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Traditional And Non-Traditional Optimization Tools

Prof. Dilip Kumar Pratihar · IIT Kharagpur

Start with lecture 1 At NPTEL

Lectures

Week 1

  1. Lecture 1 Principle of Optimization Video
  2. Lecture 2 Traditional Methods of Optimization Video
  3. Lecture 3: Traditional Methods of Optimization (Contd.) Video
  4. Lecture 4 Binary-Coded Genetic Algorithm (BCGA) Video
  5. Lecture 5 Binary-Coded Genetic Algorithm (BCGA) Contd. Video
  6. Lecture 6 Binary-Coded Genetic Algorithm (BCGA) Contd. Video

Week 2

  1. Lecture 7 Binary-Coded Genetic Algorithm (BCGA) Contd. Video
  2. Lecture 8 Binary-Coded Genetic Algorithm (BCGA) Contd. Video
  3. Lecture 9 Schema Theorem of BCGA Video
  4. Lecture 10: Schema Theorem of BCGA (Contd.) Video
  5. Lecture 11 : Constraint Handling Video
  6. Lecture 12 : Real-Coded GA Video

Week 3

  1. Lecture 13 : Faster Genetic Algorithms Video
  2. Lecture 14 : Faster Genetic Algorithms (Contd.) Video
  3. Lecture 15 : Faster Genetic Algorithms (Contd.) Video
  4. Lecture 16 : Faster Genetic Algorithms (Contd.) Video
  5. Lecture 17 : Scheduling GA Video

Week 4

  1. Lecture 18 : Scheduling GA (Contd.) Video
  2. Lecture 19 : Scheduling GA (Contd.) Video
  3. Lecture 20 : Simmulated Annealing Video
  4. Lecture 21 : Particle Swarm Optimization Video

Week 5

  1. Lecture 22: Multi-Objective Optimization Video
  2. Lecture 23: Multi-Objective Optimization (Contd.) Video
  3. Lecture 24: Multi-Objective Optimization (Contd.) Video
  4. Lecture 25: Multi-Objective Optimization (Contd.) Video
  5. Lecture 26: Multi-Objective Optimization (Contd.) Video
  6. LecLecture 27 Intelligent Optimization Toolture Video

Week 6

  1. Lecture 28: A Practical Optimization Problem Video
  2. Lecture 29: A Practical Optimization Problem (Contd.) Video
  3. Lecture 30: A Practical Optimization Problem (Contd.) Video
  4. Lecture 31: A Practical Optimization Problem (Contd.) Video
  5. Lecture 32: A Practical Optimization Problem (Contd.) Video
  6. Lecture 33: A Practical Optimization Problem (Contd.) Video
  7. Lecture 34: A Practical Optimization Problem (Contd.) Video
  8. Lecture 35: A Practical Optimization Problem (Contd.) Video

Week 7

  1. Lecture 36: A Practical Optimization Problem (Contd.) Video
  2. Lecture 37: Genetic Algorithm as Evolution Tool Video
  3. Lecture 38: Genetic Algorithm as Evolution Tool (Contd.) Video
  4. Lecture 39: Genetic Algorithm as Evolution Tool (Contd.) Video
  5. Lecture 40: Genetic Algorithm as Evolution Tool (Contd.) Video
  6. Lecture 41: Genetic Algorithm as Evolution Tool (Contd.) Video

Week 8

  1. Lecture 42: Genetic Algorithm as Evolution Tool (Contd.) Video
  2. Lecture 43: Summary 1 Video
  3. Lecture 44: Summary 2 Video
  4. Lecture 45: Summary 3 Video
  5. Lecture 46 : Summary 4 Video

Live Session

  1. Live Session 12-02-2021 Video
  2. Live Session 08-03-2021 Video
  3. Live Session 18-02-2022 Video
  4. Live Session 03-11-2022 Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Kharagpur
Department
Mechanical Engineering
Teacher
Prof. Dilip Kumar Pratihar
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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