Urban stormwater thermal gene expression models for protection of sensitive receiving streams |
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| Authors: | AMA Sattar B Gharabaghi F Sabouri AM Thompson |
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| Affiliation: | 1. Department of Irrigation and Hydraulics, Faculty of Eng., Cairo University, Giza, Egypt;2. School of Engineering, University of Guelph, Guelph, Ontario, Canada;3. Biological Systems Engineering, University of Wisconsin—Madison, Madison, Wisconsin, USA |
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| Abstract: | Thermal impact of typical high‐density residential, industrial, and commercial land uses is a major concern for the health of aquatic life in urban watersheds, especially in smaller, cold, and cool‐water streams. This is the first study of its kind that provides simple easy‐to‐use equations, developed using gene expression programming (GEP) that can guide the assessment and the design of urban stormwater management systems to protect thermally sensitive receiving streams. We developed 3 GEP models using data collected during 3 years (2009–2011) from 4 urban catchments; the first GEP model predicts event mean temperature at the inlet of the pond; the second model predicts the stormwater temperature at the outlet of the pond; and the third model predicts the temperature of the stormwater after flowing through a cooling trench and before discharging to the receiving stream. The new models have high correlation coefficients of 0.90–0.94 and low prediction uncertainty of less than 4% of the median value of the predicted runoff temperatures. Sensitivity analysis shows that climatic factors have the highest influence on the thermal enrichment followed by the catchment characteristics and the key design variables of the stormwater pond and the cooling trench. The general method presented here is easily transferable to other regions of the world (but not necessarily the exact equations developed here); also through sensitivity and parametric analysis, we gained insight on the key factors and their relative importance in modelling thermal enrichment of urban stromwater runoff. |
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| Keywords: | catchment cooling trench gene expression programming stormwater pond |
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