Fundamentals of Statistical Hydrology 1st Edition by Mauro Naghettini ISBN 9783319435619 9783319435619

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Product details:

ISBN 10: 9783319435619

ISBN 13: 978-3319435619

Author:  Mauro Naghettini 

Fundamentals of Statistical Hydrology 1st Edition: This textbook covers the main applications of statistical methods in hydrology. It is written for upper undergraduate and graduate students but can be used as a helpful guide for hydrologists, geographers, meteorologists and engineers. The book is very useful for teaching, as it covers the main topics of the subject and contains many worked out examples and proposed exercises. Starting from simple notions of the essential graphical examination of hydrological data, the book gives a complete account of the role that probability considerations must play during modelling, diagnosis of model fit, prediction and evaluating the uncertainty in model predictions, including the essence of Bayesian application in hydrology and statistical methods under nonstationarity.

The book also offers a comprehensive and useful discussion on subjective topics, such as the selection of probability distributions suitable for hydrological variables. On a practical level, it explains MS Excel charting and computing capabilities, demonstrates the use of Winbugs free software to solve Monte Carlo Markov Chain (MCMC) simulations, and gives examples of free R code to solve nonstationary models with nonlinear link functions with climate covariates.

 

Fundamentals of Statistical Hydrology 1st Edition Table of contents:

1. Introduction to Statistical Hydrology

2. Preliminary Analysis of Hydrologic Data

3. Elementary Probability Theory

4. Discrete Random Variables: Probability Distributions and Their Applications in Hydrology

5. Continuous Random Variables: Probability Distributions and Their Applications in Hydrology

6. Parameter and Quantile Estimation

7. Statistical Hypothesis Testing

8. At-Site Frequency Analysis of Hydrologic Variables

9. Correlation and Regression

10. Regional Frequency Analysis of Hydrologic Variables

11. Introduction to Bayesian Analysis of Hydrologic Variables

12. Introduction to Nonstationary Analysis and Modeling of Hydrologic Variables

 

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