PARTICLE SWARM OPTIMIZATION FOR SOLVING NLP AND MINLP IN CHEMICAL ENGINEERING
The following sections are included: Introduction The Initial Version of the PSO Algorithm Simple Modifications to the Original PSO Maximum velocity Inertia weight Constriction factor Stopping criteria Neighborhood Selection Strategies Global best / Local best PSO Extensions of Basic PSO Multi-Start...
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| Published in | Stochastic Global Optimization pp. 271 - 300 |
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| Main Authors | , , , |
| Format | Book Chapter |
| Language | English |
| Published |
WORLD SCIENTIFIC
01.06.2010
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| Online Access | Get full text |
| ISBN | 9789814299213 9789814465434 9814299200 9814299219 9814465437 9789814299206 |
| DOI | 10.1142/9789814299213_0008 |
Cover
| Summary: | The following sections are included:
Introduction
The Initial Version of the PSO Algorithm
Simple Modifications to the Original PSO
Maximum velocity
Inertia weight
Constriction factor
Stopping criteria
Neighborhood Selection Strategies
Global best / Local best PSO
Extensions of Basic PSO
Multi-Start PSO Algorithms
Gravity Center Technique
Application of PSO to Mixed-Integer Nonlinear Programming (MINLP)
Applications to constrained problems
Applications in chemical engineering
Application of PSO to the NLP and MINLP Problems
Initialization
Handling discrete variables and bound checking
Handling constraints
Numerical Results
Conclusion and Future Directions
References |
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| ISBN: | 9789814299213 9789814465434 9814299200 9814299219 9814465437 9789814299206 |
| DOI: | 10.1142/9789814299213_0008 |