Inverse Methods in Heat Transfer
Learn inverse problems in heat transfer and ways of formulating and solving with Inverse Methods in Heat Transfer certification by NPTEL.
Online
12 WeeksQuick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study | Video and Text Based |
Course Overview
The Inverse Methods in Heat Transfer certification course is a 12-week programme. The prerequisite for this course is that it would be useful if the students have pursued an undergraduate course in Heat Transfer. They must also know probability, calculus and matrix algebra. The intended audience of this certification course is undergraduate and postgraduate students.
The Inverse Methods in Heat Transfer certification by NPTEL provides an overview of the inverse problems in heat transfer and ways of solving them through examples. The certification course covers a comprehensive curriculum that covers an introduction to inverse problems, a statistical description of errors, inverse problems as optimisation problems, and classical techniques.
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The Highlights
- Video Course
- 12 Weeks Duration
- Completion Certification
Programme Offerings
- Books
- videos
- assignments
- Transcripts
Courses and Certificate Fees
| Certificate Availability | Certificate Providing Authority |
|---|---|
| yes | IIT Madras (IITM) |
Eligibility Criteria
Academic Qualifications
The students with an Undergraduate course in Heat Transfer would be useful. They must also know probability, calculus and matrix algebra.
Certification Qualifying Details
The candidates will receive a certificate upon competition of the Inverse Methods in Heat Transfer online course.
What you will learn
After completing the Inverse Methods in Heat Transfer certification syllabus, the students will learn about inverse problems, statistical description of errors, and inverse problems as optimization problems. With the help of industry experts from IIT Madras, students gain hands-on training experience. They will explore classical techniques and the calculation of sensitivity coefficients.
The students will gain in-depth knowledge of parameters, function estimation, and introduction to nonlinear techniques upon completion of the Inverse Methods in Heat Transfer training. The course gives students a deep understanding of the Levenberg-Marquardt method, Tikhonov regularization, Probability Theory, and Bayesian Framework.
Who it is for
This course is beneficial for the students to enhance their relevant skills and knowledge. The Inverse Methods in Heat Transfer online course can also be beneficial for:
Admission Details
To join the Inverse Methods in Heat Transfer classes, follow the steps mentioned below:
Step 1: Browse the link mentioned below:
https://nptel.ac.in/courses/112106316
Step 2: "Login In" and Sign In with a Google account or create a separate account.
Step 3: Fill out the registration form with the mandatory details, submit it and join the course.
The Syllabus
- Introduction to inverse problems
- Statistical description of errors, Inverse problems as optimization problems
- Classical Techniques, Calculation of sensitivity coefficients
- Parameter and Function estimation. Introduction to Nonlinear Techniques
- The Levenberg-Marquardt method, Tikhonov regularization
- Probability Theory, Bayesian Framework,
- Markov Chain Monte Carlo Methods (MCMC)
- Metropolis-Hastings algorithm (MH), Computational Implementation
- Introduction to Machine Learning
- Deep Learning - ANNs, CNNs, RNNs
- Surrogate Models for Inverse Problems, Genetic Algorithms
- Physics Informed Neural Networks for forward and inverse problems
Instructors
IIT Madras (IITM) Frequently Asked Questions (FAQ's)
The certification course is a 12-week duration programme. The certification course deals with the inverse methods in heat transfer and all the other aspects related to it.
The intended audience for this certification course is undergraduate as well as postgraduate students. The course provides an overview of inverse problems in heat transfer and solutions through examples.
The certification course curriculum includes an introduction to inverse problems, a statistical description of errors, inverse problems as optimization problems, classical techniques, parameter and function estimation, and an introduction to nonlinear techniques.
The prerequisite for this certification course is an undergraduate course in heat transfer would be useful. The students must also know probability, calculus and matrix algebra.