Multi-objective Differential Evolution Algorithm with Spherical Pruning based on preferences
******************************************************************************************************************
IMPORTANT: This toolbox was developed as a part of my PhD (concluded 2014). I decided to keep
this version as it is for comparison purposes and it won't be updated.
I invite you to check the new eXtended version of this algorithm, that will be updated with new mechanisms and features, according to the progress of our research on the topic:
https://www.mathworks.com/matlabcentral/fileexchange/65145
******************************************************************************************************************
This code implements a version of the multi-objective differential evolution algorithm with spherical pruning based on preferences (spMODE-II, second version of the spMODE algorithm) described in:
Gilberto Reynoso-Meza. Controller Tuning by Means of Evolutionary Multiobjective Optimization: a Holistic Multiobjective Optimization Design Procedure. PhD. Thesis (2014), Universitat Politècnica de València. Url: http://hdl.handle.net/10251/38248. Supervisors: Javier Sanchis and Xavier Blasco.
&
Reynoso-Meza, G., Sanchis, J., Blasco, X., & García-Nieto, S. (2014). Physical programming for preference driven evolutionary multi-objective optimization. Applied Soft Computing, 24, 341-362.
It is a MOEA with mechanisms to improve and deal with:
-- Diversity
-- Pertinency
-- Many-objective optimization instances
-- Constrained optimization instances.
It uses:
-- Physical Programming, in order to incorporate designer's preferences.
-- Size control of the approximated Pareto front using the above information.
-- Spherical pruning, in order to improve spreading.
Citation pour cette source
Gilberto Reynoso-Meza (2025). Multi-objective Differential Evolution Algorithm with Spherical Pruning based on preferences (https://www.mathworks.com/matlabcentral/fileexchange/47035-multi-objective-differential-evolution-algorithm-with-spherical-pruning-based-on-preferences), MATLAB Central File Exchange. Extrait(e) le .
Compatibilité avec les versions de MATLAB
Plateformes compatibles
Windows macOS LinuxCatégories
Tags
Remerciements
Inspiré par : Multi-objective Differential Evolution Algorithm with Spherical Pruning
A inspiré : eXtended Multi-objective Differential Evolution with Spherical Pruning, < spMODEx > algorithm
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!Découvrir Live Editor
Créez des scripts avec du code, des résultats et du texte formaté dans un même document exécutable.
Version | Publié le | Notes de version | |
---|---|---|---|
1.21.0.0 | Notes about this version and new toolbox. |
||
1.2.0.0 | Tutorial update |
||
1.1.0.0 | Change on Title |
||
1.0.0.0 |