Handbook of Metaheuristic Algorithms: From Fundamental Theories to Advanced Applications

ISBN-13: 9780443191084 / Angielski / Miękka / 2023

Chun-Wei Tsai; Ming-Chao Chiang

Spis treści

PART 1 Fundamentals

1. Introduction

2. Optimization problems

3. Traditional methods

4. Metaheuristic algorithms

5. Simulated annealing

6. Tabu search

7. Genetic algorithm

8. Ant colony optimization

9. Particle swarm optimization

10. Differential evolution

PART 2 Advanced technologies

11. Solution encoding and initialization operator

12. Transition operator

13. Evaluation and determination operators

14. Parallel metaheuristic algorithm

15. Hybrid metaheuristic and hyperheuristic algorithms

16. Local search algorithm

17. Pattern reduction

18. Search economics

19. Advanced applications

20. Conclusion and future research directions

A. Interpretations and analyses of simulation results

B. Implementation in Python