ptf-a-mlp
Science Score: 44.0%
This score indicates how likely this project is to be science-related based on various indicators:
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✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
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○Academic publication links
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (8.5%) to scientific vocabulary
Repository
Basic Info
- Host: GitHub
- Owner: AJKazakov
- License: other
- Language: Python
- Default Branch: main
- Size: 36.1 KB
Statistics
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 1
Metadata Files
README.md
Readme: PTF-A-MLP Version: 0.1.0 Module: PTF-A-MLP
Author: Adrian Kazakov (adrian.kazakov@inaf.it) Date: 2024-09-18
Modified: Adrian Kazakov Date: 2024-09-18
Description:
This software is able to train and test a deep neural network called a multilayer perceptron to predict/reconstruct the elemental surface composition below a simulated in-situ exospheric measurement.
It includes scripts written in Python, Bash shell, and gnuplot.
Requirements:
- Requires Python and other dependencies listed in ./requirements.txt
- Requires gnuplot
Built on:
Windows Subsystem for Linux on Windows 11
Tested on:
Windows Subsystem for Linux on Windows 11
Installation:
No installation needed.
Configuration:
No configuration needed.
Usage:
The two Python scripts for training and testing of the DNN MLP algorithm are invoked with arguments from the provided example Bash shell scripts.
To run the DNN MLP training program: 1. Place the inputs to the training (training and dev set) in the ./ptfamlp/inputs/ directory. 2. Change the inputs/outputs in the code of the script trainmvr.sh 3. Run the script: $ bash ./ptfamlp/trainmvr.sh
To run the DNN MLP testing/prediction program [with map reconstructions]: 1. Place the inputs to the testing (testing sets) in the ./ptfamlp/inputs/ directory. 2. Make sure that there is the training available in the ./ptfamlp/trainings/ directory. 3. Change the inputs/outputs in the code of the script testmvr.sh 4. Run the script: $ bash ./ptfamlp/testmvr.sh [or $ bash ./ptfamlp/testmvrand_reconstruct.sh]
Uninstallation and Cleaning:
No uninstallation needed.
Owner
- Login: AJKazakov
- Kind: user
- Repositories: 1
- Profile: https://github.com/AJKazakov
Citation (CITATION.cff)
cff-version: 1.2.0 message: "If you use this software, please cite it as below." authors: - family-names: Kazakov given-names: Adrian orcid: https://orcid.org/0000-0001-6403-0266 title: PTF-A-MLP version: v0.1.0 doi: 10.5281/zenodo.13785015 date-released: 2024-09-18 url: "https://github.com/AJKazakov/PTF-A-MLP"