All Projects → jMetal → Jmetal

jMetal / Jmetal

Licence: mit
jMetal: a framework for multi-objective optimization with metaheuristics

Programming Languages

java
68154 projects - #9 most used programming language

jMetal project Web site

.. image:: https://travis-ci.org/jMetal/jMetal.svg?branch=master :alt: Build Status :target: https://travis-ci.org/jMetal/jMetal

.. image:: https://readthedocs.org/projects/jmetal/badge/?version=latest :alt: Documentation Status :target: https://jmetal.readthedocs.io/?badge=latest

jMetal is a Java-based framework for multi-objective optimization with metaheuristics. The current stable version is 5.10 (https://github.com/jMetal/jMetal/tree/jmetal-5.10), which is based on the description of jMetal 5 included in the paper "Redesigning the jMetal Multi-Objective Optimization Framework" (http://dx.doi.org/10.1145/2739482.2768462), presented at GECCO 2015.

The current development version (5.11-SNAPSHOT) is a Maven project structured in seven subprojects:

+---------------------+------------------------------------+ | Sub-project | Contents | +=====================+====================================+ | jmetal-core | Core classes | +---------------------+------------------------------------+ | jmetal-solution | Solution encodings | +---------------------+------------------------------------+ | jmetal-algorithm | Algorithm implementations | +---------------------+------------------------------------+ | jmetal-problem | Benchmark problems | +---------------------+------------------------------------+ | jmetal-example | Examples | +---------------------+------------------------------------+ | jmetal-lab | Experimentation and visualization | +---------------------+------------------------------------+ | jmetal-experimental | New features in development | +---------------------+------------------------------------+ | jmetal-parallel | Parallel extensions | +---------------------+------------------------------------+

The most recent documentation is hosted in https://jmetal.readthedocs.io (the old documentation site is located in https://github.com/jMetal/jMetalDocumentation).

Comments and suggestions are very welcome.

Changelog

  • [2/19/2021] The Solution <https://github.com/jMetal/jMetal/blob/master/jmetal-core/src/main/java/org/uma/jmetal/solution/Solution.java>_ interface has been refactorized.

  • [2/19/2021] New implementation of quality indicators to remove the dependence of jMetal classes. Now, all of them accept as a parameter a matrix containing objective values.

  • [1/21/2021] Added the MicroFAME multi-objective genetic algorith, described in: Alejandro Santiago, Bernabé Dorronsoro, Héctor Fraire, Patricia Ruíz: Micro-Genetic algorithm with fuzzy selection of operators for multi-Objective optimization: microFAME. Swarm and Evolutionary Computation, V.61, March 2021. DOI <https://doi.org/10.1016/j.swevo.2020.100818>_. Contributed by Alejandro Santiago.

  • [10/1/2020] Added the problems described in: Ryoji Tanabe and Hisao Ishibuchi: An Easy-to-use Real-world Multi-objective Optimization Problem Suite. Applied Soft Computing, V.89, April 2020. DOI <https://doi.org/10.1016/j.asoc.2020.106078>_.

  • [9/14/2020] New jmetal-auto sub-module. It contains asynchronous versions of a genetic algorithm and NSGA-II, and a synchronous evaluator based on Apache Spark.

  • [7/23/2020] The former jmetal-auto sub-project and the stuff related to using a component-based evolutionary template have been moved to a new sub-project called jmetal-experimental, which is intended to explore new features that can be consolidated in the project in the future.

  • [7/21/2020] jMetal 5.10 has been released.

  • [7/15/2020] Automatic generation of HTML pages <https://jmetal.readthedocs.io/en/latest/experimentation.html#generation-of-html-pages>_. summarizing the results of experimental studies. Contributed by Javier Pérez Abad.

  • [7/14/2020] New experiment component: GenerateFriedmanHolmTestTables <https://github.com/jMetal/jMetal/blob/master/jmetal-lab/src/main/java/org/uma/jmetal/lab/experiment/component/impl/GenerateFriedmanHolmTestTables.java>_. Contributed by Javier Pérez Abad.

  • [3/19/2020] New quality indicator: NormalizedHypervolume <https://github.com/jMetal/jMetal/blob/master/jmetal-core/src/main/java/org/uma/jmetal/qualityindicator/impl/NormalizedHypervolume.java>_.

  • [3/19/2020] The jMetal project adopts Java 11.

  • [2/11/2020] All the files containing Pareto front approximations and weight vectors have been moved to the resources folder, located in root project directory.

Note that the project description data, including the texts, logos, images, and/or trademarks, for each open source project belongs to its rightful owner. If you wish to add or remove any projects, please contact us at [email protected].