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Course11110561462 lectures

Soft Computing Techniques

Prof. Santimoy Kundu · IIT-ISM Dhanbad

Start with lecture 1 At NPTEL

Lectures

week-01

  1. Lec 01 Fuzzy Sets Fuzzy Membership Function Support Core Crossover points & Bandwidth of a Fuzzy set Video
  2. Lec 02 Fuzzy Sets and Membership Function Alpha-Cut of a Fuzzy Set Fuzzy subset & Scalar cardinality Video
  3. Lec 03 Fuzzy Sets & Membership funt. Fuzzy subset & Scalar cardinality Basic operations & Properties Video
  4. Lec 04 Fuzzy Sets and Membership functions ........ intersection etc. " Video
  5. Lec 05 Fuzzy Sets Membership functions Basic operations Video

week-02

  1. Lecture 06: Crisp Relation and Example Fuzzy Relation and operations Video
  2. Lec 07: Crisp relation and fuzzy relation Extension principle Fuzzy arithmetic numbers & operations Video
  3. Lec 08 Fuzzy relation and operations Fuzzy multi-valued logic Fuzzy implications Video
  4. Lec 09: Fuzzy relation and fuzzy implications Fuzzy multi-valued logic Defuzzification Video
  5. Lec 10: Defuzzification Video

week-03

  1. Lecture 11 : Fuzzy rules Generalised Modus Ponens Generalised Modus Tollens Video
  2. Lecture 12 : Fuzzy rules Fuzzy inference system Video
  3. Lecture 13 : Fuzzy inference system Mamdanis, Sugenos and Tsukamoto type inferences Video
  4. Lecture 14: Fuzzy inference systems with examples Video
  5. Lecture 15 : Numerical examples Video

week-04

  1. Lec 16 Introduction of Genetic Algorithm Darwin’s Principle Video
  2. Lec 17 Working principle and flow chart of Genetic Algorithm Important terms of Genetic Algorithm Video
  3. Lec 18 Working procedure of Genetic Algorithm Initial population of Genetic Algorithm Video
  4. Lec19: Basic Concepts of Genetic Algorithm Some encoding technique of Genetic Algorithm Video
  5. Lec 20 Working principle of Genetic Algorithm Population Set Encoding Techniques Video

week-05

  1. Lec 21 Selection operator Population diversity and Selection Pressure Exploration and Exploitation Video
  2. Lec 22 Population diversity and Selection Pressure Exploration and Exploitation Selection Methods Video
  3. Lec 23 Selection Methods and Crossover Techniques Video
  4. Lec 24 Selection Methods Crossover techniques Crossover Probability and Mutation Probability. Video
  5. Lecture 25: Crossover techniques Video

week-06

  1. Lecture 26: Numerical Examples by using Genetic Algorithm Video
  2. Lecture 27: Numerical Examples Video
  3. Lecture 28: Numerical Examples (contd.) Video
  4. Lecture 29: Numerical Examples (contd.) Video
  5. Lecture 30: Numerical Examples (contd.) Video

week-07

  1. Lec 31 Introduction of Multi-objective optimization Video
  2. Lec 32 Weighted Sum Method Epsilon-Constraint Method Video
  3. Lec 33 Weighted Distance Metric Method Lexicographic Ordering Method Reference point method Video
  4. Lec 34: Few Methods to solve problems of Multi-objective optimization Video
  5. Lec 35 Introduction of Multi objective GAsVEGA Method" Video

week-08

  1. Lec 36 Vector Optimized Evolution Strategy (VOES)Weight-Based Genetic Algorithm (WBGA) Video
  2. Lec 37 NSGA and NSGA-II Video
  3. Lec 38 Numerical examples by using NSGA-II Video
  4. Lec 39 Concepts on non-domination Ranking Crowding distance operator NSGA-II Video
  5. Lec 40 Introduction of SPEA and SPEA 2 Video

week-09

  1. Lec 41: Introduction Rough Set theory Video
  2. Lec 42 Introduction Rough Set theory Indiscernibility Relation Video
  3. Lec 43 Indiscernibility Relation Lower Approximations Upper Approximations Video
  4. Lec 44 Lower Approximations Upper Approximations Boundary Regions Video
  5. Lec 45 Properties of Approximations and Basic classes of Rough Set theory with Numerical examples Video

week-10

  1. Lec 46 Rough membership function Dependency of Attributes Video
  2. Lec 47 Dependency of Attributes Reduct and Core Video
  3. Lec 48 Indispensable and Dispensable Attributes Reduct and Core Video
  4. Lec 49 Reduct and Core Discernibility Matrix and Function Video
  5. Lecture 50: Numerical examples of Discernibility Matrix and Function Video

week-11

  1. Lec 51 Some concepts on Rough set theory Introduction to Rule Generation Video
  2. Lec 52: Rule Generation based on Reduct and Core Video
  3. Lec 53 Some Problems of Rule Generations. Video
  4. Lec 54 Fuzzy-Rough Sets Video
  5. Lec 55 Some problems of Fuzzy-Rough sets Video

week-12

  1. Lec 56 Introduction to Artificial Neural Networks Video
  2. Lec 57 Numerical example of Backpropagation Algorithm Video
  3. Lec 58: Intelligent Systems Introduction to Neuro-Fuzzy system Video
  4. Lecture 59: Adaptive Neuro-Fuzzy Systems Video
  5. Lecture 60: Ant colony optimization techniques Video

Live Session

  1. Live Session 20-03-2025 Video
  2. Live Session 17-04-2025 Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT-ISM Dhanbad
Department
Mathematics
Teacher
Prof. Santimoy Kundu
Level
Undergraduate
Language
English
Subjects
Mathematics
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. Coordinated by IIT Kharagpur.
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