-77%) from the dry season to the wet season and the increased DON concentrations showed a positive relationship with the planted proportions of vegetable production systems. The NO3- concentrations of groundwaters ranged from 10.6 to 121.4 mg N L-1, which were over the limit for drinking water by the World Health Organization. Isotopic analysis indicated that most NO3- originated from the microbiological conversion via nitrification, whereas the deletion of denitrification was insignificant in this area. The results of the stable isotope analysis in R mixing model showed the contributions of potential NO3- sources which were in order of manure fertilizers (20.6-69.0%) > soil organic matter (19.5-53.2%) > chemical fertilizers (5.5-34.3%) > atmospheric deposition (1.3-18.8%). This study suggests that the management of crop productions and reasonable manure fertilizer application should be implemented to protect the quality of aquatic systems in the JZB area.
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Affiliation(s)
- Yanqiang Li
- Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China
- University of the Chinese Academy of Sciences, Beijing, 100049, China
| | - Weijin Yan
- Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China.
| | - Fang Wang
- Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China
| | - Shucong Lv
- Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China
- University of the Chinese Academy of Sciences, Beijing, 100049, China
| | - Qingqian Li
- Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China
- University of the Chinese Academy of Sciences, Beijing, 100049, China
| | - Qibiao Yu
- Institute of Geographic Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing, 100101, China
- University of the Chinese Academy of Sciences, Beijing, 100049, China
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19
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Liu X, Whitacre JF, Mauter MS. Mechanisms of Humic Acid Fouling on Capacitive and Insertion Electrodes for Electrochemical Desalination. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2018; 52:12633-12641. [PMID: 30240196 DOI: 10.1021/acs.est.8b03261] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Though electrochemical deionization technologies have been widely explored for brackish water desalination and selective ion removal, their sustained performance in the presence of foulants common to environmental waters remains unclear. This study investigates the fundamental mechanisms by which carbonaceous electrodes used in capacitive deionization and insertion electrodes used for high-capacity selective ion removal are affected by the presence of humic acid (HA). We evaluate HA adsorption behavior and the resulting impact on the ion storage capacity and cycling stability of the electrode materials. We find that HA is primarily adsorbed to the mesopores of two carbonaceous electrodes with distinctly different pore structures, but that the ion storage and transport properties of the electrodes are not significantly impacted by HA adsorption. In contrast, HA adsorption resulted in sharp capacity decay for the insertion (Na4Mn9O18) electrode. We attribute this decay to both hindered Na+ ion diffusion to the insertion interface in the presence of adsorbed HA, as well as HA mediated electrode dissolution. These findings highlight the contrasting mechanisms for HA fouling of capacitive and insertion electrodes and suggest that insertion electrodes may be more susceptible to performance decline in electrochemical deionization of environmental waters.
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Affiliation(s)
- Xitong Liu
- Department of Civil & Environmental Engineering , Carnegie Mellon University , 5000 Forbes Avenue , Pittsburgh , Pennsylvania 15213 , United States
| | - Jay F Whitacre
- Department of Engineering and Public Policy , Carnegie Mellon University , 5000 Forbes Avenue , Pittsburgh , Pennsylvania 15213 , United States
- Department of Material Science and Engineering , Carnegie Mellon University , 5000 Forbes Avenue , Pittsburgh , Pennsylvania 15213 , United States
- The Scott Institute for Energy Innovation , Carnegie Mellon University , 5000 Forbes Avenue , Pittsburgh , Pennsylvania 15213 , United States
| | - Meagan S Mauter
- Department of Civil & Environmental Engineering , Carnegie Mellon University , 5000 Forbes Avenue , Pittsburgh , Pennsylvania 15213 , United States
- Department of Engineering and Public Policy , Carnegie Mellon University , 5000 Forbes Avenue , Pittsburgh , Pennsylvania 15213 , United States
- The Scott Institute for Energy Innovation , Carnegie Mellon University , 5000 Forbes Avenue , Pittsburgh , Pennsylvania 15213 , United States
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