Risk Analysis of Total Maximum Daily Loads in an Uncertain Environment Using EUTROMOD

ABSTRACT A two-phased Monte Carlo procedure is presented for estimating the probability distribution of annual phosphorus load to a lake and the response of the lake to the load. A watershed-level nutrient loading and lake response model, EUTROMOD, and a geographic information system (GIS) were used. The uncertainty in loading and lake response due to natural variability and parameter uncertainty were propagated separately throughout the analysis. The methodology was applied to Wister Lake in Oklahoma with the lake and its trophic state as the endpoint for total maximum daily load (TMDL) analysis. The watershed contributing to Wister Lake covers approximately 260,000 ha and contains a variety of point and nonpoint sources of pollution contributing to the degradation of the lake. Model results compared well with measured water quality data. EUTROMOD simulations indicated that the lake is eutrophic under current land use and management conditions. Nonpoint source (NPS) pollution was estimated to contribute ...

[1]  F. O. Hoffman,et al.  Propagation of uncertainty in risk assessments: the need to distinguish between uncertainty due to lack of knowledge and uncertainty due to variability. , 1994, Risk analysis : an official publication of the Society for Risk Analysis.

[2]  C. T. Haan Parametric Uncertainty in Hydrologic Modeling , 1989 .

[3]  C. T. Haan,et al.  An approach to estimating uncertainties in modeling transport of solutes through soils , 1993 .

[4]  Kenneth H. Reckhow,et al.  A decision analytic framework for environmental analysis and simulation modeling , 1994 .

[5]  Robert V. O'Neill,et al.  Treatment of risk in environmental impact assessment , 1987 .

[6]  J. Omernik Ecoregions of the Conterminous United States , 1987 .

[7]  Gilbert M. Masters,et al.  Introduction to Environmental Engineering and Science , 1991 .

[8]  R. Iman,et al.  A distribution-free approach to inducing rank correlation among input variables , 1982 .

[9]  D E Burmaster,et al.  Principles of good practice for the use of Monte Carlo techniques in human health and ecological risk assessments. , 1994, Risk analysis : an official publication of the Society for Risk Analysis.

[10]  B. Stewart Control of water pollution from cropland , 1975 .

[11]  Kenneth H. Reckhow,et al.  Uncertainty Analysis Applied to Vollenweider Phosphorus Loading Criterion , 1979 .

[12]  Glenn W. II Suter,et al.  Endpoints for regional ecological risk assessments , 1990 .

[13]  R. H. Gardner,et al.  Parameter Uncertainty and Model Predictions: A Review of Monte Carlo Results , 1983 .

[14]  F. O. Hoffman,et al.  Uses of Probabilistic Exposure Models in Ecological Risk Assessments of Contaminated Sites , 1994 .

[15]  Keith Beven,et al.  Prophecy, reality and uncertainty in distributed hydrological modelling , 1993 .

[16]  Dwayne R. Edwards,et al.  Minimizing surface water eutrophication from agriculture by phosphorus management , 1994 .

[17]  Kenneth H. Reckhow,et al.  Engineering Approaches for Lake Management, Volume 1: Data Analysis and Empirical Modeling , 1982 .

[18]  M. Griffin,et al.  RESEARCH NEEDS FOR NONPOINT SOURCE IMPACTS , 1991 .

[19]  Adam M. Finkel Stepping out of your own shadow: A didactic example of how facing uncertainty can improve decision-making , 1994 .

[20]  William Morris The American Heritage dictionary of the English language , 1969 .

[21]  Mark A. Nearing,et al.  Error Assessment in the Universal Soil Loss Equation , 1993 .

[22]  J. Kou,et al.  A method for quantifying the prediction uncertainties associated with water quality models , 1993 .

[23]  W. H. Wischmeier,et al.  Predicting rainfall erosion losses : a guide to conservation planning , 1978 .

[24]  Kenneth H. Reckhow,et al.  Water quality simulation modeling and uncertainty analysis for risk assessment and decision making , 1994 .

[25]  Jon C. Helton,et al.  Treatment of Uncertainty in Performance Assessments for Complex Systems , 1994 .

[26]  K. Thornton,et al.  Lake and reservoir restoration guidance manual , 1988 .

[27]  M. B. Beck,et al.  Water quality modeling: A review of the analysis of uncertainty , 1987 .

[28]  Marty D. Matlock,et al.  A Watershed-Level Ecological Risk Assessment Methodology , 1996 .

[29]  Kenneth H. Reckhow,et al.  Expressing the Phosphorus Loading Concept in Probabilistic Terms , 1979 .

[30]  David E. Burmaster,et al.  Assessment of Variability and Uncertainty Distributions for Practical Risk Analyses , 1994 .

[31]  Jay L. Devore,et al.  Probability and statistics for engineering and the sciences , 1982 .

[32]  F. O. Hoffman,et al.  An introductory guide to uncertainty analysis in environmental and health risk assessment. Environmental Restoration Program , 1992 .

[33]  Max Henrion,et al.  Uncertainty: A Guide to Dealing with Uncertainty in Quantitative Risk and Policy Analysis , 1990 .

[34]  H. Sirviö,et al.  Probabilistic uncertainty assessment of phosphorus balance calculations in a watershed , 1994 .

[35]  D. Harley,et al.  Investigations In Erosion Control and Reclamation of Eroded Land at the Red Plains Conservation Experiment Station, Guthrie, Okla., 1930-40 , 1943 .