WebApr 15, 2024 · Obtaining more accurate flood information downstream of a reservoir is crucial for guiding reservoir regulation and reducing the occurrence of flood disasters. In this paper, six popular ML models, including the support vector regression (SVR), Gaussian process regression (GPR), random forest regression (RFR), multilayer perceptron (MLP), … WebAug 30, 2024 · In the recent years, NSE has been shown to have mathematical limitations and the Kling–Gupta efficiency (KGE) was proposed as an alternative to provide more balance between the expected qualities of a model (namely representing the water balance, flow variability and correlation).
(PDF) Technical note: Inherent benchmark or not? Comparing …
WebOct 20, 2009 · To consider both magnitude and dynamics in river discharge and nitrate loads, the Kling–Gupta Efficiency (KGE) is used additionally as a statistical performance metric to achieve a joined multi-variable calibration. ... where we calibrate a simple precipitation-runoff model to daily data for a number of Austrian basins having a broad … WebOct 25, 2024 · A traditional metric used in hydrology to summarize model performance is the Nash–Sutcliffe efficiency (NSE). Increasingly an alternative metric, the Kling–Gupta efficiency (KGE), is used... think outside of the box synonym
hydroeval · PyPI
WebSep 2, 2024 · The Nash-Sutcliffe efficiency (NSE) and the Kling-Gupta efficiency (KGE) are now the most widely used indices in hydrology for evaluation of the goodness of fit between model simulations S and observations O.We introduce two theoretical (probabilistic) definitions of efficiency, E and E′, based on the estimators NSE and KGE, respectively, … WebThere is a tendency in current literature to interpret Kling–Gupta efficiency (KGE) values in the same way as Nash–Sutcliffe efficiency (NSE) values: negative values indicate “bad” model performance, whereas positive values indicate “good” model performance. All site content, except where otherwise noted, is licensed under the Creative … WebJul 27, 2024 · For all basins, the GPM+SM2RAIN product is performing the best among the short latency products with mean Kling–Gupta Efficiency (KGE) equal to 0.87, and significantly better than GPM-ER (mean ... think outside of the box brownies