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.
1. Handbook of Whale Optimization Algorithm - p. iii 2. Cover - p. iii 3. Title Page - p. iii 4. Copyright - p. iv 5. Table of Contents - p. iv 6. List of Contributors - p. xvii 7. Preface - p. xxi 8. Chapter 1 Presenting appointment scheduling with considering whale optimization algorithm in healthcare management - p. 1 9. Chapter 2 Recent advances of whale optimization algorithm, its versions and applications - p. 9 10. Chapter 3 A hybrid whale optimization algorithm with tabu search algorithm for resource allocation in indoor VLC systems - p. 33 11. Chapter 4 Use of whale optimization algorithm and its variants for cloud task scheduling: a review - p. 47 12. Chapter 5 Whale optimization algorithm and its application in machine learning - p. 69 13. Chapter 6 Whale optimization algorithm - comprehensive meta analysis on hybridization, latest improvements, variants and applications for complex optimization problems - p. 81 14. Chapter 7 Near-fault ground motion attenuation of large-scale steel structure by upgraded whale optimization algorithm - p. 91 15. Chapter 8 SDN-based optimal task scheduling method in Fog-IoT network using combination of AO and WOA - p. 109 16. Chapter 9 An enhanced whale optimization algorithm using the Nelder-Mead algorithm and logistic chaotic map - p. 129 17. Chapter 10 Multi-criterion design optimization of contamination detection sensors in water distribution systems - p. 139 18. Chapter 11 Balancing exploration and exploitation phases in whale optimization algorithm: an insightful and empirical analysis - p. 149 19. Chapter 12 Equitable and fair performance evaluation of whale optimization algorithm - p. 157 20. Chapter 13 Multi-objective archived-based whale optimization algorithm - p. 169 21. Chapter 14 U-WOA: an unsupervised whale optimization algorithm based deep feature selection method for cancer detection in breast ultrasound images - p. 179 22. Chapter 15 Constraint optimization: solving engineering design problems using Whale Optimization Algorithm (WOA) - p. 193 23. Chapter 16 F-WOA: an improved whale optimization algorithm based on Fibonacci search principle for global optimization - p. 217 24. Chapter 17 A random weight and random best solution based improved whale optimization algorithm for optimization issues - p. 235 25. Chapter 18 Guided whale optimization algorithm (guided WOA) with its application - p. 243 26. Chapter 19 Optimal Power Flow with renewable power generations using hyper-heuristic technique - p. 253 27. Chapter 20 An efficient single image dehazing algorithm based on patch-wise transmission map estimation using Whale Optimization Algorithm - p. 265 28. Chapter 21 An enhanced whale optimization algorithm with opposition-based learning for LEDs placement in indoor VLC systems - p. 279 29. Chapter 22 Adaptive bi-level whale optimization algorithm for maximizing the power output of hybrid wave-wind energy site - p. 291 30. Chapter 23 Sizing optimization of truss structures using hybrid whale optimization algorithm - p. 309 31. Chapter 24 Whale Optimization Algorithm (WOA) for BIM-based resource trade-off in construction project scheduling - p. 329 32. Chapter 25 Applications of whale migration algorithm in optimal power flow problems of power systems - p. 347 33. Chapter 26 Optimizing CNN architecture using whale optimization algorithm for lung cancer detection - p. 365 34. Chapter 27 Multi-response optimization of plasma arc cutting on Monel 400 alloy through whale optimization algorithm - p. 373 35. Chapter 28 Hybrid whale optimization algorithm for enhancing K-means clustering technique - p. 387 36. Chapter 29 Whale optimization algorithm based controller design for air-fuel ratio system - p. 411 37. Chapter 30 Application of whale optimization algorithm to infinite impulse response system identification - p. 423 38. Chapter 31 Optimization of SHE problem with WOA in AC-AC choppers - p. 435 39. Chapter 32 A WOA-based path planning approach for UAVs to avoid collisions in cluttered areas - p. 449 40. Chapter 33 Application of an Improved Whale Optimization Algorithm for optimal design of shell and tube heat exchanger☆☆ The contents of Section 33.2 and Section 33.3 have been taken from Mokeddem, D., & Mirjalili, S. (2020). Improved whale optimization algorithm applied to design PID plus second-order derivative controller for automatic voltage regulator system. Journal of the Chinese Institute of Engineers, 43(6), 541-552 by permission of the publisher (Taylor & Francis Ltd, http://www.tandfonline.com). - p. 463 41. Chapter 34 Whale-optimized convolutional neural network for potato fungal pathogens disease classification - p. 477 42. Chapter 35 Whale optimization algorithm for scheduling and sequencing - p. 487 43. Chapter 36 Tuning SVMs' hyperparameters using the whale optimization algorithm - p. 495 44. Chapter 37 Gene selection for microarray data classification based on mutual information and binary whale optimization algorithm - p. 523 45. Chapter 38 A new hybrid whale optimization algorithm and golden jackal optimization for data clustering - p. 533 46. Chapter 39 Feature selection based on dataset variance optimization using Whale Optimization Algorithm (WOA) - p. 547 47. Chapter 40 Whale optimization algorithm for Covid-19 detection based on ECG - p. 567 48. Chapter 41 Whale optimization algorithm for optimization of truss structures with multiple frequency constraints - p. 581 49. Chapter 42 A novel version of whale optimization algorithm for solving optimization problems - p. 591 50. Chapter 43 Binary whale optimization algorithm for topology planning in wireless mesh networks - p. 601 51. Chapter 44 A survey of different Whale Optimization Algorithm applications in water engineering and management - p. 613 52. Chapter 45 A MTIS method using a combined of whale and moth-flame optimization algorithms - p. 625 53. Index - p. 653 54. Index - Continued - p. 660
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.
1. Handbook of Whale Optimization Algorithm - p. iii 2. Cover - p. iii 3. Title Page - p. iii 4. Copyright - p. iv 5. Table of Contents - p. iv 6. List of Contributors - p. xvii 7. Preface - p. xxi 8. Chapter 1 Presenting appointment scheduling with considering whale optimization algorithm in healthcare management - p. 1 9. Chapter 2 Recent advances of whale optimization algorithm, its versions and applications - p. 9 10. Chapter 3 A hybrid whale optimization algorithm with tabu search algorithm for resource allocation in indoor VLC systems - p. 33 11. Chapter 4 Use of whale optimization algorithm and its variants for cloud task scheduling: a review - p. 47 12. Chapter 5 Whale optimization algorithm and its application in machine learning - p. 69 13. Chapter 6 Whale optimization algorithm - comprehensive meta analysis on hybridization, latest improvements, variants and applications for complex optimization problems - p. 81 14. Chapter 7 Near-fault ground motion attenuation of large-scale steel structure by upgraded whale optimization algorithm - p. 91 15. Chapter 8 SDN-based optimal task scheduling method in Fog-IoT network using combination of AO and WOA - p. 109 16. Chapter 9 An enhanced whale optimization algorithm using the Nelder-Mead algorithm and logistic chaotic map - p. 129 17. Chapter 10 Multi-criterion design optimization of contamination detection sensors in water distribution systems - p. 139 18. Chapter 11 Balancing exploration and exploitation phases in whale optimization algorithm: an insightful and empirical analysis - p. 149 19. Chapter 12 Equitable and fair performance evaluation of whale optimization algorithm - p. 157 20. Chapter 13 Multi-objective archived-based whale optimization algorithm - p. 169 21. Chapter 14 U-WOA: an unsupervised whale optimization algorithm based deep feature selection method for cancer detection in breast ultrasound images - p. 179 22. Chapter 15 Constraint optimization: solving engineering design problems using Whale Optimization Algorithm (WOA) - p. 193 23. Chapter 16 F-WOA: an improved whale optimization algorithm based on Fibonacci search principle for global optimization - p. 217 24. Chapter 17 A random weight and random best solution based improved whale optimization algorithm for optimization issues - p. 235 25. Chapter 18 Guided whale optimization algorithm (guided WOA) with its application - p. 243 26. Chapter 19 Optimal Power Flow with renewable power generations using hyper-heuristic technique - p. 253 27. Chapter 20 An efficient single image dehazing algorithm based on patch-wise transmission map estimation using Whale Optimization Algorithm - p. 265 28. Chapter 21 An enhanced whale optimization algorithm with opposition-based learning for LEDs placement in indoor VLC systems - p. 279 29. Chapter 22 Adaptive bi-level whale optimization algorithm for maximizing the power output of hybrid wave-wind energy site - p. 291 30. Chapter 23 Sizing optimization of truss structures using hybrid whale optimization algorithm - p. 309 31. Chapter 24 Whale Optimization Algorithm (WOA) for BIM-based resource trade-off in construction project scheduling - p. 329 32. Chapter 25 Applications of whale migration algorithm in optimal power flow problems of power systems - p. 347 33. Chapter 26 Optimizing CNN architecture using whale optimization algorithm for lung cancer detection - p. 365 34. Chapter 27 Multi-response optimization of plasma arc cutting on Monel 400 alloy through whale optimization algorithm - p. 373 35. Chapter 28 Hybrid whale optimization algorithm for enhancing K-means clustering technique - p. 387 36. Chapter 29 Whale optimization algorithm based controller design for air-fuel ratio system - p. 411 37. Chapter 30 Application of whale optimization algorithm to infinite impulse response system identification - p. 423 38. Chapter 31 Optimization of SHE problem with WOA in AC-AC choppers - p. 435 39. Chapter 32 A WOA-based path planning approach for UAVs to avoid collisions in cluttered areas - p. 449 40. Chapter 33 Application of an Improved Whale Optimization Algorithm for optimal design of shell and tube heat exchanger☆☆ The contents of Section 33.2 and Section 33.3 have been taken from Mokeddem, D., & Mirjalili, S. (2020). Improved whale optimization algorithm applied to design PID plus second-order derivative controller for automatic voltage regulator system. Journal of the Chinese Institute of Engineers, 43(6), 541-552 by permission of the publisher (Taylor & Francis Ltd, http://www.tandfonline.com). - p. 463 41. Chapter 34 Whale-optimized convolutional neural network for potato fungal pathogens disease classification - p. 477 42. Chapter 35 Whale optimization algorithm for scheduling and sequencing - p. 487 43. Chapter 36 Tuning SVMs' hyperparameters using the whale optimization algorithm - p. 495 44. Chapter 37 Gene selection for microarray data classification based on mutual information and binary whale optimization algorithm - p. 523 45. Chapter 38 A new hybrid whale optimization algorithm and golden jackal optimization for data clustering - p. 533 46. Chapter 39 Feature selection based on dataset variance optimization using Whale Optimization Algorithm (WOA) - p. 547 47. Chapter 40 Whale optimization algorithm for Covid-19 detection based on ECG - p. 567 48. Chapter 41 Whale optimization algorithm for optimization of truss structures with multiple frequency constraints - p. 581 49. Chapter 42 A novel version of whale optimization algorithm for solving optimization problems - p. 591 50. Chapter 43 Binary whale optimization algorithm for topology planning in wireless mesh networks - p. 601 51. Chapter 44 A survey of different Whale Optimization Algorithm applications in water engineering and management - p. 613 52. Chapter 45 A MTIS method using a combined of whale and moth-flame optimization algorithms - p. 625 53. Index - p. 653 54. Index - Continued - p. 660
