Code (doi:10.57924/O3GYPO)

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Document Description

Citation

Title:

Code

Identification Number:

doi:10.57924/O3GYPO

Distributor:

Papyrus

Date of Distribution:

2023-05-16

Version:

1

Bibliographic Citation:

Vélez Hoyos, Francisco Javier; Aristizabal Tique, Victor Hugo; Herrera Ramírez, Jorge Alexis; Gómez Cardona, Nelson Darío; Gómez, Jorge Alberto; Quijano, Jairo Camilo; Carrasquilla, Juan Felipe; Reyes Vera, Erick; Madrigal González, Carlos Andrés; Arango, Juan David, 2023, "Code", https://doi.org/10.57924/O3GYPO, Papyrus, V1

Study Description

Citation

Title:

Code

Identification Number:

doi:10.57924/O3GYPO

Authoring Entity:

Vélez Hoyos, Francisco Javier (Universidad Cooperativa de Colombia)

Aristizabal Tique, Victor Hugo (Universidad Cooperativa de Colombia)

Herrera Ramírez, Jorge Alexis (Instituto Tecnológico Metropolitano)

Gómez Cardona, Nelson Darío (Instituto Tecnológico Metropolitano)

Gómez, Jorge Alberto (Politécnico Jaime Isaza Cadavid)

Quijano, Jairo Camilo (Politécnico Jaime Isaza Cadavid)

Carrasquilla, Juan Felipe (Vector Institute, Toronto, Canada)

Reyes Vera, Erick (Instituto Tecnológico Metropolitano)

Madrigal González, Carlos Andrés (Instituto Tecnológico Metropolitano)

Arango, Juan David (Instituto Tecnológico Metropolitano)

Software used in Production:

COMSOL

Software used in Production:

MATLAB

Software used in Production:

Jupyter Notebook

Distributor:

Papyrus

Access Authority:

Francisco Javier Vélez Hoyos

Date of Deposit:

2023-05-05

Holdings Information:

https://doi.org/10.57924/O3GYPO

Study Scope

Keywords:

Computer and Information Science, Engineering, Physics, Specklegrams, Specklegramas, Convolutional neural network, Red neuronal convolucional, Método de elementos finitos, Finite element method (FEM), Fiber optics sensors, Sensores de fibra óptica

Abstract:

Código matlab, archivo COMSOL y códigos del cuaderno de Python para entrenamiento y predicción con CNN.

Matlab code, COMSOL file, and Python notebook codes for training and prediction with CNN.

Methodology and Processing

Sources Statement

Data Access

Other Study Description Materials

Related Publications

Citation

Title:

Arango, J. D., Aristizabal, V. H., Carrasquilla, J. F., Gomez, J. A., Quijano, J. C., Velez, F. J., & Herrera-Ramirez, J. (2021). Deep learning classification and regression models for temperature values on a simulated fibre specklegram sensor. Journal of physics. Conference series, 2139(1), 012001. https://doi.org/10.1088/1742-6596/2139/1/012001

Identification Number:

20.500.12494/46365

Bibliographic Citation:

Arango, J. D., Aristizabal, V. H., Carrasquilla, J. F., Gomez, J. A., Quijano, J. C., Velez, F. J., & Herrera-Ramirez, J. (2021). Deep learning classification and regression models for temperature values on a simulated fibre specklegram sensor. Journal of physics. Conference series, 2139(1), 012001. https://doi.org/10.1088/1742-6596/2139/1/012001

Other Study-Related Materials

Label:

FG050LGA_MMF_fina.mph

Notes:

application/octet-stream

Other Study-Related Materials

Label:

MMFStepIndex_changesIndexRef_Temperature_script_DataInBrief.m

Notes:

text/x-matlab

Other Study-Related Materials

Label:

model.h5

Notes:

application/x-h5

Other Study-Related Materials

Label:

Plan de gestión de datos.pdf

Notes:

application/pdf

Other Study-Related Materials

Label:

Speckle_regression_prediction_.ipynb

Notes:

application/x-ipynb+json

Other Study-Related Materials

Label:

Speckle_regression_training_.ipynb

Notes:

application/x-ipynb+json

Other Study-Related Materials

Label:

weights.h5

Notes:

application/x-h5