1. Satellital Image Clasification with neural networks Susana Arias, Héctor Gómez UNIVERSIDAD TÉCNICA PARTICULAR DE LOJA ECUADOR www.eu-eela.euwww.eu-eela.eu Itacuruça – Brazil, november 2 -15, 2008

2. Summary I.Part 1.1 Presentation 1.2 Technical Requirements II.Part 2.1 Description 2.2 Validation 2.3 Conclusions 2.4 Next Steps www.eu-eela.euwww.eu-eela.eu Itacuruça – Brazil, november 2 -15, 2008

3. 1.1 Presentation Satellital Image Clasification with neural networks www.eu-eela.euwww.eu-eela.eu Itacuruça – Brazil, november 2 -15, 2008

4. 1.2 Technical Requirements Computers: Procesador Intel, Core 2 Duo, 2.33 GHz, Memory 2 Gb Net card speed: 100 Mbps Operating System: Windows Microsoft Installer Framework 3.5 www.eu-eela.euwww.eu-eela.eu Itacuruça – Brazil, november 2 -15, 2008

5. WinRar Visual Studio PureMPI.net Aforge 1.2, neural network module Test data – training data MPI module 1.2 Technical Requirements www.eu-eela.euwww.eu-eela.eu Itacuruça – Brazil, november 2 -15, 2008

6. 1.2 Technical Requirements www.eu-eela.euwww.eu-eela.eu Itacuruça – Brazil, november 2 -15, 2008

7. 1.2 Technical Requirements - Class Soil uses www.eu-eela.euwww.eu-eela.eu Itacuruça – Brazil, november 2 -15, 2008

8. 2.1 Description Buil the neural network Training the neural network Get a file.csv Slave nodes configuration Parallel clasification of the data 10/100 Mbps

9. Application modules neural network module, AForge.net Development interface: Visual Studio 2008. Programming Languaje C#. MPI module, PureMPI.net www.eu-eela.euwww.eu-eela.eu Itacuruça – Brazil, november 2 -15, 2008

10. Description Training the neural network

11. Neural network clasification

12. Slave nodes configuration www.eu-eela.euwww.eu-eela.eu Itacuruça – Brazil, november 2 -15, 2008

13. Results www.eu-eela.euwww.eu-eela.eu Itacuruça – Brazil, november 2 -15, 2008

14. 2.2. Validation Red Neuronal For validate the training of the neural network, We use the WEKA (Datamining) tool, with the files input sattrn.arff y sattst.arff for the testing and training. www.eu-eela.euwww.eu-eela.eu Itacuruça – Brazil, november 2 -15, 2008

15. Tamaño (GB) Relación de 1 a 18 2.3. Conclusions

16. 2.4. Next Steps Get a process of neural network parallel, not only the data. Development a user interface that can interactive with the final user, more flexible. www.eu-eela.euwww.eu-eela.eu Itacuruça – Brazil, november 2 -15, 2008

17. Thanks! www.eu-eela.euwww.eu-eela.eu Itacuruça – Brazil, november 2 -15, 2008