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Course10510807940 lectures

Stochastic Hydrology

Prof. P.P. Mujumdar · IISc Bangalore

Start with lecture 1 At NPTEL

Lectures

Introduction

  1. Introduction Video
  2. Bivariate Distributions Video
  3. Independence ; Functions of Random Variables Video
  4. Moments of a Distribution Video

Commonly used Probability Distributions

  1. Normal Distribution Video
  2. Other Continuous Distributions Video

Data Generation

  1. Parameter Estimation Video
  2. Covariance and Correlation Video
  3. Data Generation Video

Time Series Analysis

  1. Time Series Analysis(1) Video
  2. Time Series Analysis(2) Video
  3. Time Series Analysis(3) Video
  4. Frequency Domain Analysis(1) Video
  5. Frequency Domain Analysis(2) and ARIMA Models(1) Video
  6. ARIMA Models(2) Video
  7. ARIMA Models(3) Video
  8. ARIMA Models(4) Video
  9. Case Studies(1) Video
  10. Case Studies(2) Video
  11. Case Studies(3) Video
  12. Case Studies(4) Video

Markov Chains

  1. Markov Chains(1) Video
  2. Markov Chains(2) Video

Frequency Analysis

  1. Frequency Analysis(1) Video
  2. Frequency Analysis(2) Video
  3. Frequency Analysis(3) and Probability Plotting(1) Video
  4. Probability Plotting(2) Video
  5. Goodness of Fit Video
  6. IDF Relationships Video

Multivariate Models

  1. Multiple Linear Regression Video
  2. Principal Component Analysis Video
  3. Regression on Principal Components Video
  4. Multivariate Stochastic Models(1) Video
  5. Multivariate Stochastic Models(2) Video
  6. Multivariate Stochastic Models(3) Video

Data Consistency

  1. Data Consistency Checks(1) Video
  2. Data Consistency Checks(2) Video
  3. Data Consistency Checks(3) Video

Applications and Summary

  1. Recent Applications: Climate Change Impact Assessment Video
  2. Summary of the Course Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IISc Bangalore
Department
Civil Engineering
Teacher
Prof. P.P. Mujumdar
Level
Undergraduate
Language
English
Subjects
Engineering
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
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