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Cellular Genetic Algorithms
E. Alba, B. Dorronsoro
Series: Operations Research/Computer Science
Vol. 42
250 p.
2008
Springer-Verlag
ISBN: 978-0-387-77609-5
Table of Contents | Buy it! |
Table of Contents
Part I. Introduction
- Introduction to Cellular Genetic Algorithms
- The State of the Art in Cellular Evolutionary Algorithms
Part II. Characterizing Cellular Genetic Algorithms
- On the Effects of Structuring the Population
- Some Theory: A Selection Pressure Study on cGAs
Part III. Algorithmic Models and Extensions
- Algorithmic and Experimental Design
- Design of Self-adaptive cGAs
- Design of Cellular Memetic Algorithms
- Design of Parallel Cellular Genetic Algorithms
- Designing Cellular Genetic Algorithms for Multi-objective Optimization
- Other Cellular Models
- Software for cGAs: The JCell Framework
Part IV. Applications of cGAs
- Continuous Optimization
- Logistics: The Vehicle Routing Problem
- Telecommunications: Optimization of the Broadcasting Process in MANETs
- Bioinformatics: The DNA Fragment Assembly Problem
Part V. Appendix
A. Definition of the Benchmark Problems