Learn · Evolutionary Computation For Single And Multi-Objective Optimization

Lecture 17 of 28Week 6: Introduction to Multi-Objective Optimization

Lec 17 : Introduction to Multi-Objective Optimization: Part 1

Prof. Deepak Sharma · IIT Guwahati

Credits and licence

From
Evolutionary Computation For Single And Multi-Objective Optimization, IIT Guwahati (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.
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All the lectures

  1. Lec 1 : Introduction to Optimization Video
  2. Lec 2 : Introduction to Evolutionary Computation Video
  3. Lec 3 : Binary-Coded Genetic Algorithm (BGA) Video
  4. Lec 4 : Operators and Simulations of Binary-Coded Genetic Algorithm Video
  5. Lec 5 : Real-Coded Genetic Algorithm (RGA) Video
  6. Lec 6 : Operators and Simulations of Real-Coded Genetic Algorithm Video
  7. Lec 7 : Algorithmic Implementation of BGA and RGA Video
  8. Lec 8 : Particle Swarm Optimization (PSO) Video
  9. Lec 9 : Simulations and Algorithmic Implementation of Particle Swarm Optimization Video
  10. Lec 10 : Differential Evolution (DE) Video
  11. Lec 11 : Simulations and Algorithmic Implementation of Differential Evolution Video
  12. Lec 12 : Constrained Optimization: Introduction and Optimality Video
  13. Lec 13 : Penalty Function Methods for Evolutionary Computing Techniques Video
  14. Lec 14 : Evolutionary Computing Techniques: Separation of Objective Function and Constraints Video
  15. Lec 15 : Simulations of Constraint Handling Techniques: Part 1 Video
  16. Lec 16 : Simulations of Constraint Handling Techniques: Part 2 Video
  17. Lec 17 : Introduction to Multi-Objective Optimization: Part 1 Video
  18. Lec 18 : Introduction to Multi-Objective Optimization: Part 2 Video
  19. Lec 19 : Multi-Objective Optimization: Ranking and Diversity Video
  20. Lec 20 : Classical Multi-Objective Optimization Methods Video
  21. Lec 21 : Non-Dominated Genetic Algorithm: NSGA-II: Introduction Video
  22. Lec 22 : Non-Dominated Genetic Algorithm: NSGA-II: Simulations Video
  23. Lec 23 : Strength Pareto Evolutionary Algorithm: SPEA2: Introduction Video
  24. Lec 24 : Strength Pareto Evolutionary Algorithm: SPEA2: Simulations Video
  25. Lec 25 : Performance Assessment of Multi-Objective EC Techniques Video
  26. Lec 26 : Closure of EC for Single and Multi-Objective Optimization Video
  27. Live Session 26-02-2021 Video
  28. Live Session 18-03-2021 Video