Multi-objective Differential Evolution Algorithm with Spherical Pruning based on preferences

A MOEA with spherical pruning based on preferences to approximate Pareto front
1,8K Downloads
Aktualisiert 22. Nov 2017

Lizenz anzeigen

******************************************************************************************************************
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.

Zitieren als

Gilberto Reynoso-Meza (2024). 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. Abgerufen .

Kompatibilität der MATLAB-Version
Erstellt mit R2009b
Kompatibel mit allen Versionen
Plattform-Kompatibilität
Windows macOS Linux
Kategorien
Mehr zu Multiobjective Optimization finden Sie in Help Center und MATLAB Answers

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!
Version Veröffentlicht Versionshinweise
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