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-# DE-vs-PSO
-Differential evolution vs particle swarm optimization
+# DE, PSO Comparative study
 
+The purpose of the project was to implement both 
+the PSO and DE algorithms and perform a comparative study.
 
 ### Build instructions
 ```
@@ -22,3 +23,36 @@
 ```
 java -jar <path to jar>.jar -test <Benchmark name>
 ```
+
+## Benchmark Examples
+
+#### Differential Evolution
+
+Ackley <br>
+![alt text](https://github.com/BradleyWood/DE-vs-PSO/blob/master/results/DE/DE_Ackley.gif?raw=true)<br><br>
+Bent Cigar <br>
+![alt text](https://github.com/BradleyWood/DE-vs-PSO/blob/master/results/DE/DE_BentCigar.gif?raw=true)<br><br>
+Discus <br>
+![alt text](https://github.com/BradleyWood/DE-vs-PSO/blob/master/results/DE/DE_Discus.gif?raw=true)<br><br>
+Griewank <br>
+![alt text](https://github.com/BradleyWood/DE-vs-PSO/blob/master/results/DE/DE_Griewank.gif?raw=true)<br><br>
+Rastrigin <br>
+![alt text](https://github.com/BradleyWood/DE-vs-PSO/blob/master/results/DE/DE_Rastrigin.gif?raw=true)<br><br>
+Rosenbrock <br>
+![alt text](https://github.com/BradleyWood/DE-vs-PSO/blob/master/results/DE/DE_Rosenbrock.gif?raw=true)<br><br>
+
+<br>
+
+#### Particle swarm optimization
+Ackley <br>
+![alt text](https://github.com/BradleyWood/DE-vs-PSO/blob/master/results/PSO/PSO_Ackley.gif?raw=true)<br><br>
+Bent Cigar <br>
+![alt text](https://github.com/BradleyWood/DE-vs-PSO/blob/master/results/PSO/PSO_BentCigar.gif?raw=true)<br><br>
+Discus <br>
+![alt text](https://github.com/BradleyWood/DE-vs-PSO/blob/master/results/PSO/PSO_Discus.gif?raw=true)<br><br>
+Griewank <br>
+![alt text](https://github.com/BradleyWood/DE-vs-PSO/blob/master/results/PSO/PSO_Griewank.gif?raw=true)<br><br>
+Rastrigin <br>
+![alt text](https://github.com/BradleyWood/DE-vs-PSO/blob/master/results/PSO/PSO_Rastrigin.gif?raw=true)<br><br>
+Rosenbrock <br>
+![alt text](https://github.com/BradleyWood/DE-vs-PSO/blob/master/results/PSO/PSO_Rosenbrock.gif?raw=true)<br><br>
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