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Course11210625019 lectures

Surrogates and Approximations in Engineering Design

Prof. Palaniappaan Ramu · IIT Madras

Start with lecture 1 At NPTEL

Lectures

Week 1

  1. Overview and Motivation of Course Video
  2. Basic Optimization Problem Formulation Video
  3. Problem Formulation Example Video
  4. Calculus related to Optimization Video

Week 2

  1. The big picture - Overview Video
  2. Introduction to DOE - 1 Video
  3. Introduction to DOE - 2 Video
  4. Types of DOE - 1 Video
  5. Types of DOE - 2 and some examples Video

Week 3

  1. Introduction to surrogate modeling Video
  2. Types of surrogate - Polynomial models Video
  3. Radial basis function - 1 Video
  4. Radial basis function - 2 Video
  5. Kriging - 1 Video
  6. Kriging - 2 Video

Week 4

  1. Metamodels for Safe and Efficient Automotive Structures Video
  2. Exploration and Exploitation in Surrogates Video
  3. Errors Based Exploration Video
  4. Ensemble of Surrogates Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Madras
Department
Mechanical Engineering
Teacher
Prof. Palaniappaan Ramu
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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