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Uncertainty and Potential Improvements to the Total Load Indicator. Non-Tidal Workgroup Conference Call July 18 th , 2007 Michael Williams - UMCES/CBPO. Overview of Total Load Method. Tidal Load Non-point Source Calculations.
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Uncertainty and Potential Improvements to the Total Load Indicator Non-Tidal Workgroup Conference Call July 18th, 2007 Michael Williams - UMCES/CBPO
Index values for 85, 02, and 03 using long-term hydrology (1985–1994)
What does all this mean? • Clear that this technique raises many questions • For example, what are the reasons for the different index values (10-year hydrology and annual, and among constituents – e.g., P and Sed)? • Only by understanding the reasons for these differences and making sure that the indices are representative can we be confident that the total load indicator is accurate
average annual export errors (modeled vs observed) 1984 – 1995/97(*flow-weighted)
Potential Errors in Load Estimates • Sampling and analytical (consistent protocols for all RIMP stations since 1985, lab and method changes, human error?) • ESTIMATOR • Indices (HSPF) • Substantial calibration and large validation errors • Delivery factors (anybody’s guess) • 10-year hydrology • Point source loads – reported but not verified
Average error estimates • Cumulative error (Reckhow and Chapra ’79) • HSPF (examples are preliminary phase 5 HSPF output) wsm underestimates by average of 11%
wsm underestimates by average of 11% wsm overestimates by average of 29%
Concluding Remarks • TL indicator has potentially large cumulative errors • Particularly for P and Sed (6, 22, 51% for N, P and Sed, respectively) using phase 4.3 HSPF output • Inflated from large errors associated with indices • Recommended improvements include: • Remove Susquehanna basin (53% area but with no coastal plain) and eastern shore areas (no piedmont) to calculate indices • Calculate indices on an annual basis (i.e., remove 10-year hydrology) • Use phase 5 HSPF output as well as an ensemble of other models (preferably less parameterized models such as GWLF) to determine indices • Quantify uncertainties
Remove Susquehanna Basin (53% total area)