Multi-Objective Multi-Verse Optimization (MOMVO) algorithm

The multi-objective version of the Multi-Verse Optimization Algorithm
Updated 22 May 2018

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This submission includes the source codes of the multi-objective version of the Multi-Verse Optimization Algorithm (MOA) called Multi-Objective Multi-Verse Optimization Algorithm (MOMVO).
The main paper is:
S. Mirjalili, P. Jangir, S. Z. Mirjalili, S. Saremi, and I. N. Trivedi, Optimization of problems with multiple objectives using the multi-verse optimization algorithm, Knowledge-based Systems, 2017, DOI:

If you have no access to the paper, please drop me an email at and I will send you the paper.

All of the source codes and extra information as well as more optimization techniques can be found in my personal website at

The source code of MVO can be downloaded here:

I have a number of relevant courses in this area. You can enrol via the following links with 95% discount:

A course on “Optimization Problems and Algorithms: how to understand, formulation, and solve optimization problems”:

A course on “Introduction to Genetic Algorithms: Theory and Applications”

Cite As

Seyedali Mirjalili (2024). Multi-Objective Multi-Verse Optimization (MOMVO) algorithm (, MATLAB Central File Exchange. Retrieved .

MATLAB Release Compatibility
Created with R2016a
Compatible with any release
Platform Compatibility
Windows macOS Linux

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