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Bodrud-Doza M, Yang W, Liu Y, Yerubandi R, Daggupati P, DeVries B, Fraser EDG. Evaluating best management practices for nutrient load reductions in tile-drained watersheds of the Laurentian Great Lakes Basin: A literature review. THE SCIENCE OF THE TOTAL ENVIRONMENT 2025; 965:178657. [PMID: 39892229 DOI: 10.1016/j.scitotenv.2025.178657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/11/2024] [Revised: 01/22/2025] [Accepted: 01/24/2025] [Indexed: 02/03/2025]
Abstract
Tile drainage systems are extensively implemented across the Laurentian Great Lakes Basin (GLB) to enhance agricultural productivity on poorly drained soils. However, these systems substantially contribute to excess nutrient runoff, particularly phosphorus (P) and nitrogen (N), exacerbating eutrophication and harmful algal blooms in the Great Lakes. This literature review synthesized current knowledge on nutrient loadings from tile-drained agricultural watersheds and evaluated the effectiveness of various agricultural best management practices (BMPs) in mitigating nutrient losses in the GLB. Through a meta-synthesis of field and watershed scale monitoring and modeling studies and statistical analysis using Box-Whisker plots and Monte Carlo simulations, we assessed the nutrient reduction potential of representative BMPs, including cover cropping, nutrient management, controlled drainage, and constructed wetlands in tile-drained landscapes. Findings indicated that individual BMPs substantially reduced nutrient loadings, but the effectiveness of these BMPs depended on site-specific factors, including climate conditions, soil type, and drainage system design. Integrated approaches at field, edge-of-field, and watershed scales with a combination of multiple BMPs enhanced nutrient reduction benefits, aligning with regional water quality targets. The review also highlighted the challenges of climate change that may undermine BMP performance by altering precipitation patterns and increasing extreme weather events. To address these complexities, we proposed a framework for developing adaptive BMP scenarios tailored to specific watershed conditions, emphasizing the need for long-term monitoring and hydrologic model enhancements. This framework was designed to help policymakers, stakeholders, and farmers protect water quality and balance agricultural productivity in the GLB and similar agricultural regions globally.
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Affiliation(s)
- Md Bodrud-Doza
- Department of Geography Environment and Geomatics, University of Guelph, Guelph, Ontario N1G 2W1, Canada.
| | - Wanhong Yang
- Department of Geography Environment and Geomatics, University of Guelph, Guelph, Ontario N1G 2W1, Canada.
| | - Yongbo Liu
- Department of Geography Environment and Geomatics, University of Guelph, Guelph, Ontario N1G 2W1, Canada; Watershed Hydrology and Ecology Research Division, Environment and Climate Change Canada, 867 Lakeshore Rd, Burlington, ON L7S 1A1, Canada
| | - Ram Yerubandi
- Watershed Hydrology and Ecology Research Division, Environment and Climate Change Canada, 867 Lakeshore Rd, Burlington, ON L7S 1A1, Canada
| | - Prasad Daggupati
- School of Engineering, University of Guelph, 50 Stone Road East, N1G 2W1 Guelph, ON, Canada
| | - Ben DeVries
- Department of Geography Environment and Geomatics, University of Guelph, Guelph, Ontario N1G 2W1, Canada
| | - Evan D G Fraser
- Department of Geography Environment and Geomatics, University of Guelph, Guelph, Ontario N1G 2W1, Canada; Arrell Food Institute, University of Guelph, Guelph, Ontario N1G 2W1, Canada
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Pham P, Shi Y, Khan I, Sumarah M, Renaud J, Sunohara M, Craiovan E, Lapen D, Aris-Brosou S, Chen W. The functions and factors governing fungal communities and diversity in agricultural waters: insights into the ecosystem services aquatic mycobiota provide. Front Microbiol 2024; 15:1460330. [PMID: 39564490 PMCID: PMC11574526 DOI: 10.3389/fmicb.2024.1460330] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2024] [Accepted: 10/09/2024] [Indexed: 11/21/2024] Open
Abstract
Introduction Fungi are essential to the aquatic food web, nutrient cycling, energy flow, and ecosystem regulation. Fungal community structures in water can be influenced by adjacent terrestrial environments, which drive and control some ecosystem services they provide. However, the roles of freshwater fungal communities remain underexplored compared to bacterial communities in this context. Methods We assessed the impact of anthropological and environmental factors on freshwater mycobiota in an agriculturally dominated water basin in eastern Ontario, Canada. We undertook bi-weekly surface water sampling from 2016 to 2021 and conducted fungal internal transcribed spacer 2 (ITS2) metabarcoding on the samples, complemented by ancillary data, including water physicochemical properties, upstream land use, hydrology, and weather conditions. Results Our study yielded 6,571 OTUs from 503 water samples, spanning 15 fungal phyla, dominated by Ascomycota, Basidiomycota, and Chytridiomycota. Agricultural land use was associated with decreased mycobiota alpha diversity and distinct fungal communities were observed at agricultural drainage ditch and mixed-land use sites compared to a forested site that had minimal anthropogenic activities in catchment. Notably, river discharge emerged as a predominant influencer of both community diversity and composition, likely amplified by precipitation-induced erosion and drainage from adjacent terrestrial environments. Discussion Water physicochemical properties, including stream fungicide levels, explained a small proportion of the variation in mycobiota communities, underscoring the significance of unmeasured factors, alongside stochastic community assembly processes. Nevertheless, stream mycobiota demonstrated functional resilience for critical ecological processes under different environmental conditions. Altogether, these results highlight the complex interplay of factors influencing the freshwater mycobiota, which is essential for elevated understanding of the ecosystem services these fungi provide.
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Affiliation(s)
- Phillip Pham
- Ottawa Research and Development Centre, Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
- Department of Biology, University of Ottawa, Ottawa, ON, Canada
| | - Yichao Shi
- Ottawa Research and Development Centre, Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
| | - Izhar Khan
- Ottawa Research and Development Centre, Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
| | - Mark Sumarah
- London Research Development Centre, Science and Technology Branch, Agriculture and Agri-Food Canada, London, ON, Canada
| | - Justin Renaud
- London Research Development Centre, Science and Technology Branch, Agriculture and Agri-Food Canada, London, ON, Canada
| | - Mark Sunohara
- Ottawa Research and Development Centre, Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
| | - Emilia Craiovan
- Ottawa Research and Development Centre, Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
| | - David Lapen
- Ottawa Research and Development Centre, Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
| | - Stéphane Aris-Brosou
- Department of Biology, University of Ottawa, Ottawa, ON, Canada
- Department of Mathematics and Statistics, University of Ottawa, Ottawa, ON, Canada
| | - Wen Chen
- Ottawa Research and Development Centre, Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
- Department of Biology, University of Ottawa, Ottawa, ON, Canada
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Smith GJ, McDowell RW, Condron LM, Daly K, Ó hUallacháin D, Fenton O. Phosphorus and iron-oxide transport from a hydrologically isolated grassland hillslope. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2023; 329:117008. [PMID: 36584514 DOI: 10.1016/j.jenvman.2022.117008] [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: 05/26/2022] [Revised: 12/06/2022] [Accepted: 12/08/2022] [Indexed: 06/17/2023]
Abstract
Dissolved reactive phosphorus (DRP) loss from agricultural soils can negatively affect water quality. Shallow subsurface pathways can dominate P losses in grassland soils, especially in wetter months when waterlogging is common. This study investigated the processes controlling intra- and inter-event and seasonal DRP losses from poorly drained permanent grassland hillslope plots. Temporal flow related water samples were taken from surface runoff and subsurface (in-field pipe) discharge, analysed, and related to the likelihood of anaerobic conditions and redoximorphic species including nitrate (NO3-) over time. Subsurface drainage accounted for 89% of total losses. Simple linear regression and correlation matrices showed positive relationships between DRP and iron and soil moisture deficit; and negative relationships between these three factors and NO3- concentrations in drainage. These data indicate that waterlogging and low NO3- concentrations control the release of P in drainage, potentially via reductive dissolution. The relationship between DRP and metal release was less obvious in surface runoff, as nutrients gathered from P-rich topsoil camoflaged redox reactions. The data suggest a threshold in NO3- concentrations that could exacerbate P losses, even in low P soils. Knowledge of how nutrients interact with soil drainage throughout the year can be used to better time soil N and P inputs via, for example, fertiliser or grazing to avoid to excessive P loss that could harm water quality.
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Affiliation(s)
- G J Smith
- Faculty of Agriculture and Life Sciences, P O Box 85084, Lincoln University, Lincoln 7647, Christchurch, New Zealand
| | - R W McDowell
- Faculty of Agriculture and Life Sciences, P O Box 85084, Lincoln University, Lincoln 7647, Christchurch, New Zealand; AgResearch, Lincoln Science Centre, Private Bag 4749, Christchurch, 8140, New Zealand.
| | - L M Condron
- Faculty of Agriculture and Life Sciences, P O Box 85084, Lincoln University, Lincoln 7647, Christchurch, New Zealand
| | - K Daly
- Teagasc Crops, Environment and Land Use Programme, Johnstown Castle, Wexford, Ireland
| | - D Ó hUallacháin
- Teagasc Crops, Environment and Land Use Programme, Johnstown Castle, Wexford, Ireland
| | - O Fenton
- Teagasc Crops, Environment and Land Use Programme, Johnstown Castle, Wexford, Ireland
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Law JY, Long LA, Kaleita A, Helmers M, Brendel C, van der Woude K, Soupir M. Stacked conservation practices reduce nitrogen loss: A paired watershed study. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2022; 302:114053. [PMID: 34741942 DOI: 10.1016/j.jenvman.2021.114053] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/21/2021] [Revised: 10/25/2021] [Accepted: 10/31/2021] [Indexed: 06/13/2023]
Abstract
Combinations of best management practices (BMPs) are needed to achieve nutrient reduction goals in the Mississippi/Atchafalaya River Basin (MARB), but field results are crucial to encourage stacked adoption of BMPs. A paired catchment-scale study (2015-18) was done to assess the impact of (i) BMPs, (ii) precipitation patterns, and (iii) seasonality on nitrogen (N) export. Flow-weighted samples were collected and analyzed for total ammonia nitrogen (TAN), nitrate (NO3-N), and total nitrogen (TN). Catchments Low-BMP 11 and High-BMP 12 had 27.6% and 87.6% areal coverage of BMPs, respectively. No significant difference (p > 0.05) in TAN concentrations was found between Low-BMP 11 (0.023 mg L-1) and High-BMP 12 (0.020 mg L-1). However, NO3-N and TN concentrations were significantly higher (p < 0.05) at Low-BMP 11 (NO3-N: 26.0 mg L-1, TN: 28.7 mg L-1) than at High-BMP 12 (NO3-N: 8.8 mg L-1, TN: 9.2 mg L-1). Two precipitation factors that affected N export patterns were observed. First, N flushing could continue for several years after a drought as elevated NO3-N concentrations were observed in 2015 (i.e., two years after the 2011-2013 drought). Second, higher annual N export was observed when more precipitation occurred during the pre-planting or early-growing season versus later periods. For both catchments, the highest 50% of flows were responsible for majority of the NO3-N export. We estimated that 33-37%, 61-62%, and 82-85% of the NO3-N loads occurred in the 90th, 75th, and 50th flow percentiles, respectively. As demonstrated in High-BMP 12, stacked BMP application effectively lowered NO3-N and TN loads by 60.3% and 59.1%, respectively, relative to Low-BMP 11. Although 27.6% BMP coverage area in Low-BMP 11 was considered low for this study, this coverage area is higher than many other parts of the MARB. This research highlights the importance of joint efforts between landowners in a watershed to meet downstream water quality goals.
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Affiliation(s)
- Ji Yeow Law
- Dep. of Agricultural and Biosystems Engineering, Iowa State University, 605 Bissell Rd, Ames IA, 50011, USA.
| | - Leigh Ann Long
- Dep. of Agricultural and Biosystems Engineering, Iowa State University, 605 Bissell Rd, Ames IA, 50011, USA
| | - Amy Kaleita
- Dep. of Agricultural and Biosystems Engineering, Iowa State University, 605 Bissell Rd, Ames IA, 50011, USA
| | - Matthew Helmers
- Dep. of Agricultural and Biosystems Engineering, Iowa State University, 605 Bissell Rd, Ames IA, 50011, USA
| | - Conrad Brendel
- Dep. of Agricultural and Biosystems Engineering, Iowa State University, 605 Bissell Rd, Ames IA, 50011, USA; Swedish Meteorological and Hydrological Institute, Folkborgsvägen 17, 601 76, Norrköping, Sweden
| | - Katherine van der Woude
- Dep. of Agricultural and Biosystems Engineering, Iowa State University, 605 Bissell Rd, Ames IA, 50011, USA; Dep. of Civil and Environmental Engineering, Colorado School of Mines, 1500 Illinois St. Golden, CO, 80401, USA
| | - Michelle Soupir
- Dep. of Agricultural and Biosystems Engineering, Iowa State University, 605 Bissell Rd, Ames IA, 50011, USA
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Dyck A, Robinson SA, Young SD, Renaud JB, Sabourin L, Lapen DR, Pick FR. The Effects of Ditch Management in Agroecosystems on Embryonic and Tadpole Survival, Growth, and Development of Northern Leopard Frogs (Lithobates pipiens). ARCHIVES OF ENVIRONMENTAL CONTAMINATION AND TOXICOLOGY 2021; 81:107-122. [PMID: 33944964 DOI: 10.1007/s00244-021-00836-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Accepted: 03/11/2021] [Indexed: 06/12/2023]
Abstract
Agricultural drainage ditches help remove excess water from fields and provide habitat for wildlife. Drainage ditch management, which includes various forms of vegetation clearing and sediment dredging, can variably affect the ecological function of these systems. To determine whether ditch conditions following dredging/vegetation clearing management affected the survival, growth, and development of embryos and tadpoles of northern leopard frogs (Lithobates pipiens), we conducted three field studies using in situ cages over 2 years. We measured nutrients, pesticides, and other water quality properties in vegetated/unmanaged (i.e., no clearing or dredging) and newly cleared/dredged (i.e., treeless, then dredged), clay-bottomed drainage ditches in a river basin in Eastern Ontario, Canada. Nutrients, atrazine, and total neonicotinoid concentrations were generally lower at the cleared/dredged sites, whereas glyphosate was at higher concentrations. In contrast, water-quality variables measured in situ, particularly temperature, dissolved oxygen, and turbidity, tended to be higher in the cleared/dredged sites. Total phosphorous and total organic carbon concentrations at all sites were above the recommended limits for amphibian assays. No significant differences were detected in the survival, hatching success, or development of embryos among the ditch management treatments, but premature hatching was observed at one vegetated/unmanaged site where high specific conductivity may have been formative. We found the cleared/dredged sites supported earlier tadpole growth and development, likely as a result of the higher water temperatures. Increased temperature may have offset other growth/development stressors, such as those related to water chemistry. However, the long-term consequences of these differences on amphibian populations requires further study.
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Affiliation(s)
- Amber Dyck
- Department of Biology, University of Ottawa, Ottawa, ON, Canada
| | - Stacey A Robinson
- Ecotoxicology and Wildlife Health Division, Wildlife and Landscape Science Directorate, Science and Technology Branch, National Wildlife Research Centre, Environment and Climate Change Canada, 1125 Colonel By Drive, Ottawa, ON, K1A 0H3, Canada.
| | - Sarah D Young
- Ecotoxicology and Wildlife Health Division, Wildlife and Landscape Science Directorate, Science and Technology Branch, National Wildlife Research Centre, Environment and Climate Change Canada, 1125 Colonel By Drive, Ottawa, ON, K1A 0H3, Canada
| | - Justin B Renaud
- London Research and Development Centre, Agriculture and Agri-Food Canada, London, ON, Canada
| | - Lyne Sabourin
- London Research and Development Centre, Agriculture and Agri-Food Canada, London, ON, Canada
| | - David R Lapen
- Ottawa Research and Development Centre, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
| | - Frances R Pick
- Department of Biology, University of Ottawa, Ottawa, ON, Canada
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Martin JF, Kalcic MM, Aloysius N, Apostel AM, Brooker MR, Evenson G, Kast JB, Kujawa H, Murumkar A, Becker R, Boles C, Confesor R, Dagnew A, Guo T, Long CM, Muenich RL, Scavia D, Redder T, Robertson DM, Wang YC. Evaluating management options to reduce Lake Erie algal blooms using an ensemble of watershed models. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2021; 280:111710. [PMID: 33308931 DOI: 10.1016/j.jenvman.2020.111710] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Revised: 11/20/2020] [Accepted: 11/21/2020] [Indexed: 06/12/2023]
Abstract
Reducing harmful algal blooms in Lake Erie, situated between the United States and Canada, requires implementing best management practices to decrease nutrient loading from upstream sources. Bi-national water quality targets have been set for total and dissolved phosphorus loads, with the ultimate goal of reaching these targets in 9-out-of-10 years. Row crop agriculture dominates the land use in the Western Lake Erie Basin thus requiring efforts to mitigate nutrient loads from agricultural systems. To determine the types and extent of agricultural management practices needed to reach the water quality goals, we used five independently developed Soil and Water Assessment Tool models to evaluate the effects of 18 management scenarios over a 10-year period on nutrient export. Guidance from a stakeholder group was provided throughout the project, and resulted in improved data, development of realistic scenarios, and expanded outreach. Subsurface placement of phosphorus fertilizers, cover crops, riparian buffers, and wetlands were among the most effective management options. But, only in one realistic scenario did a majority (3/5) of the models predict that the total phosphorus loading target would be met in 9-out-of-10 years. Further, the dissolved phosphorus loading target was predicted to meet the 9-out-of-10-year goal by only one model and only in three scenarios. In all scenarios evaluated, the 9-out-of-10-year goal was not met based on the average of model predictions. Ensemble modeling revealed general agreement about the effects of several practices although some scenarios resulted in a wide range of uncertainty. Overall, our results demonstrate that there are multiple pathways to approach the established water quality goals, but greater adoption rates of practices than those tested here will likely be needed to attain the management targets.
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Affiliation(s)
- Jay F Martin
- Department of Food, Agricultural, and Biological Engineering, The Ohio State University, Columbus, OH, 43210, United States; Sustainability Institute, The Ohio State University, Columbus, OH, 43210, United States
| | - Margaret M Kalcic
- Department of Food, Agricultural, and Biological Engineering, The Ohio State University, Columbus, OH, 43210, United States
| | - Noel Aloysius
- Department of Biomedical, Biological & Chemical Engineering, and School of Natural Resources, University of Missouri, Columbia, MO, 65211, United States
| | - Anna M Apostel
- Department of Food, Agricultural, and Biological Engineering, The Ohio State University, Columbus, OH, 43210, United States
| | - Michael R Brooker
- Department of Food, Agricultural, and Biological Engineering, The Ohio State University, Columbus, OH, 43210, United States.
| | - Grey Evenson
- Department of Food, Agricultural, and Biological Engineering, The Ohio State University, Columbus, OH, 43210, United States
| | - Jeffrey B Kast
- Department of Food, Agricultural, and Biological Engineering, The Ohio State University, Columbus, OH, 43210, United States
| | - Haley Kujawa
- Department of Food, Agricultural, and Biological Engineering, The Ohio State University, Columbus, OH, 43210, United States
| | - Asmita Murumkar
- Department of Food, Agricultural, and Biological Engineering, The Ohio State University, Columbus, OH, 43210, United States
| | - Richard Becker
- Department of Environmental Sciences, University of Toledo, Toledo, OH, 43606, United States
| | | | - Remegio Confesor
- National Center for Water Quality Research, Heidelberg University, Tiffin, OH, 44883, United States
| | - Awoke Dagnew
- Environmental Consulting and Technology, Inc., Ann Arbor, MI, 48105, United States
| | - Tian Guo
- National Center for Water Quality Research, Heidelberg University, Tiffin, OH, 44883, United States
| | - Colleen M Long
- Water Center, Graham Sustainability Institute, University of Michigan, Ann Arbor, MI, 48104, United States
| | - Rebecca L Muenich
- School of Sustainable Engineering and the Built Environment, Arizona State University, Tempe, AZ, 85281, United States
| | - Donald Scavia
- School for Environment and Sustainability, University of Michigan, Ann Arbor, MI, 48104, United States
| | - Todd Redder
- LimnoTech, Ann Arbor, MI, 48108, United States
| | - Dale M Robertson
- Upper Midwest Water Science Center, US Geological Survey (USGS), Middleton, WI, 53562, United States
| | - Yu-Chen Wang
- Water Center, Graham Sustainability Institute, University of Michigan, Ann Arbor, MI, 48104, United States
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Singh A. Soil salinization management for sustainable development: A review. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2021; 277:111383. [PMID: 33035935 DOI: 10.1016/j.jenvman.2020.111383] [Citation(s) in RCA: 93] [Impact Index Per Article: 23.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/20/2020] [Revised: 09/09/2020] [Accepted: 09/20/2020] [Indexed: 05/23/2023]
Abstract
The expansion of irrigated agriculture is of paramount importance to feed the burgeoning global population. However, without proper management, this expansion can result in environmental problems of irrigation-induced soil salinization. A recent FAO estimate reported that a large portion of total global soil resources are degraded and this problem is persistently expanding. Many irrigated areas of the world are facing the twin problems of soil salinization and waterlogging and presently over 20% of the total global irrigated area is negatively affected by these problems. And, if left unattended, this problem could expand to over 50% of the total global irrigated areas by 2050. The proper management of the aforementioned soil salinization is imperative for achieving most of the Sustainable Development Goals (SDGs) of the United Nations. For example, soil salinization management is vital for achieving the 'Zero Hunger' (SDG2) and 'Life on Land' (SDG15) among other SDGs. This paper provides a comprehensive review of different measures used for managing the environmental problems of soil salinization. All the possible sources of related and up to date literature have been accessed and over 250 publications were collected and thoroughly analyzed for this review. The centrality of the environmental problems is provided. The background of the problems, managing rising water table to control soil salinization, the role of drainage frameworks, the conjunctive use of diverse water sources, utilization of numerical models, and the use of remote sensing and GIS systems are described. And the application of the aforementioned techniques and methods in various case study regions across the globe are discussed which is followed by discussion and research gaps. Derived from the literature analysis and based on the identified research gaps, some key recommendations for future research have been made which could be useful for the stakeholders. The literature analysis revealed that an all-inclusive approach for dealing with the aforesaid environmental problems has been barely considered in the previous studies. Similarly, the continuing impacts of growing salt-tolerant plants on soil characteristics and the environment in total have not been widely considered in the previous investigations. Likewise, better irrigation practices and improved cropping systems along with the long-term environmental impacts of a particular approach has not been extensively covered in these studies. Also, previous studies have scarcely incorporated economic, social, and environmental aspects of the salinization problem altogether in their analysis. The analysis suggested that an inclusive feedback-supported simulation model for managing soil salinization should be considered in future research as the existing models scarcely considered some vital aspects of the problem. It is also suggested to enhance the sensing methods besides retrieval systems to facilitate direct detection of salinization and waterlogging parameters at large-scales. The existing time-lag between occurrence and recording of various data is also suggested to improve in the future scenario by the usage of information from multiple satellites that lessens the problems of spatial resolution by increasing the system efficiency.
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Affiliation(s)
- Ajay Singh
- Agricultural and Food Engineering Department, Indian Institute of Technology, Kharagpur, West Bengal, 721302, India.
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Using Artificial Neural Networks and Remotely Sensed Data to Evaluate the Relative Importance of Variables for Prediction of Within-Field Corn and Soybean Yields. REMOTE SENSING 2020. [DOI: 10.3390/rs12142230] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Crop yield prediction prior to harvest is important for crop income and insurance projections, and for evaluating food security. Yet, modeling crop yield is challenging because of the complexity of the relationships between crop growth and predictor variables, especially at the field scale. In this study, an artificial neural network (ANN) method was used: (1) to evaluate the relative importance of predictor variables for the prediction of within-field corn and soybean end-of-season yield and (2) to evaluate the performance of the ANN models with a minimal optimized variable dataset for their capacity to predict corn and soybean yield over multiple years at the within-field level. Several satellite derived vegetation indices (normalized difference vegetation index—NDVI, red edge NDVI and simple ratio—SR) and elevation derived variables (slope, flow accumulation, aspect) were used as crop yield predictor variables, hypothesizing that the different variables reflect different crop and site conditions. The study identified the SR index and the slope as the most important predictor variables for both crop types during two training and testing years (2011, 2012). The dates of the most important SR images, however, were different for the two crop types and corresponded to their critical crop developmental stages (phenology). The relative mean absolute errors were overall smaller for corn compared to soybean: all of the 2011 corn study fields had errors below 10%; 75% of the fields had errors below 10% in 2012. The errors were more variable for soybean. In 2011, 37% of the fields had errors below 10%, while in 2012, 100% of the fields had errors below 20%. The results are promising and can provide yield estimates at the farm level, which could be useful in refining broader scale (e.g., county, region) yield projections.
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Wilkes G, Sunohara MD, Topp E, Gottschall N, Craiovan E, Frey SK, Lapen DR. Do reductions in agricultural field drainage during the growing season impact bacterial densities and loads in small tile-fed watersheds? WATER RESEARCH 2019; 151:423-438. [PMID: 30639728 DOI: 10.1016/j.watres.2018.11.074] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/27/2018] [Revised: 11/20/2018] [Accepted: 11/27/2018] [Indexed: 06/09/2023]
Abstract
Predicting bacterial levels in watersheds in response to agricultural beneficial management practices (BMPs) requires understanding the germane processes at both the watershed and field scale. Controlling subsurface tile drainage (CTD) is a highly effective BMP at reducing nutrient losses from fields, and watersheds when employed en masse, but little work has been conducted on CTD effects on bacterial loads and densities in a watershed context. This study compared fecal indicator bacteria (FIB) [E. coli, Enterococcus, Fecal coliform, Total coliform, Clostridium perfringens] densities and unit area loads (UAL) from a pair of flat tile-drained watersheds (∼250-467 ha catchment areas) during the growing season over a 10-year monitoring period, using a before-after-control-impact (BACI) design (i.e., test CTD watershed vs. reference uncontrolled tile drainage (UCTD) watershed during a pre CTD intervention period and a CTD-intervention period where the test CTD watershed had CTD deployed on over 80% of the fields). With no tile drainage management, upstream tile drainage to ditches comprised ∼90% of total ditch discharge. We also examined FIB loads from a subset of tile drained fields to determine field load contributions to the watershed drainage ditches. Statistical evidence of a CTD effect on FIB UAL in the surface water systems was not strong; however, there was statistical evidence of increased FIB densities [pronounced when E. coli >200 most probable number (MPN) 100 mL-1] in the test CTD watershed during the CTD-intervention period. This was likely a result of reduced dilution/flushing in the test CTD watershed ditch due to CTD significantly decreasing the amount of tile drainage water entering the surface water system. Tile E. coli load contributions to the ditches were low; for example, during the 6-yr CTD-intervention period they amounted to on average only ∼3 and ∼9% of the ditch loads for the test CTD and reference UCTD watersheds, respectively. This suggests in-stream, or off-field FIB reservoirs and bacteria mobilization drivers, dominated ditch E. coli loads in the watersheds during the growing season. Overall, this study suggested that decision making regarding deployment of CTD en masse in tile-fed watersheds should consider drainage practice effects on bacterial densities and loads, as well as CTD's documented capacity to boost crop yields and reduce seasonal nutrient pollution.
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Affiliation(s)
- G Wilkes
- Ottawa Research and Development Centre, Agriculture and Agri-Food Canada, Ottawa, ONT, K1A 0C6, Canada
| | - M D Sunohara
- Ottawa Research and Development Centre, Agriculture and Agri-Food Canada, Ottawa, ONT, K1A 0C6, Canada
| | - E Topp
- London Research and Development Centre, Agriculture and Agri-Food Canada, London, ONT, N5V 4T3, Canada
| | - N Gottschall
- Ottawa Research and Development Centre, Agriculture and Agri-Food Canada, Ottawa, ONT, K1A 0C6, Canada
| | - E Craiovan
- Ottawa Research and Development Centre, Agriculture and Agri-Food Canada, Ottawa, ONT, K1A 0C6, Canada
| | - S K Frey
- Aquanty Inc, Waterloo, ONT, N2L 5C6, Canada; Ottawa Research and Development Centre, Agriculture and Agri-Food Canada, Ottawa, ONT, K1A 0C6, Canada
| | - D R Lapen
- Ottawa Research and Development Centre, Agriculture and Agri-Food Canada, Ottawa, ONT, K1A 0C6, Canada.
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Collins SJ, Bellingham L, Mitchell GW, Fahrig L. Life in the slow drain: Landscape structure affects farm ditch water quality. THE SCIENCE OF THE TOTAL ENVIRONMENT 2019; 656:1157-1167. [PMID: 30625647 DOI: 10.1016/j.scitotenv.2018.11.400] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2018] [Revised: 11/04/2018] [Accepted: 11/26/2018] [Indexed: 06/09/2023]
Abstract
Agrichemical contamination is a major threat to aquatic ecosystems in farmland. There is a need to better understand the influence of the surrounding landscape on farm wetlands to recommend land management options that minimize water quality impacts from agricultural practices. We tested hypothesized relationships between landscape structure and multiple water quality measures in farm drainage ditches in a multi-landscape study in Eastern Ontario, Canada. We measured physicochemical water quality (levels of atrazine, glyphosate, neonicotinoid insecticides, inorganic nitrogen, and dissolved oxygen), and biological water quality indicators (aquatic macroinvertebrate richness, leaf litter decomposition, and Ceriodaphnia dubia population responses) in 27 farm ditches, and measured the amounts of forest cover and high-intensity crop cover (landscape composition), and field edge cover (landscape configuration) in 1-km radius landscapes surrounding each ditch sampling site. We used confirmatory path analysis to simultaneously model the direct and indirect relationships between the landscape predictors and water quality variables. Landscape composition measures were the strongest predictors of water quality: pesticides decreased as surrounding forest cover increased, and nitrogen increased with increasing amounts of high-intensity crop cover. Crop cover was also indirectly negatively related to macroinvertebrate richness via its effects on nitrogen and dissolved oxygen. We found no effects of landscape configuration on agrichemical levels, but there was some support for a positive relationship between macroinvertebrate richness and field edge cover. Our results indicate that aquatic macroinvertebrate richness is strongly impacted by fertilizer use in our region, and that macroinvertebrate richness is a more sensitive biotic indicator of farmland water quality than leaf litter decomposition or C. dubia responses. We conclude that, in our region, landscape management to improve farmland water quality should focus primarily on landscape composition. Such management should aim to increase amounts of non-crop cover such as forest, and reduce amounts of crop cover with high agrichemical inputs.
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Affiliation(s)
- Sara J Collins
- Geomatics and Landscape Ecology Research Laboratory, Carleton University, Ottawa, Ontario K1S 5B6, Canada.
| | - Lindsay Bellingham
- Geomatics and Landscape Ecology Research Laboratory, Carleton University, Ottawa, Ontario K1S 5B6, Canada
| | - Greg W Mitchell
- Wildlife Research Division, National Wildlife Research Center, Environment and Climate Change Canada, Ottawa, Ontario K1H 0H3, Canada
| | - Lenore Fahrig
- Geomatics and Landscape Ecology Research Laboratory, Carleton University, Ottawa, Ontario K1S 5B6, Canada
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11
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Chen W, Wilkes G, Khan IUH, Pintar KDM, Thomas JL, Lévesque CA, Chapados JT, Topp E, Lapen DR. Aquatic Bacterial Communities Associated With Land Use and Environmental Factors in Agricultural Landscapes Using a Metabarcoding Approach. Front Microbiol 2018; 9:2301. [PMID: 30425684 PMCID: PMC6218688 DOI: 10.3389/fmicb.2018.02301] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2018] [Accepted: 09/10/2018] [Indexed: 12/30/2022] Open
Abstract
This study applied a 16S rRNA gene metabarcoding approach to characterize bacterial community compositional and functional attributes for surface water samples collected within, primarily, agriculturally dominated watersheds in Ontario and Québec, Canada. Compositional heterogeneity was best explained by stream order, season, and watercourse discharge. Generally, community diversity was higher at agriculturally dominated lower order streams, compared to larger stream order systems such as small to large rivers. However, during times of lower relative water flow and cumulative 2-day rainfall, modestly higher relative diversity was found in the larger watercourses. Bacterial community assemblages were more sensitive to environmental/land use changes in the smaller watercourses, relative to small-to-large river systems, where the proximity of the sampled water column to bacteria reservoirs in the sediments and adjacent terrestrial environment was greater. Stream discharge was the environmental variable most significantly correlated (all positive) with bacterial functional groups, such as C/N cycling and plant pathogens. Comparison of the community structural similarity via network analyses helped to discriminate sources of bacteria in freshwater derived from, for example, wastewater treatment plant effluent and intensity and type of agricultural land uses (e.g., intensive swine production vs. dairy dominated cash/livestock cropping systems). When using metabarcoding approaches, bacterial community composition and coexisting pattern rather than individual taxonomic lineages, were better indicators of environmental/land use conditions (e.g., upstream land use) and bacterial sources in watershed settings. Overall, monitoring changes and differences in aquatic microbial communities at regional and local watershed scales has promise for enhancing environmental footprinting and for better understanding nutrient cycling and ecological function of aquatic systems impacted by a multitude of stressors and land uses.
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Affiliation(s)
- Wen Chen
- Ottawa Research and Development Center, Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
| | - Graham Wilkes
- Ottawa Research and Development Center, Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
| | - Izhar U H Khan
- Ottawa Research and Development Center, Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
| | | | - Janis L Thomas
- Ontario Ministry of the Environment and Climate Change, Environmental Monitoring and Reporting Branch, Toronto, ON, Canada
| | - C André Lévesque
- Ottawa Research and Development Center, Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
| | - Julie T Chapados
- Ottawa Research and Development Center, Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
| | - Edward Topp
- London Research and Development Centre, Science and Technology Branch, Agriculture and Agri-Food Canada, London, ON, Canada
| | - David R Lapen
- Ottawa Research and Development Center, Science and Technology Branch, Agriculture and Agri-Food Canada, Ottawa, ON, Canada
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12
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McCrackin ML, Cooter EJ, Dennis RL, Harrison JA, Compton JE. Alternative futures of dissolved inorganic nitrogen export from the Mississippi River Basin: influence of crop management, atmospheric deposition, and population growth. BIOGEOCHEMISTRY 2017; 133:263-277. [PMID: 30505046 PMCID: PMC6260936 DOI: 10.1007/s10533-017-0331-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2016] [Accepted: 04/03/2017] [Indexed: 06/08/2023]
Abstract
Nitrogen (N) export from the Mississippi River Basin contributes to seasonal hypoxia in the Gulf of Mexico (GOM). We explored monthly dissolved inorganic N (DIN) export to the GOM for a historical year (2002) and two future scenarios (year 2022) by linking macroeonomic energy, agriculture market, air quality, and agriculture land management models to a DIN export model. Future scenarios considered policies aimed at encouraging bioenergy crop production and reducing atmospheric N-emissions, as well as the effect of population growth and the states' infrastructure plans on sewage fluxes. Model-derived DIN export decreased by about 9% (from 279 to 254 kg N km-2 year-1) between 2002 and 2022 due to a 28% increase in area planted with corn, 24% improvement in crop N-recovery efficiency (NRE, to 0.52), 22% reduction in atmospheric N deposition, and 23% increase in sewage inputs. Changes in atmospheric and sewage inputs had a relatively small effect on DIN export and the effect of bioenergy crop production depended on nutrient management practices. Without improved NRE, increased production of corn would have increased DIN export by about 14% (to 289 kg N km-2 year-1) between 2002 and 2022. Model results suggest that meeting future crop demand while reducing the areal extent of hypoxia could require aggressive actions, such improving basin-level crop NRE to 0.62 or upgrading N-removal capabilities in waste water treatment plants beyond current plans. Tile-drained cropland could contribute up to half of DIN export; thus, practices that reduce N losses from tile drains could also have substantial benefit.
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Affiliation(s)
- Michelle L. McCrackin
- School of the Environment, Washington State University, Vancouver, WA USA
- Present Address: Baltic Sea Centre, Stockholm University, Stockholm, Sweden
| | - Ellen J. Cooter
- Office of Research and Development, National Exposure Research Lab, U. S. Environmental Protection Agency, Research Triangle Park, NC USA
| | - Robin L. Dennis
- Office of Research and Development, National Exposure Research Lab, U. S. Environmental Protection Agency, Research Triangle Park, NC USA
| | - John A. Harrison
- School of the Environment, Washington State University, Vancouver, WA USA
| | - Jana E. Compton
- Office of Research and Development, National Health and Environmental Effects Research Laboratory, Western Ecology Division, U. S. Environmental Protection Agency, Corvallis, OR USA
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Sanford JR, Larson RA. Evaluation of Phosphorus Filter Media for an Inline Subsurface Drainage Treatment System. JOURNAL OF ENVIRONMENTAL QUALITY 2016; 45:1919-1925. [PMID: 27898781 DOI: 10.2134/jeq2016.01.0038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Subsurface drainage from agricultural land has been identified as a contributor of both N and P into surface waters, leading to water quality degradation and eutrophication. This study evaluates the ability of P sorption media (PSM; expanded shale, expanded clay, furnace slag, and natural soil) to sorb P in both batch and column tests. Batch sorption tests estimated sorption of 3.4, 1.2, and 0.5 g P kg for expanded shale, expanded clay, and natural soil, respectively. Furnace slag sorption was evaluated for fine (FS), small (FS), and large (FS) particle sizes, with estimated sorption of 6.8, 5.1, and 3.8 g P kg, respectively. Phosphorus removal for the three furnace slag particle sizes and natural soil were tested in flow-through columns operated at residence times of 50, 17, and 7 s. A decrease in residence time reduced P removal in all columns evaluated. Following all trials, the average P removal from influent was 50% for FS, followed by 27% for FS (furnace slag-coated pea gravel), 22% for FS, and 6% for sandy loam-coated pea gravel. The data from this study provides crucial information for developing and sizing an inline tile drainage treatment system to remove P from tile drainage outlets before reaching surface waters.
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