Evolutionary Computation - Harnessing Intelligent Algorithms for Advanced Robotic Systems

Fouad Sabry

Summary

1. Evolutionary Computation: Introduction to evolutioninspired computing models.
 
2. Genetic Programming: Examines adaptive systems for evolving programs.
 
3. Genetic Algorithm: Analyzes the power of genetic optimization techniques.
 
4. Evolutionary Algorithm: Discusses algorithms driven by biological evolution.
 
5. Bioinspired Computing: Looks at natureinspired computational models.
 
6. Evolutionary Programming: Explores simulation of evolution in problemsolving.
 
7. Crossover (Genetic Algorithm): Details gene recombination processes.
 
8. Mutation (Genetic Algorithm): Reviews mutation’s role in diversity.
 
9. Chromosome (Genetic Algorithm): Describes genetic data structures.
 
10. Metaheuristic: Explores frameworks for finding nearoptimal solutions.
 
11. Evolution Strategy: Investigates adaptive mechanisms for optimization.
 
12. Effective Fitness: Defines fitness evaluation in evolutionary contexts.
 
13. Premature Convergence: Warns of early optimization pitfalls.
 
14. Genetic Representation: Examines data encoding in genetic algorithms.
 
15. Memetic Algorithm: Covers hybrid algorithms combining genetic and local searches.
 
16. Humanbased Computation: Reviews human influence in computation.
 
17. Lateral Computing: Examines lateral interactions in computational systems.
 
18. Natural Computing: Explores computing grounded in natural processes.
 
19. Artificial Life: Introduces lifelike systems and their applications.
 
20. Soft Computing: Investigates flexible, approximate computation methods.
 
21. Neuroevolution of Augmenting Topologies: Delves into evolving neural networks.

Available since: 12/13/2024.

Print length: 229 pages.

Science & Technology

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