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Publication: Hydrological Predictions

This book makes an endeavor to improve the accuracy of hydrological forecasting in three aspects, model inputs, selection of models, and data-preprocessing techniques. Seven input techniques, namely, linear correlation analysis (LCA), false nearest neighbors, correlation integral, stepwise linear regression, average mutual information, partial mutual information, artificial neural network (ANN) based on multi-objective genetic algorithm, are first examined to select optimal model inputs in each prediction scenario. Representative models, such as K-nearest-neighbors (K-NN) model, dynamic system based model (DSBM), ANN, modular ANN (MANN), and hybrid artificial neural network-support vector regression (ANN-SVR), are then proposed to conduct rainfall and streamflow forecasts. Four data-preprocessing methods including moving average (MA), principal component analysis (PCA), singular spectrum analysis (SSA), and wavelet analysis (WA), are further investigated by integration with the abovementioned forecasting models.

Publishing house:

LAP LAMBERT Academic Publishing

Website:

http://www.lap-publishing.com/

By (author) :

Kwok-wing Chau,
Cong-lin Wu

Number of pages:

248

Published at:

2011-05-31

Stock:

In stock

Category:

Building and environmental technology

Price:

79.00 €

Keywords

Hydrological Predictions, data-driven models, Data Preprocessing Techniques, Artificial Intelligence Techniques, Soft Computing, rainfall, Streamflow, Rainfall-Runoff, Hydrological Model, Hydrological Forecasting, data-driven models, rainfall

Contact information	n/a
News type	Inbrief
File link	https://www.morebooks.de/store/gb/book/hydrological-predictions/isbn/978-3-8433-6446-1
Source of information	https://www.morebooks.de
Keyword(s)	environment management, environment right, environmental protection, Water governance, water management, water pollution
Subject(s)	DRINKING WATER AND SANITATION : COMMON PROCESSES OF PURIFICATION AND TREATMENT , HYDRAULICS - HYDROLOGY , INFORMATION - COMPUTER SCIENCES , MEASUREMENTS AND INSTRUMENTATION , METHTODOLOGY - STATISTICS - DECISION AID , POLICY-WATER POLICY AND WATER MANAGEMENT , PREVENTION AND NUISANCES POLLUTION , RIGHT , RISKS AND CLIMATOLOGY , SANITATION -STRICT PURIFICATION PROCESSES , WATER DEMAND , WATER QUALITY
Geographical coverage	n/a
News date	18/07/2011
Working language(s)	ENGLISH

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