An efficient bio-inspired algorithm based on humpback whale migration for constrained engineering optimization
Shiraz University of Technology · Ajman University · +6 more institutions
Abstract
• A novel Whale Migration Algorithm (WMA) is proposed. • The proposed WMA is tested on fourteen standard benchmark functions from the CEC-2005 test suite, functions from the CEC-2014 test suite and six real-world optimization problems, as well as tackling large-scale OPF problems using the IEEE 118-bus system with the integration of photovoltaic and wind energy resources • WMA has a high balance between exploration and exploitation. • WMA's performance in optimizing engineering design problems is evaluated. • Experimental results show the superiority of WMA compared to other optimization methods, including some new state-of-the-art optimizers. This work presents the Whale migrating Algorithm (WMA), an…
Citation impact
- FWCI
- 105.92
- Percentile
- 100%
- References
- 221
Authors
9Topics & keywords
- Whale
- Humpback whale
- Optimization algorithm
- Computer science
- Algorithm
- Mathematical optimization
- Artificial intelligence
- Fishery
- Life below water