Advancing lake and reservoir water quality management with near-term, iterative ecological forecasting

被引:46
|
作者
Carey, Cayelan C. [1 ]
Woelmer, Whitney M. [1 ]
Lofton, Mary E. [1 ]
Figueiredo, Renato J. [2 ]
Bookout, Bethany J. [1 ]
Corrigan, Rachel S. [3 ]
Daneshmand, Vahid [2 ]
Hounshell, Alexandria G. [1 ]
Howard, Dexter W. [1 ]
Lewis, Abigail S. L. [1 ]
McClure, Ryan P. [1 ]
Wander, Heather L. [1 ]
Ward, Nicole K. [1 ]
Thomas, R. Quinn [3 ]
机构
[1] Virginia Tech, Dept Biol Sci, 926 W Campus Dr, Blacksburg, VA 24061 USA
[2] Univ Florida, Dept Elect & Comp Engn, Gainesville, FL USA
[3] Virginia Tech, Dept Forest Resources & Environm Conservat, Blacksburg, VA USA
基金
美国国家科学基金会;
关键词
data assimilation; FAIR data principles; FLARE; human-centered design; quantified uncertainty; real-time forecast; HYPOLIMNETIC OXYGENATION; DATA ASSIMILATION; MODEL; OPPORTUNITIES; UNCERTAINTY; CHALLENGES; ENSEMBLE; CARBON;
D O I
10.1080/20442041.2020.1816421
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Near-term, iterative ecological forecasts with quantified uncertainty have great potential for improving lake and reservoir management. For example, if managers received a forecast indicating a high likelihood of impending impairment, they could make decisions today to prevent or mitigate poor water quality in the future. Increasing the number of automated, real-time freshwater forecasts used for management requires integrating interdisciplinary expertise to develop a framework that seamlessly links data, models, and cyberinfrastructure, as well as collaborations with managers to ensure that forecasts are embedded into decision-making workflows. The goal of this study is to advance the implementation of near-term, iterative ecological forecasts for freshwater management. We first provide an overview of FLARE (Forecasting Lake And Reservoir Ecosystems), a forecasting framework we developed and applied to a drinking water reservoir to assist water quality management, as a potential open-source option for interested users. We used FLARE to develop scenario forecasts simulating different water quality interventions to inform manager decision-making. Second, we share lessons learned from our experience developing and running FLARE over 2 years to inform other forecasting projects. We specifically focus on how to develop, implement, and maintain a forecasting system used for active management. Our goal is to break down the barriers to forecasting for freshwater researchers, with the aim of improving lake and reservoir management globally.
引用
收藏
页码:107 / 120
页数:14
相关论文
共 50 条
  • [21] A combined watershed-water quality modeling analysis of the Lake Waco reservoir: I. Calibration and confirmation of predicted water quality
    White, Joseph D.
    Prochnow, Shane J.
    Filstrup, Chris T.
    Scott, J. Thad
    Byars, Bruce W.
    Zygo-Flynn, Lisa
    LAKE AND RESERVOIR MANAGEMENT, 2010, 26 (02) : 147 - 158
  • [22] Forecasting Lake Nokoué Water Levels Using Long Short-Term Memory Network
    Dabire, Namwinwelbere
    Ezin, Eugene C.
    Firmin, Adandedji M.
    HYDROLOGY, 2024, 11 (10)
  • [23] Elman's Recurrent Neural Network Applied to Forecasting the Quality Of Water Diversion in the Water Source Of Lake Taihu
    Wang, Heyi
    Gao, Yi
    BIOLOGY, ENVIRONMENT AND CHEMISTRY, 2011, : 283 - 288
  • [24] Seasonal Streamflow Forecasting for Fresh Water Reservoir Management in the Netherlands: An Assessment of Multiple Prediction Systems
    Urkmans, Ruud T. W. L. H.
    Urk, Bart Van den H.
    Chmeits, Maurice S.
    Etterhall, Fredrik W.
    Echlivanidis, Ilias G. P.
    JOURNAL OF HYDROMETEOROLOGY, 2023, 24 (07) : 1275 - 1290
  • [25] Adaptive water demand forecasting for near real-time management of smart water distribution systems
    Romano, Michele
    Kapelan, Zoran
    ENVIRONMENTAL MODELLING & SOFTWARE, 2014, 60 : 265 - 276
  • [26] Accumulation of organics in a water supply reservoir: Its cause, characteristics and implication on water quality management
    Kim, S. W.
    Hong, S. K.
    Choi, E.
    DESALINATION AND WATER TREATMENT, 2009, 2 (1-3) : 108 - 112
  • [27] Multidecadal water quality deterioration in the largest freshwater lake in China (Poyang Lake): Implications on eutrophication management
    Li, Bing
    Yang, Guishan
    Wan, Rongrong
    ENVIRONMENTAL POLLUTION, 2020, 260
  • [28] Evaluating and improving the simulation of channel and reservoir processes for streamflow and water quality modelling in the Lake Erie watersheds
    Kaur, Amanpreet
    Paul, Pranesh Kumar
    Rudra, Ramesh
    Goel, Pradeep Kumar
    Daggupati, Prasad
    INTERNATIONAL JOURNAL OF RIVER BASIN MANAGEMENT, 2025,
  • [29] Pollution Source Investigation and Water Quality Management in the Carp Lake Watershed, Taiwan
    Yen, Chia-Hsien
    Chen, Ku-Fan
    Sheu, Yih-Terng
    Lin, Chi-Chwen
    Horng, Jao-Jia
    CLEAN-SOIL AIR WATER, 2012, 40 (01) : 24 - 33
  • [30] Impacts of climate change on hydrology and water quality: Future proofing management strategies in the Lake Simcoe watershed, Canada
    Crossman, J.
    Futter, M. N.
    Oni, S. K.
    Whitehead, P. G.
    Jin, L.
    Butterfield, D.
    Baulch, H. M.
    Dillon, P. J.
    JOURNAL OF GREAT LAKES RESEARCH, 2013, 39 (01) : 19 - 32