Comprehensive Metaheuristics: Algorithms and Applications
Editat de Ali Mirjalili, Amir Hossein Gandomien Limba Engleză Paperback – 2 feb 2023
The book takes a much-needed holistic approach, putting the most widely used metaheuristic algorithms together with an in-depth treatise on multi-disciplinary applications of metaheuristics. Each algorithm is thoroughly analyzed to observe its behavior, providing a detailed tutorial on how to solve problems using metaheuristics. New case studies and research problem statements are also discussed, which will help researchers in their application of the concepts.
- Presented by world-renowned researchers and practitioners in metaheuristics
- Includes techniques, algorithms, and applications based on real-world case studies
- Presents the methodology for formulating optimization problems for metaheuristics
- Provides readers with methods for analyzing and tuning the performance of a metaheuristic, as well as for integrating metaheuristics in other AI techniques
- Features online complementary source code from the applications and algorithms
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Specificații
ISBN-13: 9780323917810
ISBN-10: 032391781X
Pagini: 466
Dimensiuni: 191 x 235 mm
Greutate: 0.8 kg
Editura: ELSEVIER SCIENCE
ISBN-10: 032391781X
Pagini: 466
Dimensiuni: 191 x 235 mm
Greutate: 0.8 kg
Editura: ELSEVIER SCIENCE
Public țintă
Researchers, developers, and industry professionals in Information Technology and Computer Science, such as developers of AI, Machine Learning, and Deep Learning, as well as other research fields, including Biomedical.Cuprins
1. Chaos theory in metaheuristcs
2. A New Metaheuristic Approach for Solving Multi-Objective Optimization Problems
3. A Brief Overview of Physics-inspired Metaheuristic Optimization Techniques
4. Application of evolutionary computation techniques for developing optimal response actions against water distribution networks contamination
5. Metaheuristic Technique for Solving Fuzzy Nonlinear Equations
6. Meta-heuristics in Network Intrusion Detection
7. Meta-heuristics in text clustring
8. Application of Metaheuristic Algorithms for Optimal Design of Sewer Collection Systems
9. Meta-heuristics for optimization of structures
10. Meta-heuristics for solving wind turbine placement problem
11. Meta-heuristics in industrial development and its future perspective
12. Levy Flight and Chaos Theory Based Gravitational Search Algorithm for Greyscale Image Thresholding
13. Meta-heuristics for Optimal Feature Selection in High-Dimensional Datasets
14. The Optimal Deployment of Sensors for Leakage Detection in Water Distribution Systems using meta-heuristics
15. Meta-Heuristics Based Automatic Generation Controller In Interconnected Power Systems With Renewable Energy Sources
16. Swarm Intelligence based Route optimization in Mobile Ad-hoc Network
17. The promise of metaheuristic algorithms for efficient operation of a highly complex power system: a comparative assessment
18. Genome Sequencing: Applications of Meta-Heuristics in Bioinformatics
19. Meta-heuristics for training Neural Networks
20. Meta-heuristics for clustring problems
21. Bio Inspired Algorithms in the field of Antenna Array Optimization: Review
22. Foundations of Combinatorial Optimization, Heuristics, and Meta-heuristics
2. A New Metaheuristic Approach for Solving Multi-Objective Optimization Problems
3. A Brief Overview of Physics-inspired Metaheuristic Optimization Techniques
4. Application of evolutionary computation techniques for developing optimal response actions against water distribution networks contamination
5. Metaheuristic Technique for Solving Fuzzy Nonlinear Equations
6. Meta-heuristics in Network Intrusion Detection
7. Meta-heuristics in text clustring
8. Application of Metaheuristic Algorithms for Optimal Design of Sewer Collection Systems
9. Meta-heuristics for optimization of structures
10. Meta-heuristics for solving wind turbine placement problem
11. Meta-heuristics in industrial development and its future perspective
12. Levy Flight and Chaos Theory Based Gravitational Search Algorithm for Greyscale Image Thresholding
13. Meta-heuristics for Optimal Feature Selection in High-Dimensional Datasets
14. The Optimal Deployment of Sensors for Leakage Detection in Water Distribution Systems using meta-heuristics
15. Meta-Heuristics Based Automatic Generation Controller In Interconnected Power Systems With Renewable Energy Sources
16. Swarm Intelligence based Route optimization in Mobile Ad-hoc Network
17. The promise of metaheuristic algorithms for efficient operation of a highly complex power system: a comparative assessment
18. Genome Sequencing: Applications of Meta-Heuristics in Bioinformatics
19. Meta-heuristics for training Neural Networks
20. Meta-heuristics for clustring problems
21. Bio Inspired Algorithms in the field of Antenna Array Optimization: Review
22. Foundations of Combinatorial Optimization, Heuristics, and Meta-heuristics