Evolutionary Optimization Algorithms de Altaf Q. H. Badar

Evolutionary Optimization Algorithms

Altaf Q. H. Badar

This comprehensive reference text discusses evolutionary optimization techniques, to find optimal solutions for single and multi-objective problems.
The text presents each evolutionary optimization algorithm along with its history and other working equations. It also discusses variants and hybrids of optimization techniques. The text presents step-by-step solution to a problem and includes software’s like MATLAB and Python for solving optimization problems. It covers important optimization algorithms including single objective optimization, multi objective optimization, Heuristic optimization techniques, shuffled frog leaping algorithm, bacteria foraging algorithm and firefly algorithm.
Aimed at senior undergraduate and graduate students in the field of electrical engineering, electronics engineering, mechanical engineering, and computer science and engineering, this text:

Provides step-by-step solution for each evolutionary optimization algorithm.
Provides flowcharts and graphics for better understanding of optimization techniques.
Discusses popular optimization techniques include particle swarm optimization and genetic algorithm.
Presents every optimization technique along with the history and working equations.
Includes latest software like Python and MATLAB.

Citește tot Restrânge

Toate formatele și edițiile

	Preț	Express
Paperback (1)	313^.57 lei 43-57 zile
CRC Press – 7 oct 2024	313^.57 lei 43-57 zile
Hardback (1)	819^.58 lei 43-57 zile
CRC Press – 12 oct 2021	819^.58 lei 43-57 zile

Cuprins

1. Introduction. 2. Optimization Functions. 3. Genetic Algorithm. 4. Differential Evolution. 5. Particle Swarm Optimization. 6. Artificial Bee Colony. 7. Shuffled Frog Leaping Algorithm. 8. Grey Wolf Optimizer. 9. Teaching Learning Based Optimization. 10. Introduction to Other Optimization Techniques. 11. Real Time Application of PSO. 12. Optimization Techniques in Python. 13. Standard Optimization Problems. 14. Bibliography.

Notă biografică

Altaf Q. H. Badar is currently working as an assistant professor, department of electrical engineering, National Institute of Technology, Warangal. His research areas include artificial intelligence applications to power systems, evolutionary optimization techniques, and smart home energy management systems. He has taught courses including electric and magnetic fields, and real-time control of power systems. He is a member of the Institute of Electrical and Electronics Engineers (IEEE) and Indian Society for Technical Education (ISTE).