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PlatEMO

version 3.5 (12.1 MB) by Ye Tian
Evolutionary multi-objective optimization platform

246 Downloads

Updated 23 Apr 2022

From GitHub

View License on GitHub


Evolutionary multi-objective optimization platform

Developed by BIMK (Institute of Bioinspired Intelligence and Mining Knowledge) of Anhui University and NICE (Nature Inspired Computing and Engineering Group) of University of Surrey
  • 150+ open source evolutionary algorithms
  • 300+ open source benchmark problems
  • Powerful GUI for performing experiments in parallel
  • Generating results in the format of Excel or LaTeX table by one-click operation
  • State-of-the-art algorithms will be included continuously

Thank you very much for using PlatEMO. The copyright of PlatEMO belongs to the BIMK Group. This tool is mainly for research and educational purposes. The codes were implemented based on our understanding of the algorithms published in the papers. You should not rely upon the material or information on the website as a basis for making any business, legal or any other decisions. We assume no responsibilities for any consequences of your using any algorithms in the tool. All publications using the platform should acknowledge the use of “PlatEMO” and reference the following literature:

Copyright

The Copyright of the PlatEMO belongs to the BIMK group. You are free to use the PlatEMO for research purposes. All publications which use this platform or any code in the platform should acknowledge the use of "PlatEMO" and reference "Ye Tian, Ran Cheng, Xingyi Zhang, and Yaochu Jin, PlatEMO: A MATLAB Platform for Evolutionary Multi-Objective Optimization [Educational Forum], IEEE Computational Intelligence Magazine, 2017, 12(4): 73-87".

@article{PlatEMO,
  title={{PlatEMO}: A {MATLAB} platform for evolutionary multi-objective optimization},
  author={Tian, Ye and Cheng, Ran and Zhang, Xingyi and Jin, Yaochu},
  journal={IEEE Computational Intelligence Magazine},
  volume={12},
  number={4},
  pages={73--87},
  year={2017},
}

Release Highlights of PlatEMO 3.5

Release Note can be found here

  • Enhance the application module, where users can define problems and save results more easily.

  • Add three decomposition based multi-objective evolutionary algorithms MOEA/D-DCWV, MOEA/D-PFE, and MOEA/D-VOV and a surrogate-assisted multi-objective evolutionary algorithm MCEA/D. There are currently 180 algorithms in the platform.

Features of PlatEMO

  • Totally Developed in MATLAB
    PlatEMO consists of a number of MATLAB functions without using any other libraries. Any machines able to run MATLAB can use PlatEMO regardless of the operating system.

  • Includes Many Popular Algorithms
    PlatEMO includes more than ninety existing popular MOEAs, including genetic algorithm, differential evolution, particle swarm optimization, memetic algorithm, estimation of distribution algorithm, and surrogate model based algorithm. Most of them are representative algorithms published in top journals after 2010.

  • Various Figure Demonstrations
    Users can select various figures to be displayed, including the Pareto front of the result, the Pareto set of the result, the true Pareto front, and the evolutionary trajectories of any performance indicator values.

  • Powerful and Friendly GUI
    PlatEMO provides a powerful and friendly GUI, where users can configure all the settings and perform experiments in parallel via the GUI without writing any code.

  • Generates Data in the Format of Excel or LaTeX
    Users can save the statistical experimental results generated by PlatEMO as an Excel table or LaTeX table, which can be directly used in academic writings.

Support

  • [recommend] You can ask any question in issues block and upload your contribution by pulling request(PR).
  • If you want to add your MOEA, MOP, operator or performance indicator to PlatEMO, please send the MATLAB code (able to be used in PlatEMO) and the relevant literature to field910921@gmail.com.
  • If you have any question, comment or suggestion to PlatEMO or the algorithms in PlatEMO, please contact Ye Tian (field910921@gmail.com) or join the group of QQ(Group number: 721627832).

Acknowledge

This repo belongs to BIMK group and has been transferred project from BIMK to github by Ye Tian and Shichen Peng@anonymone.

Cite As

Ye Tian, Ran Cheng, Xingyi Zhang, and Yaochu Jin, PlatEMO: A MATLAB platform for evolutionary multi-objective optimization [educational forum], IEEE Computational Intelligence Magazine, 2017, 12(4): 73-87.

MATLAB Release Compatibility
Created with R2021b
Compatible with R2018a and later releases
Platform Compatibility
Windows macOS Linux

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PlatEMO

PlatEMO/Algorithms

PlatEMO/Algorithms/Multi-objective optimization/A-NSGA-III

PlatEMO/Algorithms/Multi-objective optimization/AB-SAEA

PlatEMO/Algorithms/Multi-objective optimization/AGE-II

PlatEMO/Algorithms/Multi-objective optimization/AGE-MOEA

PlatEMO/Algorithms/Multi-objective optimization/AR-MOEA

PlatEMO/Algorithms/Multi-objective optimization/BCE-IBEA

PlatEMO/Algorithms/Multi-objective optimization/BCE-MOEA-D

PlatEMO/Algorithms/Multi-objective optimization/BiGE

PlatEMO/Algorithms/Multi-objective optimization/C-MOEA-D

PlatEMO/Algorithms/Multi-objective optimization/C-TAEA

PlatEMO/Algorithms/Multi-objective optimization/CA-MOEA

PlatEMO/Algorithms/Multi-objective optimization/CCGDE3

PlatEMO/Algorithms/Multi-objective optimization/CCMO

PlatEMO/Algorithms/Multi-objective optimization/CMOEA-MS

PlatEMO/Algorithms/Multi-objective optimization/CMOPSO

PlatEMO/Algorithms/Multi-objective optimization/CPS-MOEA

PlatEMO/Algorithms/Multi-objective optimization/CSEA

PlatEMO/Algorithms/Multi-objective optimization/DAEA

PlatEMO/Algorithms/Multi-objective optimization/DCNSGA-III

PlatEMO/Algorithms/Multi-objective optimization/DEA-GNG

PlatEMO/Algorithms/Multi-objective optimization/DGEA

PlatEMO/Algorithms/Multi-objective optimization/DMOEA-eC

PlatEMO/Algorithms/Multi-objective optimization/DN-NSGA-II

PlatEMO/Algorithms/Multi-objective optimization/DSPCMDE

PlatEMO/Algorithms/Multi-objective optimization/DWU

PlatEMO/Algorithms/Multi-objective optimization/EAG-MOEA-D

PlatEMO/Algorithms/Multi-objective optimization/EDN-ARMOEA

PlatEMO/Algorithms/Multi-objective optimization/EDN-ARMOEA/Dropout

PlatEMO/Algorithms/Multi-objective optimization/EFR-RR

PlatEMO/Algorithms/Multi-objective optimization/EIM-EGO

PlatEMO/Algorithms/Multi-objective optimization/EMyO-C

PlatEMO/Algorithms/Multi-objective optimization/ENS-MOEA-D

PlatEMO/Algorithms/Multi-objective optimization/FDV

PlatEMO/Algorithms/Multi-objective optimization/GDE3

PlatEMO/Algorithms/Multi-objective optimization/GFM-MOEA

PlatEMO/Algorithms/Multi-objective optimization/GLMO

PlatEMO/Algorithms/Multi-objective optimization/GrEA

PlatEMO/Algorithms/Multi-objective optimization/HeE-MOEA

PlatEMO/Algorithms/Multi-objective optimization/HypE

PlatEMO/Algorithms/Multi-objective optimization/I-DBEA

PlatEMO/Algorithms/Multi-objective optimization/I-SIBEA

PlatEMO/Algorithms/Multi-objective optimization/IBEA

PlatEMO/Algorithms/Multi-objective optimization/ICMA

PlatEMO/Algorithms/Multi-objective optimization/IM-MOEA

PlatEMO/Algorithms/Multi-objective optimization/IM-MOEA-D

PlatEMO/Algorithms/Multi-objective optimization/IM-MOEA-D/gpml-matlab-v3.4-2013-11-11

PlatEMO/Algorithms/Multi-objective optimization/IM-MOEA/gpml-matlab-v3.4-2013-11-11

PlatEMO/Algorithms/Multi-objective optimization/K-RVEA

PlatEMO/Algorithms/Multi-objective optimization/KTA2

PlatEMO/Algorithms/Multi-objective optimization/KnEA

PlatEMO/Algorithms/Multi-objective optimization/LCSA

PlatEMO/Algorithms/Multi-objective optimization/LMEA

PlatEMO/Algorithms/Multi-objective optimization/LMOCSO

PlatEMO/Algorithms/Multi-objective optimization/LMOEA-DS

PlatEMO/Algorithms/Multi-objective optimization/LSMOF

PlatEMO/Algorithms/Multi-objective optimization/M-PAES

PlatEMO/Algorithms/Multi-objective optimization/MCEA-D

PlatEMO/Algorithms/Multi-objective optimization/MMOPSO

PlatEMO/Algorithms/Multi-objective optimization/MO-CMA

PlatEMO/Algorithms/Multi-objective optimization/MOCell

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-AWA

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-CMA

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-DAE

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-DCWV

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-DE

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-DRA

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-DU

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-DYTS

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-EGO

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-FRRMAB

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-M2M

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-MRDL

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-PFE

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-PaS

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-STM

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-UR

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-URAW

PlatEMO/Algorithms/Multi-objective optimization/MOEA-D-VOV

PlatEMO/Algorithms/Multi-objective optimization/MOEA-DD

PlatEMO/Algorithms/Multi-objective optimization/MOEA-DVA

PlatEMO/Algorithms/Multi-objective optimization/MOEA-IGD-NS

PlatEMO/Algorithms/Multi-objective optimization/MOEA-PC

PlatEMO/Algorithms/Multi-objective optimization/MOEA-PSL

PlatEMO/Algorithms/Multi-objective optimization/MOMBI-II

PlatEMO/Algorithms/Multi-objective optimization/MOPSO

PlatEMO/Algorithms/Multi-objective optimization/MOPSO-CD

PlatEMO/Algorithms/Multi-objective optimization/MO_Ring_PSO_SCD

PlatEMO/Algorithms/Multi-objective optimization/MP-MMEA

PlatEMO/Algorithms/Multi-objective optimization/MPSO-D

PlatEMO/Algorithms/Multi-objective optimization/MSCMO

PlatEMO/Algorithms/Multi-objective optimization/MSEA

PlatEMO/Algorithms/Multi-objective optimization/MSOPS-II

PlatEMO/Algorithms/Multi-objective optimization/MTS

PlatEMO/Algorithms/Multi-objective optimization/MaOEA-CSS

PlatEMO/Algorithms/Multi-objective optimization/MaOEA-DDFC

PlatEMO/Algorithms/Multi-objective optimization/MaOEA-IGD

PlatEMO/Algorithms/Multi-objective optimization/MaOEA-IT

PlatEMO/Algorithms/Multi-objective optimization/MaOEA-R&D

PlatEMO/Algorithms/Multi-objective optimization/MultiObjectiveEGO

PlatEMO/Algorithms/Multi-objective optimization/MyO-DEMR

PlatEMO/Algorithms/Multi-objective optimization/NMPSO

PlatEMO/Algorithms/Multi-objective optimization/NNIA

PlatEMO/Algorithms/Multi-objective optimization/NSGA-II

PlatEMO/Algorithms/Multi-objective optimization/NSGA-II+ARSBX

PlatEMO/Algorithms/Multi-objective optimization/NSGA-II-SDR

PlatEMO/Algorithms/Multi-objective optimization/NSGA-II-conflict

PlatEMO/Algorithms/Multi-objective optimization/NSGA-III

PlatEMO/Algorithms/Multi-objective optimization/NSLS

PlatEMO/Algorithms/Multi-objective optimization/OSP-NSDE

PlatEMO/Algorithms/Multi-objective optimization/PB-NSGA-III

PlatEMO/Algorithms/Multi-objective optimization/PB-RVEA

PlatEMO/Algorithms/Multi-objective optimization/PESA-II

PlatEMO/Algorithms/Multi-objective optimization/PICEA-g

PlatEMO/Algorithms/Multi-objective optimization/PM-MOEA

PlatEMO/Algorithms/Multi-objective optimization/POCEA

PlatEMO/Algorithms/Multi-objective optimization/PPS

PlatEMO/Algorithms/Multi-objective optimization/PREA

PlatEMO/Algorithms/Multi-objective optimization/ParEGO

PlatEMO/Algorithms/Multi-objective optimization/PeEA

PlatEMO/Algorithms/Multi-objective optimization/RM-MEDA

PlatEMO/Algorithms/Multi-objective optimization/RPD-NSGA-II

PlatEMO/Algorithms/Multi-objective optimization/RPEA

PlatEMO/Algorithms/Multi-objective optimization/RSEA

PlatEMO/Algorithms/Multi-objective optimization/RVEA

PlatEMO/Algorithms/Multi-objective optimization/RVEA-iGNG

PlatEMO/Algorithms/Multi-objective optimization/RVEAa

PlatEMO/Algorithms/Multi-objective optimization/S-CDAS

PlatEMO/Algorithms/Multi-objective optimization/S3-CMA-ES

PlatEMO/Algorithms/Multi-objective optimization/SIBEA

PlatEMO/Algorithms/Multi-objective optimization/SIBEA-kEMOSS

PlatEMO/Algorithms/Multi-objective optimization/SLMEA

PlatEMO/Algorithms/Multi-objective optimization/SMEA

PlatEMO/Algorithms/Multi-objective optimization/SMPSO

PlatEMO/Algorithms/Multi-objective optimization/SMS-EGO

PlatEMO/Algorithms/Multi-objective optimization/SMS-EMOA

PlatEMO/Algorithms/Multi-objective optimization/SPEA-R

PlatEMO/Algorithms/Multi-objective optimization/SPEA2

PlatEMO/Algorithms/Multi-objective optimization/SPEA2+SDE

PlatEMO/Algorithms/Multi-objective optimization/SRA

PlatEMO/Algorithms/Multi-objective optimization/SparseEA

PlatEMO/Algorithms/Multi-objective optimization/SparseEA2

PlatEMO/Algorithms/Multi-objective optimization/TiGE-2

PlatEMO/Algorithms/Multi-objective optimization/ToP

PlatEMO/Algorithms/Multi-objective optimization/TriMOEA-TA&R

PlatEMO/Algorithms/Multi-objective optimization/Two_Arch2

PlatEMO/Algorithms/Multi-objective optimization/VaEA

PlatEMO/Algorithms/Multi-objective optimization/WOF

PlatEMO/Algorithms/Multi-objective optimization/WV-MOEA-P

PlatEMO/Algorithms/Multi-objective optimization/c-DPEA

PlatEMO/Algorithms/Multi-objective optimization/dMOPSO

PlatEMO/Algorithms/Multi-objective optimization/e-MOEA

PlatEMO/Algorithms/Multi-objective optimization/g-NSGA-II

PlatEMO/Algorithms/Multi-objective optimization/hpaEA

PlatEMO/Algorithms/Multi-objective optimization/one-by-one EA

PlatEMO/Algorithms/Multi-objective optimization/r-NSGA-II

PlatEMO/Algorithms/Multi-objective optimization/t-DEA

PlatEMO/Algorithms/Single-objective optimization/ABC

PlatEMO/Algorithms/Single-objective optimization/ACO

PlatEMO/Algorithms/Single-objective optimization/Adam

PlatEMO/Algorithms/Single-objective optimization/BFGS

PlatEMO/Algorithms/Single-objective optimization/BSPGA

PlatEMO/Algorithms/Single-objective optimization/CMA-ES

PlatEMO/Algorithms/Single-objective optimization/CSO

PlatEMO/Algorithms/Single-objective optimization/DE

PlatEMO/Algorithms/Single-objective optimization/EGO

PlatEMO/Algorithms/Single-objective optimization/FEP

PlatEMO/Algorithms/Single-objective optimization/FRCG

PlatEMO/Algorithms/Single-objective optimization/FROFI

PlatEMO/Algorithms/Single-objective optimization/GA

PlatEMO/Algorithms/Single-objective optimization/IMODE

PlatEMO/Algorithms/Single-objective optimization/Nelder-Mead

PlatEMO/Algorithms/Single-objective optimization/OFA

PlatEMO/Algorithms/Single-objective optimization/PSO

PlatEMO/Algorithms/Single-objective optimization/RMSProp

PlatEMO/Algorithms/Single-objective optimization/SA

PlatEMO/Algorithms/Single-objective optimization/SACC-EAM-II

PlatEMO/Algorithms/Single-objective optimization/SACOSO

PlatEMO/Algorithms/Single-objective optimization/SADESammon

PlatEMO/Algorithms/Single-objective optimization/SAMSO

PlatEMO/Algorithms/Single-objective optimization/SD

PlatEMO/Algorithms/Single-objective optimization/SHADE

PlatEMO/Algorithms/Single-objective optimization/SQP

PlatEMO/Algorithms/Utility functions

PlatEMO/GUI

PlatEMO/Metrics

PlatEMO/Problems

PlatEMO/Problems/Multi-objective optimization/BT

PlatEMO/Problems/Multi-objective optimization/CF

PlatEMO/Problems/Multi-objective optimization/DAS-CMOP

PlatEMO/Problems/Multi-objective optimization/DOC

PlatEMO/Problems/Multi-objective optimization/DTLZ

PlatEMO/Problems/Multi-objective optimization/FCP

PlatEMO/Problems/Multi-objective optimization/IMOP

PlatEMO/Problems/Multi-objective optimization/LIR-CMOP

PlatEMO/Problems/Multi-objective optimization/LSMOP

PlatEMO/Problems/Multi-objective optimization/MMF

PlatEMO/Problems/Multi-objective optimization/MMMOP

PlatEMO/Problems/Multi-objective optimization/MOPs with variable linkages

PlatEMO/Problems/Multi-objective optimization/MW

PlatEMO/Problems/Multi-objective optimization/MaF

PlatEMO/Problems/Multi-objective optimization/Real-world MOPs

PlatEMO/Problems/Multi-objective optimization/SMMOP

PlatEMO/Problems/Multi-objective optimization/SMOP

PlatEMO/Problems/Multi-objective optimization/TREE

PlatEMO/Problems/Multi-objective optimization/UF

PlatEMO/Problems/Multi-objective optimization/VNT

PlatEMO/Problems/Multi-objective optimization/WFG

PlatEMO/Problems/Multi-objective optimization/ZDT

PlatEMO/Problems/Single-objective optimization/CEC 2008

PlatEMO/Problems/Single-objective optimization/CEC 2010

PlatEMO/Problems/Single-objective optimization/CEC 2013

PlatEMO/Problems/Single-objective optimization/CEC 2017

PlatEMO/Problems/Single-objective optimization/CEC 2020

PlatEMO/Problems/Single-objective optimization/Real-world SOPs

PlatEMO/Problems/Single-objective optimization/Simple SOPs

To view or report issues in this GitHub add-on, visit the GitHub Repository.
To view or report issues in this GitHub add-on, visit the GitHub Repository.