Stochastic Hydrology NPTEL
Online Free Online Course by
World Mentoring Academy
Online
/ Free Online Course
Details
Description: The objective of this course is to introduce the concepts of probability theory and stochastic processes with applications in hydrologic analysis and design. Modeling of hydrologic time series with specific techniques for data
generation and hydrologic forecasting will be dealt with.
Resources: OpenCourseware from NPTEL (India), Sheridan College, MIT, UC Berkeley, Stanford & many other of the World's finest University's.
Language: English
Units: 40
Lesson content
- Mod-01 Lec-01 Introduction
- Mod-01 Lec-02 Bivariate Distributions
- Mod-01 Lec-03 Independence ; Functions of Random Variables
- Mod-01 Lec-04 Moments of a Distribution
- Mod-02 Lec-05 Normal Distribution
- Mod-02 Lec-06 Other Continuous Distributions
- Mod-03 Lec-07 Parameter Estimation
- Mod-03 Lec-08 Covariance and Correlation
- Mod-03 Lec-09 Data Generation
- Mod-04 Lec-10 Time Series Analysis - I
- Mod-04 Lec-11 Time Series Analysis - II
- Mod-04 Lec-12 Time Series Analysis-III
- Mod-04 Lec-13 Frequency Domain Analysis - I
- Mod-04 Lec-14 Frequency Domain Analysis - II and ARIMA Models - I
- Mod-04 Lec-15 ARIMA Models-II
- Mod-04 Lec-16 ARIMA Models - III
- Mod-04 Lec-17 ARIMA Models-IV
- Mod-04 Lec-18 Case Studies - I
- Mod-04 Lec-19 Case Studies - II
- Mod-04 Lec-20 Case Studies -III
- Mod-04 Lec-21 Case Studies- IV
- Mod-05 Lec-22 Markov Chains - I
- Mod-05 Lec-23 Markov Chains-II
- Mod-06 Lec-24 Frequency Analysis - I
- Mod-06 Lec-25 Frequency Analysis-II
- Mod-06 Lec-26 Frequency Analysis - III and Probability Plotting - I
- Mod-06 Lec-27 Probability Plotting - II
- Mod-06 Lec-28 Goodness of Fit
- Mod-06 Lec-29 IDF Relationships
- Mod-07 Lec-30 Multiple Linear Regression
- Mod-07 Lec-31 Principal Component Analysis
- Mod-07 Lec-32 Regression on Principal Components
- Mod-07 Lec-33 Multivariate Stochastic Models - I
- Mod-07 Lec-34 Multivariate Stochastic Models - II
- Mod-07 Lec-35 Multivariate Stochastic Models - III
- Mod-08 Lec-36 Data Consistency Checks -I
- Mod-08 Lec-37 Data Consistency Checks - II
- Mod-08 Lec-38 Data Consistency Checks - III
- Mod-09 Lec-39 Recent Applications: Climate Change Impact Assessment
- Mod-09 Lec-40 Summary of the Course
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