Modeling framework for representing long-term effectiveness of best management practices in addressing hydrology and water quality problems: Framework development and demonstration using a Bayesian method

Abstract Best management practices (BMPs) are popular approaches used to improve hydrology and water quality. Uncertainties in BMP effectiveness over time may result in overestimating long-term efficiency in watershed planning strategies. To represent varying long-term BMP effectiveness in hydrologic/water quality models, a high level and forward-looking modeling framework was developed. The components in the framework consist of establishment period efficiency, starting efficiency, efficiency for each storm event, efficiency between maintenance, and efficiency over the life cycle. Combined, they represent long-term efficiency for a specific type of practice and specific environmental concern (runoff/pollutant). An approach for possible implementation of the framework was discussed. The long-term impacts of grass buffer strips (agricultural BMP) and bioretention systems (urban BMP) in reducing total phosphorus were simulated to demonstrate the framework. Data gaps were captured in estimating the long-term performance of the BMPs. A Bayesian method was used to match the simulated distribution of long-term BMP efficiencies with the observed distribution with the assumption that the observed data represented long-term BMP efficiencies. The simulated distribution matched the observed distribution well with only small total predictive uncertainties. With additional data, the same method can be used to further improve the simulation results. The modeling framework and results of this study, which can be adopted in hydrologic/water quality models to better represent long-term BMP effectiveness, can help improve decision support systems for creating long-term stormwater management strategies for watershed management projects.

[1]  Jaana Uusi-Kämppä,et al.  Long-term monitoring of buffer zone efficiency under different cultivation techniques in boreal conditions , 2010 .

[2]  Garey A. Fox,et al.  Controlled laboratory experiments and modeling of vegetative filter strips with shallow water tables , 2018 .

[3]  Seyed Mohsen Sadatiyan Abkenar,et al.  Estimates of sediment trapping rates for two reservoirs in the Lake Erie watershed: Past and present scenarios , 2017 .

[4]  B. Engel,et al.  Comparison of Performance between Genetic Algorithm and SCE-UA for Calibration of SCS-CN Surface Runoff Simulation , 2014 .

[5]  Latif Kalin,et al.  Modelling effects of land use/cover changes under limited data , 2011 .

[6]  Minghua Zhang,et al.  Modeling effectiveness of agricultural BMPs to reduce sediment load and organophosphate pesticides in surface runoff. , 2011, The Science of the total environment.

[7]  L. Ahiablame,et al.  Modeling flood reduction effects of low impact development at a watershed scale. , 2016, Journal of environmental management.

[8]  Raghavan Srinivasan,et al.  Evaluating the Impact of Low Impact Development (LID) Practices on Water Quantity and Quality under Different Development Designs Using SWAT , 2017 .

[9]  Bernard A Engel,et al.  Retrofitting LID Practices into Existing Neighborhoods: Is It Worth It? , 2016, Environmental Management.

[10]  Margaret W. Gitau,et al.  Water Quality Indices as Tools for Decision Making and Management , 2016, Water Resources Management.

[11]  Patrizia Piro,et al.  Unsaturated hydraulic behaviour of a permeable pavement: Laboratory investigation and numerical analysis by using the HYDRUS-2D model , 2017 .

[12]  Andrew N. Sharpley,et al.  Effectiveness of Agricultural Best Management Practices in Reducing Phosphorous Loading to Lake Champlain , 2004 .

[13]  Christopher Potter,et al.  Modeling pesticide diuron loading from the San Joaquin watershed into the Sacramento-San Joaquin Delta using SWAT. , 2017, Water research.

[14]  S. Nadarajah,et al.  Extreme Value Distributions: Theory and Applications , 2000 .

[15]  Michael E. Dietz Low Impact Development Practices: A Review of Current Research and Recommendations for Future Directions , 2007 .

[16]  Nadia Carluer,et al.  Effect of surface and subsurface heterogeneity on the hydrological response of a grassed buffer zone , 2016 .

[17]  Robert G. Traver,et al.  Hydraulic evolution and total suspended solids capture of an infiltration trench , 2010 .

[18]  Allan D. Woodbury,et al.  Bayesian updating revisited , 1989 .

[19]  Indrajeet Chaubey,et al.  Comparison of Computer Models for Estimating Hydrology and Water Quality in an Agricultural Watershed , 2017, Water Resources Management.

[20]  A. R. Jarrett,et al.  A tool for estimating best management practice effectiveness for phosphorus pollution control , 2005 .

[21]  Bernard A. Engel,et al.  EVALUATION OF STRUCTURAL BEST MANAGEMENT PRACTICES 20 YEARS AFTER INSTALLATION: BLACK CREEK WATERSHED, INDIANA , 2004 .

[22]  Bernard A Engel,et al.  Enhancing a rainfall-runoff model to assess the impacts of BMPs and LID practices on storm runoff. , 2015, Journal of environmental management.

[23]  Bernard A Engel,et al.  Optimal selection and placement of green infrastructure to reduce impacts of land use change and climate change on hydrology and water quality: An application to the Trail Creek Watershed, Indiana. , 2016, The Science of the total environment.

[24]  Wenhui Kuang,et al.  Individual and combined effects of land use/cover and climate change on Wolf Bay watershed streamflow in southern Alabama , 2014 .

[25]  G. C. Tiao,et al.  Bayesian inference in statistical analysis , 1973 .

[26]  I. Chaubey,et al.  Effectiveness of Low Impact Development Practices: Literature Review and Suggestions for Future Research , 2012, Water, Air, & Soil Pollution.

[27]  D. Higdon,et al.  Accelerating Markov Chain Monte Carlo Simulation by Differential Evolution with Self-Adaptive Randomized Subspace Sampling , 2009 .

[28]  B. Engel,et al.  Evaluating the effectiveness of management practices on hydrology and water quality at watershed scale with a rainfall-runoff model. , 2015, The Science of the total environment.

[29]  Margaret A. Palmer,et al.  Nitrogen Removal by Stormwater Management Structures: A Data Synthesis , 2014 .

[30]  Patrizia Piro,et al.  A comprehensive numerical analysis of the hydraulic behavior of a permeable pavement , 2016 .

[31]  Christian Stamm,et al.  Future agriculture with minimized phosphorus losses to waters: Research needs and direction , 2015, AMBIO.

[32]  Robert G. Traver,et al.  Long-Term Orthophosphate Removal in a Field-Scale Storm-Water Bioinfiltration Rain Garden , 2012 .

[33]  Bernard A Engel,et al.  Urbanization impacts on surface runoff of the contiguous United States. , 2017, Journal of environmental management.

[34]  Gerhard Kammerer,et al.  Hydraulic Performance and Pollutant Concentration Profile in a Stormwater Runoff Filtration Systems , 2015, Water, Air, & Soil Pollution.

[35]  Indrajeet Chaubey,et al.  Sensitivity and Uncertainty Analysis of the L-THIA-LID 2.1 Model , 2016, Water Resources Management.

[36]  Bahram Gharabaghi,et al.  Event-based total suspended sediment particle size distribution model , 2016 .

[37]  Bernard A. Engel,et al.  Optimal selection and placement of BMPs and LID practices with a rainfall-runoff model , 2016, Environ. Model. Softw..

[38]  Donald W. Meals,et al.  Watershed-scale response to agricultural diffuse pollution control programs in Vermont, USA , 1996 .

[39]  J. Vrugt,et al.  A formal likelihood function for parameter and predictive inference of hydrologic models with correlated, heteroscedastic, and non‐Gaussian errors , 2010 .

[40]  A. R. Jarrett,et al.  Evaluating bioretention hydrology and nutrient removal at three field sites in North Carolina , 2006 .

[41]  L. Kalin,et al.  Combined and synergistic effects of climate change and urbanization on water quality in the Wolf Bay watershed, southern Alabama. , 2017, Journal of environmental sciences.

[42]  Margaret Greenway,et al.  Phosphorus Retention by Bioretention Mesocosms Using Media Formulated for Phosphorus Sorption: Response to Accelerated Loads , 2011 .

[43]  John S. Gulliver,et al.  Maintenance of Stormwater BMPs: Frequency, Effort and Cost , 2008 .

[44]  Indrajeet Chaubey,et al.  A Tool for Estimating Best Management Practice Effectiveness in Arkansas , 2006 .

[45]  Thomas Harter,et al.  Assessing the effectiveness of drywells as tools for stormwater management and aquifer recharge and their groundwater contamination potential , 2016 .

[46]  Guilherme Fernandes Marques,et al.  The economic value of the flow regulation environmental service in a Brazilian urban watershed , 2017 .

[47]  Minghua Zhang,et al.  Predicting pesticide removal efficacy of vegetated filter strips: A meta-regression analysis. , 2016, The Science of the total environment.

[48]  Xixi Lu,et al.  Sustainable urban stormwater management in the tropics: an evaluation of Singapore's ABC Waters Program , 2016 .

[49]  Kyoung Jae Lim,et al.  Regional Calibration of SCS-CN L-THIA Model: Application for Ungauged Basins , 2014 .

[50]  D. Meals,et al.  Lag time in water quality response to best management practices: a review. , 2010, Journal of environmental quality.

[51]  Raghavan Srinivasan,et al.  Evaluating Various Low-Impact Development Scenarios for Optimal Design Criteria Development , 2017 .

[52]  Robert G. Traver,et al.  Multiyear and Seasonal Variation of Infiltration from Storm-Water Best Management Practices , 2008 .

[53]  Mazdak Arabi,et al.  Modeling long-term water quality impact of structural BMPs , 2006 .

[54]  J. P. Leitão,et al.  Identifying the best locations to install flow control devices in sewer networks to enable in-sewer storage , 2018 .

[55]  Bernard A Engel,et al.  Optimal implementation of green infrastructure practices to minimize influences of land use change and climate change on hydrology and water quality: Case study in Spy Run Creek watershed, Indiana. , 2017, The Science of the total environment.

[56]  Indrajeet Chaubey,et al.  A review on effectiveness of best management practices in improving hydrology and water quality: Needs and opportunities. , 2017, The Science of the total environment.