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Workshop on Global Optimization Methods and MATLAB Simulations

November 7 @ 9:26 pmNovember 9 @ 9:26 pm

Course Syllabus:
Part I ‐ Introduction
    (I.1) EAs as Optimization Tools
    (I.2) The Meaning and Need of Optimization
    (I.4) Global and Local Optimization
    (I.5) Optimization Paradigms
    ‐ The No‐Free‐Lunch Theorem
    ‐ The Issues of Optimization
Part II – General Structure of EAs
    (II.1) The Origin of EAs – Adaptation in Artificial Systems
    (II.2) EAs Building Blocks
    ‐ The Basic and Control Level
    ‐ Single and Multiple Objective Optimization
Part III ‐ Genetic‐Based Strategies (Competitive EAs)
    (III.1) Genetic Algorithms (GAs)
    ‐ Architecture and Operators
    ‐ GAs Implementations
    ‐ A Simple Example
    (III.2) Differential Evolution (DE)
    ‐ Architecture and Operators
    ‐ GAs Implementations
    ‐ A Simple Example
Part IV ‐ Swarm Intelligence (Cooperative EAs)
    (IV.1) Particle Swarm Optimization (PSO)
    ‐ Architecture and Operators
    ‐ Control Parameters
    ‐ A Simple Example
Part V ‐ Applications
    (V.1) EAs Application Guidelines
    (V.2) Suitable Environments for EAs
    (V.3) EM Applications
Part VI ‐ Future Trends & Developments
    (VI.1) AI-enhanced & Multi-Objective Optimization
    - The System-by-Design Paradigm

Course Activities
1. theory
2. exercises (MATLAB) including applications to EM
3. student competition (benchmark function)
4. electronic form assessment/exam
5. student appreciation/comments form

Details

Start:
November 7 @ 9:26 pm
End:
November 9 @ 9:26 pm
Event Tags:
Website:
https://events.vtools.ieee.org/m/324184
Region: Region 8 (Africa, Europe, Middle East)
Affiliated Group Name: Greece Section Jt. Chapter, ED15/MTT17/AP03

Other

Region
Region 8 (Africa, Europe, Middle East)
Affiliated Group Name
Greece Section Jt. Chapter, ED15/MTT17/AP03