From 67b9e6bbd231814e080bd3466b2a749576e15c71 Mon Sep 17 00:00:00 2001 From: ajnebro Date: Thu, 20 Jul 2023 17:01:11 +0200 Subject: [PATCH] Working on the documentation --- README.md | 47 +++++++- .../Goel2007.ConfigurableNSGAII.csv | 100 ++++++++++++++++++ .../documentation/Goel2007.StandardNSGAII.csv | 100 ++++++++++++++++++ .../Goel2007.configurableNSGAII.png | Bin 0 -> 22845 bytes .../documentation/Goel2007.referenceFront.png | Bin 0 -> 77108 bytes .../documentation/Goel2007.standardNSGAII.png | Bin 0 -> 23209 bytes .../runner/ConfigurableNSGAIIRunner.java | 29 ++++- 7 files changed, 270 insertions(+), 6 deletions(-) create mode 100644 resources/documentation/Goel2007.ConfigurableNSGAII.csv create mode 100644 resources/documentation/Goel2007.StandardNSGAII.csv create mode 100644 resources/documentation/Goel2007.configurableNSGAII.png create mode 100644 resources/documentation/Goel2007.referenceFront.png create mode 100644 resources/documentation/Goel2007.standardNSGAII.png diff --git a/README.md b/README.md index 6a5e1bd..4d03fd1 100644 --- a/README.md +++ b/README.md @@ -130,7 +130,7 @@ Check the [dashboard documentation](evolver-dashboard/README.md#execute-the-dash # Example: Meta-optimizing NSGA-II to solve an engineering problem To illustrate the use of Evolver, we provide an example where NSGA-II, as meta-optimizer, is used to find a configuration of NSGA-II for the liquid-rocket single element injector design problem described in [Engineering applications of multi-objective evolutionary algorithms: A test suite of box-constrained real-world problems](https://doi.org/10.1016/j.engappai.2023.106192). This problem in included in jMetal in the *org.uma.jmetal.problem.multiobjective.rwa.Goel2007* class. The code to run this example is in the [NSGAIIOptimizingNSGAIIForProblemGoel2007](https://github.com/jMetal/Evolver/blob/main/src/main/java/org/uma/evolver/examples/NSGAIIOptimizingNSGAIIForProblemGoel2007.java) program in Evolver. -Without entering into details, we set the Epsilon and Inverted Generational Distance Plus as indicators to be minimized and the stopping condition of the meta-optimizer is to compute 2000 function evaluations. +Without entering into details, we set the Epsilon and Inverted Generational Distance Plus as indicators to be minimized and the stopping condition of the meta-optimizer and the NSGA-II to be tuned are, respectively, 2000 and 7000 function evaluations. We execute the program in a terminal by using the following command: ```console @@ -163,3 +163,48 @@ We select the configuration corresponding to the solution having the minimum inv --algorithmResult externalArchive --populationSizeWithArchive 45 --externalArchive unboundedArchive --createInitialSolutions random --offspringPopulationSize 100 --variation crossoverAndMutationVariation --crossover BLX_ALPHA --crossoverProbability 0.6748953752524687 --crossoverRepairStrategy round --sbxDistributionIndex 69.33946841828451 --blxAlphaCrossoverAlphaValue 0.3524179610073535 --mutation nonUniform --mutationProbabilityFactor 1.76602778869229 --mutationRepairStrategy round --polynomialMutationDistributionIndex 20.465825376938277 --linkedPolynomialMutationDistributionIndex 369.76116204526977 --uniformMutationPerturbation 0.9230041512352161 --nonUniformMutationPerturbation 0.6160655898281514 --selection tournament --selectionTournamentSize 8 ``` +The last step is to use this configuration with the [ConfigurableNSGAIIRunner](https://github.com/jMetal/Evolver/blob/develop/src/main/java/org/uma/evolver/configurablealgorithm/runner/ConfigurableNSGAIIRunner.java): + +```java +public class ConfigurableNSGAIIRunner { + + public static void main(String[] args) { + + String referenceFrontFileName = "resources/referenceFronts/Goel2007.csv"; + + String[] parameters = + ("--algorithmResult externalArchive " + + "--populationSizeWithArchive 45 " + + "--externalArchive unboundedArchive " + + "--createInitialSolutions random " + + "--offspringPopulationSize 100 " + + "--variation crossoverAndMutationVariation " + + "--crossover BLX_ALPHA " + + "--crossoverProbability 0.6748953752524687 " + + "--crossoverRepairStrategy round " + + "--sbxDistributionIndex 69.33946841828451 " + + "--blxAlphaCrossoverAlphaValue 0.3524179610073535 " + + "--mutation nonUniform " + + "--mutationProbabilityFactor 1.76602778869229 " + + "--mutationRepairStrategy round " + + "--polynomialMutationDistributionIndex 20.465825376938277 " + + "--linkedPolynomialMutationDistributionIndex 369.76116204526977 " + + "--uniformMutationPerturbation 0.9230041512352161 " + + "--nonUniformMutationPerturbation 0.6160655898281514 " + + "--selection tournament " + + "--selectionTournamentSize 8 ") + .split("\\s+"); + + var configurableNSGAII = new ConfigurableNSGAII(new Goel2007(), 100, 15000); + //... +``` + +Note that we set the stopping condition to 15000 function evaluatoins (7000 were set for the +meta-optimization). + +We include next the reference front of the problem, the front obtained by the configured NSGA-II and +the front obtained by NSGA-II with standard settings: + +Reference front +NSGAII front +Configurable NSGAII front diff --git a/resources/documentation/Goel2007.ConfigurableNSGAII.csv b/resources/documentation/Goel2007.ConfigurableNSGAII.csv new file mode 100644 index 0000000..d3dd9e9 --- /dev/null +++ b/resources/documentation/Goel2007.ConfigurableNSGAII.csv @@ -0,0 +1,100 @@ 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