クジラ最適化アルゴリズムハンドブック：発展形、組み合わせ、改良、そして応用 Handbook of Whale Optimization Algorithm : Variants, Hybrids, Improvements, and Applications

著者名：Mirjalili PhD, Seyedali (EDT)

Academic Press（2023/11/24発売）

• 言語：ENG
• ISBN：9780323953658
• eISBN：9780323953641

Description

Handbook of Whale Optimization Algorithm: Variants, Hybrids, Improvements, and Applications provides the most in-depth look at an emerging meta-heuristic that has been widely used in both science and industry. Whale Optimization Algorithm has been cited more than 5000 times in Google Scholar, thus solving optimization problems using this algorithm requires addressing a number of challenges including multiple objectives, constraints, binary decision variables, large-scale search space, dynamic objective function, and noisy parameters to name a few. This handbook provides readers with in-depth analysis of this algorithm and existing methods in the literature to cope with such challenges.The authors and editors also propose several improvements, variants and hybrids of this algorithm. Several applications are also covered to demonstrate the applicability of methods in this book.- Provides in-depth analysis of equations, mathematical models and mechanisms of the Whale Optimization Algorithm- Proposes different variants of the Whale Optimization Algorithm to solve binary, multiobjective, noisy, dynamic and combinatorial optimization problems- Demonstrates how to design, develop and test different hybrids of Whale Optimization Algorithm- Introduces several application areas of the Whale Optimization Algorithm, focusing on sustainability- Includes source code from applications and algorithms that is available online

Table of Contents

1. Presenting Appointment Scheduling with considering Whale Optimization Algorithm in Healthcare Management Ali Ala and Seyedali Mirjalili 2. Recent Advances of Whale Optimization Algorithm, Its Versions and Applications Zaid Alyasseri, Seyedali Mirjalili and Nabeel Salih Ali 3. A Hybrid Whale Optimization Algorithm with Tabu Search Algorithm for Resource Allocation in Indoor VLC Systems Selma Yahia, Yassine Meraihi, Seyedali Mirjalili, Sylia Mekhmoukh Taleb, Asma Benmessaoud Gabis, Hossien B. Eldeeb and Souad Refas 4. Use of WOA and it's variants for cloud task scheduling mechanism: A Review Ali Mohammadzadeh, Amit Chhabra, Seyedali Mirjalili and Amir Faraji 5. WOA and its application in machine learning Nava Eslami, Mahdi Rahbar, Seyed Mostafa Bozorgi and Samaneh Yazdani II 6. Whale Optimization Algorithm - Comprehensive Meta Analysis on Hybridization, latest improvements, variants and applications to solve complex single- and multi-objective optimization problems Parijata Majumdar Sr., Sanjoy Mitra, Seyedali Mirjalili and Diptendu Bhattacharya 7. Near-fault Ground Motion Attenuation of Large-Scale Steel Structure by Upgraded Whale Optimization Algorithm Mahdi Azizi, Milad Baghalzadeh Shishehgarkhaneh Sr., Mahla Basiri and Seyedali Mirjalili 8. An SDN-based optimal task scheduling method in Fog-IoT network using the combination of Aquila and Whale otimization ogorithms Taybeh Salehnia, Ahmadreza Montazerolghaem and Seyedali Mirjalili 9. An enhanced Whale Optimization Algorithm using the Nelder-Mead algorithm and Logistic Chaotic Map Farouq Zitouni and Saad Harous 10. Multi-criterion design optimization of contamination detection sensors in water distribution systems: Application of whale optimization algorithm Jafar Jafari-Asl, Sima Ohadi and Seyedali Mirjalili 11. Balancing Exploration and Exploitation Phases in Whale Optimization Algorithm: An Insightful and Empirical Analysis Aram Ahmed, Tarik A. Rashid, Bryar A. Hassan, jafar majidpour, Shko M. Qader, Mohammed Hussein Abdalla, Noor B. Tayfor, Kaniaw Noori, Chnoor Rahman and Naufel Mohammed 12. Equitable and Fair Performance Evaluation of Whale Optimization Algorithm Bryar A. Hassan, Tarik A. Rashid, Aram Ahmed, Shko M. Qader, jafar majidpour, Noor B. Tayfor, Mohammed Hussein Abdalla, Kaniaw Noori, Hozan K. Hamarashid, Haval Sidqi and Awf Abdulrahmam Ramadhan 13. Multi-Objective Archived-based Whale Optimization Algorithm Nima Khodadadi, Seyedeh Zahra Mirjalili, Seyed Mohammad Mirjalili, Seyedali Mirjalili and Mohammad H. Nadim-Shahraki 14. U-WOA: An unsupervised whale optimization algorithm based deep feature selection method for cancer detection in breast ultrasound images Payel Pramanik, Rishav Pramanik, Anurup Naskar, Seyedali Mirjalili and Ram Sarkar 15. Constraint Optimization using Whale Optimization Algorithm Syed Kumayl Raza Moosavi, Muhammad Hamza Zafar, Malik Naveed Akhter and Majad Mansoor 16. F-WOA: an improved whale optimization algorithm based on Fibonacci search principle for global optimization APU KUMAR SAHA, Saroj Kumar Sahoo, Salpa Reang and Sanjoy Chakraborty 17. An improved whale optimization algorithm based on random weights and arbitrary best solution APU KUMAR SAHA 18. Guided Whale Optimization Algorithm (Guided-WOA) with its application El-Sayed M. El-kenawy, Abdelaziz A. Abdelhamid, Abdelhameed Fawzy Ibrahim, Marwa M. Eid and Nima Khodadadi 19. Optimal Power Flow with Renewable Power Generations Using Hyper-Heuristic Technique Mohd Herwan Sulaiman and Zuriani Mustaffa 20. An efficient single image dehazing algorithm based on patch-wise transmission map estimation using Whale Optimization Algorithm K. Ashwini, Hathiram Nenavath and Ravi Kumar Jatoth 21. An Enhanced Whale Optimization Algorithm with Opposition-Based Learning for LEDs Placement in Indoor VLC Systems Abdelbaki Benayad, Amel Boustil, Yassine Meraihi, Seyedali Mirjalili, Selma Yahia and Sylia Mekhmoukh 22.