Evolutionary Computation: Harnessing Intelligent Algorithms for Advanced Robotic Systems

· Robotics Science 第 28 本图书 · One Billion Knowledgeable · AI 讲述者:Maxwell(来自 Google)
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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.

作者简介

Fouad Sabry is the former Regional Head of Business Development for Applications at HP. Fouad has received his B.Sc. of Computer Systems and Automatic Control in 1996, dual master’s degrees from University of Melbourne (UoM) in Australia, Master of Business Administration (MBA) in 2008, and Master of Management in Information Technology (MMIT) in 2010. Fouad has more than 30 years of experience in Information Technology and Telecommunications fields, working in local, regional, and international companies, such as Vodafone and IBM. Fouad joined HP in 2013 and helped develop the business in tens of markets. Currently, Fouad is an entrepreneur, author, futurist, and founder of One Billion Knowledge (1BK) Initiative.

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