Computer Aided Applied Single Objective Optimization

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Free Online Course: Computer Aided Applied Single Objective Optimization provided by Swayam is a comprehensive online course, which lasts for 12 weeks long. The course is taught in English and is free of charge. Upon completion of the course, you can receive an e-certificate from Swayam. Computer Aided Applied Single Objective Optimization is taught by Prof. Prakash Kotecha.

Overview
  • Optimization problems are frequently encountered in almost all disciplines of science and engineering. This course will familiarize the audience with both mathematical and computational intelligence algorithms to solve combinatorial optimization problems. The course is designed so as to enable the participants to quickly use state-of-the-art tools to solve optimization problems. A unique feature of this course will be discussion of a realistic case study to thoroughly understand various aspects of optimization. INTENDED AUDIENCE : Students, Researchers & Working ProfessionalsPREREQUISITES : Basic MathematicsINDUSTRY SUPPORT : All

Syllabus
  • Week 1: IntroductionWeek 2: RegressionWeek 3: Teaching Learning Based OptimizationWeek 4: Particle Swarm OptimizationWeek 5: Differential EvolutionWeek 6: Genetic AlgorithmWeek 7: Artificial Bee Colony OptimizationWeek 8: Constraint Handling & Result Analysis
    Week 9:Linear & Mixed Integer Linear Programming
    Week 10:Solution of Case Study with Mathematical & CI Techniques
    Week 11:MATLAB Optimization Toolbox
    Week 12:GAMS & IBM ILOG Optimization Studio