Learn · Surrogates and Approximations in Engineering Design
Lecture 13 of 19Week 3
Radial basis function - 2
Prof. Palaniappaan Ramu · IIT Madras
Credits and licence
- From
- Surrogates and Approximations in Engineering Design, IIT Madras (at NPTEL)
- Licence
- CC BY-NC-SA, as NPTEL states it. Non-commercial use only.
- Attribution
- NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
- Who can watch
- Tweens profiles and older. How courses are placed
All the lectures
- Overview and Motivation of Course
- Basic Optimization Problem Formulation
- Problem Formulation Example
- Calculus related to Optimization
- The big picture - Overview
- Introduction to DOE - 1
- Introduction to DOE - 2
- Types of DOE - 1
- Types of DOE - 2 and some examples
- Introduction to surrogate modeling
- Types of surrogate - Polynomial models
- Radial basis function - 1
- Radial basis function - 2
- Kriging - 1
- Kriging - 2
- Metamodels for Safe and Efficient Automotive Structures
- Exploration and Exploitation in Surrogates
- Errors Based Exploration
- Ensemble of Surrogates