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Felix Riese
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Add all scripts and notebooks
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.gitignore

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.vscode
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.DS_Store
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__pycache__
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.ipynb_checkpoints

README.rst

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@@ -6,9 +6,14 @@ LUCAS Soil Texture Processing Scripts
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=====================================
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This repository is a placeholder for the processing scripts of the soil
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texture data included into the LUCAS dataset [4]. This script is used for a
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study [2] of 1D Convolutional Neural Networks (CNNs). The code of the 1D CNNs
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is published in [3].
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texture data included into the LUCAS dataset [5]. This script is used for a
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study [3, 4] of 1D Convolutional Neural Networks (CNNs). The code of the 1D
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CNNs is published in [2].
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We can not guarantee completeness or correctness of the code. If you find bugs
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or if you have suggestions on how to improve the code, we encourage you to post
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your ideas as `GitHub issue
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<https://github.com/felixriese/lucas-processing/issues>`_.
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:License:
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`3-Clause BSD license <LICENSE>`_
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Notebooks
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---------
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to be added ...
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1. `Process LUCAS dataset <py/Process_LUCAS_Dataset.ipyn>`_
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2. `Plot soil triangle <py/Plot_SoilTriangle.ipyn>`_
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3. `PLot results <py/Plot_Results.ipyn>`_
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----
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@@ -71,22 +78,13 @@ Photogrammetry, Remote Sensing and Spatial Information Sciences, vol. IV-2/W5,
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pp. 615-621, 2019. `DOI:10.5194/isprs-annals-IV-2-W5-615-2019
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<https://doi.org/10.5194/isprs-annals-IV-2-W5-615-2019>`_
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.. code:: bibtex
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@article{riese2019soil,
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author = {Riese, Felix~M. and Keller, Sina},
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title = {{Soil Texture Classification with 1D Convolutional Neural Networks based on Hyperspectral Data}},
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year = {2019},
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journal = {ISPRS Annals of Photogrammetry, Remote Sensing and Spatial Information Sciences},
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volume = {IV-2/W5},
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pages = {615--621},
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doi = {10.5194/isprs-annals-IV-2-W5-615-2019},
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url = {https://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/IV-2-W5/615/2019/},
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}
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[4] Felix M. Riese. "Development and Applications of Machine Learning Methods
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for Hyperspectral Data." PhD thesis. Karlsruhe, Germany: Karlsruhe Institute of
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Technology (KIT), 2020.
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Further References
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------------------
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[4] G. Tóth, A. Jones, and L. Montanarella, "LUCAS Topsoil Survey: Methodology,
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[5] G. Tóth, A. Jones, and L. Montanarella, "LUCAS Topsoil Survey: Methodology,
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Data, and Results." Tech. rep. JRC83529. Joint Research Centre of the European
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Commission, 2013. `DOI:10.2788/97922 <https://doi.org/10.2788/97922>`_

bibliography.bib

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doi = {10.5194/isprs-annals-IV-2-W5-615-2019},
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url = {https://www.isprs-ann-photogramm-remote-sens-spatial-inf-sci.net/IV-2-W5/615/2019/},
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}
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@phdthesis{riese2020development,
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author = {Riese, Felix~M.},
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title = {{Development and Applications of Machine Learning Methods for Hyperspectral Data}},
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school = {Karlsruhe Institute of Technology (KIT)},
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year = {2020},
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address = {Karlsruhe, Germany},
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}
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