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An implementation of the NSGA-III algorithm in C++

License: GNU General Public License v3.0

Makefile 1.00% C 24.13% C++ 74.87%
nsga3 nsga-iii nsga2 nsga-ii nsga nsga-iii-algorithm c-plus-plus cpp

nsga3's Introduction

NSGA-III

An implementation of NSGA-III algorithm in C++ according to the article:

  • Kalyanmoy Deb, & Himanshu Jain, An Evolutionary Many-Objective Optimization Algorithm Using Reference-Point-Based Nondominated Sorting Approach, Part I: Solving Problems With Box Constraints. IEEE Transactions on Evolutionary Computation, Vol. 18, No. 4, pp. 577โ€“601, Aug 2014. doi:10.1109/TEVC.2013.2281535.

This code was tested using DTLZ and WFG test problems and the obtained results were quite similar to those reported by the authors.

Contributions and bug fixes are welcome.

Demonstration

The demo "src/main_nsga3.cpp" consists of a scalability test of the algorithm NSGA-III by varying the number of objectives from three to ten considering the DTLZ2 problem.

Compile the specific target file:

make Makefile

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