Evaluating management options to reduce Lake Erie algal blooms using an ensemble of watershed models

被引:32
作者
Martin, Jay F. [1 ,2 ]
Kalcic, Margaret M. [1 ]
Aloysius, Noel [3 ,4 ]
Apostel, Anna M. [1 ]
Brooker, Michael R. [1 ]
Evenson, Grey [1 ]
Kast, Jeffrey B. [1 ]
Kujawa, Haley [1 ]
Murumkar, Asmita [1 ]
Becker, Richard [5 ]
Boles, Chelsie [6 ]
Confesor, Remegio [7 ]
Dagnew, Awoke [8 ]
Guo, Tian [7 ]
Long, Colleen M. [9 ]
Muenich, Rebecca L. [10 ]
Scavia, Donald [11 ]
Redder, Todd [6 ]
Robertson, Dale M. [12 ]
Wang, Yu-Chen [9 ]
机构
[1] Ohio State Univ, Dept Food Agr & Biol Engn, Columbus, OH 43210 USA
[2] Ohio State Univ, Sustainabil Inst, Columbus, OH 43210 USA
[3] Univ Missouri, Dept Biomed Biol & Chem Engn, Columbia, MO 65211 USA
[4] Univ Missouri, Sch Nat Resources, Columbia, MO 65211 USA
[5] Univ Toledo, Dept Environm Sci, Toledo, OH 43606 USA
[6] LimnoTech, Ann Arbor, MI 48108 USA
[7] Heidelberg Univ, Natl Ctr Water Qual Res, Tiffin, OH 44883 USA
[8] Environm Consulting & Technol Inc, Ann Arbor, MI 48105 USA
[9] Univ Michigan, Graham Sustainabil Inst, Water Ctr, Ann Arbor, MI 48104 USA
[10] Arizona State Univ, Sch Sustainable Engn & Built Environm, Tempe, AZ 85281 USA
[11] Univ Michigan, Sch Environm & Sustainabil, Ann Arbor, MI 48104 USA
[12] US Geol Survey USGS, Upper Midwest Water Sci Ctr, Middleton, WI 53562 USA
关键词
Eutrophication; Phosphorus; Best management practices; SWAT;
D O I
10.1016/j.jenvman.2020.111710
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
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.
引用
收藏
页数:10
相关论文
共 45 条
  • [31] A Bayesian total uncertainty analysis framework for assessment of management practices using watershed models
    Tasdighi, Ali
    Arabi, Mazdak
    Harmel, Daren
    Line, Daniel
    ENVIRONMENTAL MODELLING & SOFTWARE, 2018, 108 : 240 - 252
  • [32] Using models to bridge the gap between land use and algal blooms: An example from the Loweswater catchment, UK
    Norton, Lisa
    Elliott, J. Alex
    Maberly, Stephen C.
    May, Linda
    ENVIRONMENTAL MODELLING & SOFTWARE, 2012, 36 : 64 - 75
  • [33] SEASONAL AND ANNUAL IMPACTS OF CLIMATE CHANGE ON WATERSHED RESPONSE USING AN ENSEMBLE OF GLOBAL CLIMATE MODELS
    Sheshukov, A. Y.
    Siebenmorgen, C. B.
    Douglas-Mankin, K. R.
    TRANSACTIONS OF THE ASABE, 2011, 54 (06) : 2209 - 2218
  • [34] Improving the performance of machine learning models for early warning of harmful algal blooms using an adaptive synthetic sampling method
    Kim, Jin Hwi
    Shin, Jae-Ki
    Lee, Hankyu
    Lee, Dong Hoon
    Kang, Joo-Hyon
    Cho, Kyung Hwa
    Lee, Yong-Gu
    Chon, Kangmin
    Baek, Sang-Soo
    Park, Yongeun
    WATER RESEARCH, 2021, 207
  • [35] Improved Prediction of Harmful Algal Blooms in Four Major South Korea's Rivers Using Deep Learning Models
    Lee, Sangmok
    Lee, Donghyun
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2018, 15 (07)
  • [36] Modeling the Impacts of Climate Change on Watershed Hydrology Using Climate and Hydrological Models: The Case of the Ziway Lake Watershed, Ethiopian Rift
    Mechal, Abraham
    Bayisa, Adula
    ENVIRONMENTAL MODELING & ASSESSMENT, 2024,
  • [37] EVALUATING POTENTIAL PHOSPHORUS MANAGEMENT IMPACTS IN THE LAKE EUCHA BASIN USING SWAT
    White, M. J.
    Storm, D. E.
    Busteed, P. R.
    Matlock, M. D.
    West, R. R.
    TRANSACTIONS OF THE ASABE, 2011, 54 (03) : 827 - 835
  • [38] Management Options to Improve Water Quality in Lake Peipsi: Insights from Large Scale Models and Remote Sensing
    Fink, Gabriel
    Burke, Sophia
    Simis, Stefan G. H.
    Kangur, Kuelli
    Kutser, Tiit
    Mulligan, Mark
    WATER RESOURCES MANAGEMENT, 2020, 34 (07) : 2241 - 2254
  • [39] Management Options to Improve Water Quality in Lake Peipsi: Insights from Large Scale Models and Remote Sensing
    Gabriel Fink
    Sophia Burke
    Stefan G. H. Simis
    Külli Kangur
    Tiit Kutser
    Mark Mulligan
    Water Resources Management, 2020, 34 : 2241 - 2254
  • [40] Tracking spatio-temporal dynamics of harmful algal blooms using long-term MODIS observations of Chaohu Lake in China from 2000 to 2021
    Zhou, Ting
    Li, Yan
    Jiang, Bo
    Alatalo, Juha M.
    Li, Chen
    Ni, Cheng
    ECOLOGICAL INDICATORS, 2023, 146