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Course11210630937 lectures

Inverse Methods in Heat Transfer

Prof. C.Balaji and Prof.S. Balaji · IIT Madras

Start with lecture 1 At NPTEL

Lectures

Inverse Methods in Heat Transfer

  1. Introduction to inverse problems Video
  2. Fermi estimation Video
  3. Forward/Direct and Inverse problems Video
  4. Key drivers for studying inverse methods in engineering Video
  5. Formulation for inverse problems Video
  6. Statistical tools for estimation Video
  7. Statistical description of errors Video
  8. Well-posed and ill-posed problems Video
  9. Probability and Statistics Brief over view-I Video
  10. Probability and Statistics Brief over view-II Video
  11. Gaussian distribution Video
  12. Gaussian distribution (Contd.), and Maximum Likelihood Estimation (MLE) Video
  13. Linear least square regression Video
  14. Linear least square regression (contd.). Video
  15. Alternatives to Linear least square. Video
  16. Polynomial regression Video
  17. Inverse problems in transient conduction-I Video
  18. Inverse problems in transient conduction-II Video
  19. Non-linear regression Video
  20. Gauss-Newton algorithm (GNA) Video
  21. Gauss-Newton algorithm (GNA) Example. Video
  22. Levenberg-Marquardt algorithm (LMA) Video
  23. Tikhonov regularization Video
  24. Jacobian and its calculation Video
  25. Bayesian methods Video
  26. Bayesian methods contd.., Video
  27. Metropolis-Hastings algorithm (MH) and Markov Chain Monte Carlo Methods (MCMC) Video
  28. Introduction to machine learning in heat transfer Video
  29. Overview of machine learning Video
  30. Calculation in a neural network model Video
  31. Gradient Descent method Video
  32. Gradient Descent method contd.., Video
  33. Back propagation Video
  34. Neural network as a surrogate forward model Video
  35. PINN for an inverse problem Video
  36. PINN for an inverse problem contd.., Video
  37. Inverse methods in heat transfer -Summary Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Madras
Department
Mechanical Engineering
Taught by
Prof. C.Balaji, Prof.S. Balaji
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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