Please use this identifier to cite or link to this item:
http://arks.princeton.edu/ark:/88435/dsp016t053k319
Full metadata record
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Correa Hernandez, Andres | - |
dc.contributor.author | Gmachl, Claire F. | - |
dc.date.accessioned | 2024-03-20T16:18:56Z | - |
dc.date.available | 2024-03-20T16:18:56Z | - |
dc.date.created | 2023-07-24 | - |
dc.date.issued | 2024-03-20 | - |
dc.identifier.uri | http://arks.princeton.edu/ark:/88435/dsp016t053k319 | - |
dc.identifier.uri | https://doi.org/10.34770/bps9-7152 | - |
dc.description.abstract | This item contains two files. A multi-layer perceptron (MLP) neural network is built using the MATLAB Deep Network Designer (.m file). It imports a quantum cascade laser (QCL) dataset and splits it into 70% training, 15% validation, and 15% testing subsets. The network consists of an input layer, three hidden layers (each having a normalization and activation layer), and a regression output layer. All of the layers are fully connected, and the root-mean-square error (RMSE) is used to evaluate the accuracy of the network. An algorithm is trained on the [-5, +20] QCL dataset using 50 neurons, ReLU activation function, solver Adam, 0.001 learning rate, over 50 epochs, and is saved to be used in the prediction of figure of merit values for QCL designs (.mat file). | en_US |
dc.description.tableofcontents | adam_relu_hidden_3_neuron_50_epoch_50_net.mat, mlp_reg_train.m, README.txt | en_US |
dc.language.iso | en_US | en_US |
dc.publisher | Princeton University | en_US |
dc.relation | Https://doi.org/10.34770/d644-0c85 | - |
dc.rights | MIT License | en_US |
dc.subject | quantum cascade laser, mid-infrared, figure of merit, machine learning, multi-layer perceptron, neural network, regression | en_US |
dc.title | MLP neural network trained on the QCL [-5, +20] Å dataset | en_US |
dc.type | Software | en_US |
Appears in Collections: | EE Research Data Sets |
Files in This Item:
File | Description | Size | Format | |
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README.txt | 3.19 kB | Text | View/Download | |
adam_relu_hidden_3_neuron_50_epoch_50_net.mat | 28.21 kB | Unknown | View/Download | |
mlp_reg_train.m | 2.95 kB | Unknown | View/Download |
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