Concepedia

A random forest model for inflow prediction at wastewater treatment plants

Pengxiao Zhou, Zhong Li, Spencer Snowling, Brian W. Baetz, Dain Na, Gavin Boyd

Stochastic Environmental Research and Risk Assessment · 2019 · 121 citations · 54 references

Concepts

EngineeringEnvironmental EngineeringWater Resources ManagementWastewater TreatmentWater Resources EngineeringWater TreatmentFlow ModelingHydraulic ModelingInflow ForecastingData-driven Inflow ForecastingData-driven Inflow PredictionInflow EstimationProcess-based ModelingWastewater Treatment PlantsWastewater Treatment Processes

References

54

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

Scikit-learn: Machine Learning in Python

Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +10

River flow forecasting through conceptual models part I — A discussion of principles

J.E. Nash, J. V. Sutcliffe · Journal of Hydrology · 1970 · 24K citations

Natural Resources, Hydrology, Water Resources Management +14

Classification and Regression by randomForest

Andy Liaw, Matthew C. Wiener · 2007 · 18.4K citations

Computing, Computer Science, Data Mining +16

Model Evaluation Guidelines for Systematic Quantification of Accuracy in Watershed Simulations

Daniel N. Moriasi, J. G. Arnold, M. W. Van Liew et al. · Transactions of the ASABE · 2007 · 13.2K citations

Natural Resources, Hydrology, Watershed Management +17