Zagazig University Digital Repository
Home
Thesis & Publications
All Contents
Publications
Thesis
Graduation Projects
Research Area
Research Area Reports
Search by Research Area
Universities Thesis
ACADEMIC Links
ACADEMIC RESEARCH
Zagazig University Authors
Africa Research Statistics
Google Scholar
Research Gate
Researcher ID
CrossRef
Balanced multi-objective optimization algorithm using improvement based reference points approach
Faculty
Computer Science
Year:
2021
Type of Publication:
ZU Hosted
Pages:
Authors:
Staff Zu Site
Abstract In Staff Site
Journal:
Swarm and Evolutionary Computation Elsevier
Volume:
60
Keywords :
Balanced multi-objective optimization algorithm using improvement
Abstract:
In this work, we explore a novel multi-objective optimization algorithm to identify a set of solutions that could be optimal for more than one task. The proposed approach is used to generate a set of solutions that balance the tradeoff between convergence and diversity in multi-objective optimization problems. Equilibrium Optimizer (EO) algorithm is a novel developed meta-heuristic algorithm inspired by the physics laws. In this paper, we propose a Multi-objective Equilibrium Optimizer Algorithm (MEOA) for tackling multi-objective optimization problems. We suggest an enhancement for exploration and exploitation factors of the EO algorithm to randomize the values of these factors with decreasing the initial value of the exploration factor with the iteration and increasing the exploitation factor to accelerate the convergence toward the best solution. To achieve good convergence and well-distributed solutions, the proposed algorithm is integrated with the Improvement-Based Reference Points Method (IBRPM). The proposed approach is applied to the CEC 2020, CEC 2009, DTLZ, and ZDT test functions. Also, the inverted generational and spread spacing metrics are used to compare the proposed algorithm with the most recent evolutionary algorithms. It's obvious from the results that the proposed algorithm is better in both convergence and diversity.
Author Related Publications
Department Related Publications
Heba Zaki Mohamed Abdallah Elfiqi, "A computational linguistic approach for the identification of translator stylometry using Arabic-English text", IEEE, 2011
More
Heba Zaki Mohamed Abdallah Elfiqi, "Measuring Complexity of Mouse Brain Morphological Changes Using GeoEntropy", AIP Publishing, 2009
More
Mohammed Abdel Basset Metwally Attia, "Training Feedforward Neural Networks Using Symbiotic Organisms Search Algorithm", Computational Intelligence and Neuroscience, 2016
More
Mohammed Abdel Basset Metwally Attia, "Solving systems of nonlinear equations via conjugate direction flower pollination algorithm", inderscience, 2017
More
Mustafa Khamis Baz Ramadan, "An Efficient method for choosing most suitable cloud storage provider reducing top security risks based on multi-criteria neutrosophic decision making", An Efficient method for choosing most suitable cloud storage provider reducing top security risks based on multi-criteria neutrosophic decision making, 2017
More
جامعة المنصورة
جامعة الاسكندرية
جامعة القاهرة
جامعة سوهاج
جامعة الفيوم
جامعة بنها
جامعة دمياط
جامعة بورسعيد
جامعة حلوان
جامعة السويس
شراقوة
جامعة المنيا
جامعة دمنهور
جامعة المنوفية
جامعة أسوان
جامعة جنوب الوادى
جامعة قناة السويس
جامعة عين شمس
جامعة أسيوط
جامعة كفر الشيخ
جامعة السادات
جامعة طنطا
جامعة بنى سويف