Concepedia

Data preprocessing for river flow forecasting using neural networks: Wavelet transforms and data partitioning

B. Cannas, Alessandra Fanni, Linda See, G. Sias

Physics and Chemistry of the Earth Parts A/B/C · 2006 · 267 citations · 10 references

Concepts

Natural ResourcesHydrologyForecastingHydrologic ForecastingTime Series AnalysisHydrologic Time Series AnalysisReal-time ForecastingRiver EngineeringStreamflow ForecastingStreamflow PredictionTime Series ForecastingData Partitioning StrategiesData-driven Streamflow PredictionMachine Learning Inflow ForecastingReal-time Streamflow ForecastingReal-time Streamflow PredictionRiver Flood ForecastingRiver Flow ModelingWavelet Transform

References

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

Approximation by superpositions of a sigmoidal function

George Cybenko · Mathematics of Control Signals and Systems · 1989 · 13.7K citations

Computing, Computer Science, Machine Learning +5

Foundations of neural networks, fuzzy systems, and knowledge engineering

Choice Reviews Online · 1997 · 826 citations

Computing, Computer Science, Mathematics +16

Comparing neural network and autoregressive moving average techniques for the provision of continuous river flow forecasts in two contrasting catchments

Robert J. Abrahart, Linda See · Hydrological Processes · 2000 · 283 citations

Natural Resources, Earth Sciences, Hydrology +17

Wavelets in time-series analysis

Guy P. Nason, Rainer von Sachs · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 1999 · 190 citations

Engineering, Cardiology, Biomedical Signal Processing +16