civl6005 - Postgraduate Curriculum _ Course Title: Advanced...

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Postgraduate Curriculum _________________________________________________________________________________________ Course Title: Advanced techniques of hydrological modelling and prediction Course Code: CIVL6005 Lecturer(s): Dr. J. Chen Year: 2005-06 Level: M.Sc. Lecture Hours: 32.5 hours Tutorial Hours: Laboratory Hours: Examinations Hours: 2 hours Other Hours: - Pre-requisite: Co-requisite: Course Objectives To provide a sound foundation in data driven techniques of hydrological modelling and prediction including exposure to recent developments in this field. Course Syllabus Calendar Entry Time series analysis; hydrological forecasting; artificial neural networks in hydrology; chaos in hydrological time series. Course Contents Time series analysis 12.5 hours Analysis of Trend and Periodicity, ARMA modelling, Residual series analysis, Tests for Normality and independence, Synthetic data generation, Forecasting Artificial Neural Networks in Hydrology 10 hours Basic concepts of ANN, Multi-layer perceptron, Backpropagation algorithm,
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civl6005 - Postgraduate Curriculum _ Course Title: Advanced...

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