# Evolutionary Computation For Single And Multi-Objective Optimization

- Institution: IIT Guwahati
- Department: Mechanical Engineering
- Teacher: Prof. Deepak Sharma
- Level: Undergraduate
- Language: English
- Subjects: Engineering
- Source: [NPTEL](https://nptel.ac.in/courses/112103301)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/112103301)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Lec 1 : Introduction to Optimization](https://invisiblenetwork.ai/learn/nptel/112103301/2ab6de917d9a) (Video)
2. [Lec 2 : Introduction to Evolutionary Computation](https://invisiblenetwork.ai/learn/nptel/112103301/30e1217cf884) (Video)
3. [Lec 3 : Binary-Coded Genetic Algorithm (BGA)](https://invisiblenetwork.ai/learn/nptel/112103301/e969984fcdd5) (Video)
4. [Lec 4 : Operators and Simulations of Binary-Coded Genetic Algorithm](https://invisiblenetwork.ai/learn/nptel/112103301/d69b00173dc1) (Video)
5. [Lec 5 : Real-Coded Genetic Algorithm (RGA)](https://invisiblenetwork.ai/learn/nptel/112103301/5fd55ce4c8d7) (Video)
6. [Lec 6 : Operators and Simulations of Real-Coded Genetic Algorithm](https://invisiblenetwork.ai/learn/nptel/112103301/c57a6cc9c137) (Video)
7. [Lec 7 : Algorithmic Implementation of BGA and RGA](https://invisiblenetwork.ai/learn/nptel/112103301/a32515a58e33) (Video)
8. [Lec 8 : Particle Swarm Optimization (PSO)](https://invisiblenetwork.ai/learn/nptel/112103301/65893898a861) (Video)
9. [Lec 9 : Simulations and Algorithmic Implementation of Particle Swarm Optimization](https://invisiblenetwork.ai/learn/nptel/112103301/7536d6e94ad6) (Video)
10. [Lec 10 : Differential Evolution (DE)](https://invisiblenetwork.ai/learn/nptel/112103301/f36cf0707df1) (Video)
11. [Lec 11 : Simulations and Algorithmic Implementation of Differential Evolution](https://invisiblenetwork.ai/learn/nptel/112103301/b34a7db6b8c1) (Video)
12. [Lec 12 : Constrained Optimization: Introduction and Optimality](https://invisiblenetwork.ai/learn/nptel/112103301/335ec2180f26) (Video)
13. [Lec 13 : Penalty Function Methods for Evolutionary Computing Techniques](https://invisiblenetwork.ai/learn/nptel/112103301/165644399009) (Video)
14. [Lec 14 : Evolutionary Computing Techniques: Separation of Objective Function and Constraints](https://invisiblenetwork.ai/learn/nptel/112103301/7e0e0068e4bd) (Video)
15. [Lec 15 : Simulations of Constraint Handling Techniques: Part 1](https://invisiblenetwork.ai/learn/nptel/112103301/2e7011487341) (Video)
16. [Lec 16 : Simulations of Constraint Handling Techniques: Part 2](https://invisiblenetwork.ai/learn/nptel/112103301/e0c5cf37e2f6) (Video)
17. [Lec 17 : Introduction to Multi-Objective Optimization: Part 1](https://invisiblenetwork.ai/learn/nptel/112103301/0fe289a810ff) (Video)
18. [Lec 18 : Introduction to Multi-Objective Optimization: Part 2](https://invisiblenetwork.ai/learn/nptel/112103301/c63878cc267f) (Video)
19. [Lec 19 : Multi-Objective Optimization: Ranking and Diversity](https://invisiblenetwork.ai/learn/nptel/112103301/de3b1662fc11) (Video)
20. [Lec 20 : Classical Multi-Objective Optimization Methods](https://invisiblenetwork.ai/learn/nptel/112103301/38b473a7f9a7) (Video)
21. [Lec 21 : Non-Dominated Genetic Algorithm: NSGA-II: Introduction](https://invisiblenetwork.ai/learn/nptel/112103301/ecb1e852c6cd) (Video)
22. [Lec 22 : Non-Dominated Genetic Algorithm: NSGA-II: Simulations](https://invisiblenetwork.ai/learn/nptel/112103301/1fd46df6a3ce) (Video)
23. [Lec 23 : Strength Pareto Evolutionary Algorithm: SPEA2: Introduction](https://invisiblenetwork.ai/learn/nptel/112103301/880b9aacc8ec) (Video)
24. [Lec 24 : Strength Pareto Evolutionary Algorithm: SPEA2: Simulations](https://invisiblenetwork.ai/learn/nptel/112103301/f13837b98fe3) (Video)
25. [Lec 25 : Performance Assessment of Multi-Objective EC Techniques](https://invisiblenetwork.ai/learn/nptel/112103301/1ccde8795fde) (Video)
26. [Lec 26 : Closure of EC for Single and Multi-Objective Optimization](https://invisiblenetwork.ai/learn/nptel/112103301/da1060585018) (Video)
27. [Live Session 26-02-2021](https://invisiblenetwork.ai/learn/nptel/112103301/2ab6de917d9a-2) (Video)
28. [Live Session 18-03-2021](https://invisiblenetwork.ai/learn/nptel/112103301/30e1217cf884-2) (Video)