Tutorial on Evolutionary Computing: A glimpse into PSO and ...
ICSCA Tutorial Outline
Speaker- Prof. Amit Saxena, Professor, Dept of Computer Science and Information Technology, G G University, Bilaspur India (ggu.ac.in), Contact amitsaxena65@ , +91 94252 22744 (voice)
Title of Tutorial Session
A glimpse of Evolutionary Computing with Comprehensive demonstration of PSO and GA
Knowledge level of participants/audience: Participants with basic mathematics level and with elementary understanding of logic/programming can attend this tutorial.
Abstract
The tutorial session aims to design a framework for EC (Evolutionary Computing) and its significance in solving optimization problems. The tutorial will cover following topics in details from their basics to advanced states
i. Introduction to EC and its major techniques
ii. Why EC and where it is most suitable?
iii. What is meant by soft computing and how is EC associated to it?
iv. Particle Swarm Optimization PSO
v. Representation of problem and fitness in PSO
vi. PSO parameters
vii. Formation of a swarm and various topology of PSO
viii. PSO Algorithms
ix. Recent developments in PSO
x. Genetic Algorithms GA: A biological understanding
xi. Components of GA
xii. Terminology used in GA
xiii. A classical model of GA
xiv. Population and its representation
xv. Selection schemes
xvi. Reproduction or crossover schemes
xvii. Types of mutation
xviii. Selection of population for new generation, elitism and other schemes
xix. GA parameters and their control
xx. Advantages of using GA
xxi. Limitations of GA
xxii. PSO Vs GA
xxiii. Illustrating PSO and GA with an example each
xxiv. Applications of EC
Bio-sketch of the speaker
Amit Saxena is currently a Professor and Head, Dept of Computer Science and Information Technology, G G University, Bilaspur India (ggu.ac.in). He achieved his Master degrees in Mathematics and in Computer Applications from India. He was awarded Doctorate degree in Computer Science in 1998. The title of his Ph.D. thesis is “Efficient Computation of DSP problems using Artificial Neural Networks”. He has published papers in National and International journals and conference proceedings. He has delivered invited talks, presentations in India and abroad. He has authored a book on ‘C Programming’. He has been a faculty member of Multimedia University, Cyberjaya Malaysia (mmu.edu.my ); in Faculty of Information Technology, Arab Open University, Kuwait ( ) in Faculty of Computer Science. He is invited to present a tutorial session in Spain for an IASTED International conference in September 2008. His area of research interest includes Data Mining, Soft Computing, Computational Intelligence, Evolutionary Computing and Feature Analysis.
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