Open AccessArtificial God Optimization – A Creation
Author(s) -
Satish Gajawada,
Hassan M. H. Mustafa
Publication year - 2020
Publication title -
transactions on machine learning and artificial intelligence
Language(s) - English
Resource type - Journals
ISSN - 2054-7390
DOI - 10.14738/tmlai.76.7343
Subject(s) - particle swarm optimization , computer science , swarm intelligence , multi swarm optimization , field (mathematics) , benchmark (surveying) , metaheuristic , optimization problem , genetic algorithm , derivative free optimization , mathematical optimization , artificial intelligence , meta optimization , focus (optics) , algorithm , machine learning , mathematics , physics , geodesy , pure mathematics , optics , geography
Nature Inspired Optimization Algorithms have become popular for solving complex Optimization problems. Two most popular Global Optimization Algorithms are Genetic Algorithms (GA) and Particle Swarm Optimization (PSO). Of the two, PSO is very simple and many Research Scientists have used PSO to solve complex Optimization Problems. Hence PSO is chosen in this work. The primary focus of this paper is on imitating God who created the nature. Hence the term "Artificial God Optimization (AGO)" is coined in this paper. AGO is a new field which is invented in this work. A new Algorithm titled "God Particle Swarm Optimization (GoPSO)" is created and applied on various benchmark functions. The World's first Hybrid PSO Algorithm based on Artificial Gods is created in this work. GoPSO is a hybrid Algorithm which comes under AGO Field as well as PSO Field. Results obtained by PSO are compared with created GoPSO algorithm. A list of opportunities that are available in AGO field for Artificial Intelligence field experts are shown in this work.