Metadata-Version: 2.1
Name: DPML
Version: 1.0.0
Summary: Python project for the extraction of defect parameters from lifetime measurements
Home-page: https://github.com/WhyBeU/DPML
Author: Yoann Buratti
License: UNKNOWN
Project-URL: Paper, https://www.nature.com/articles/s41524-020-00410-7
Project-URL: Support, https://github.com/MK8J/semiconductor
Project-URL: Source, https://github.com/WhyBeU/DPML/
Description: # Defect Parameter extraction through Machine Learning
        
        Package containing python source code for machine learning extraction of defect parameters from experimental files.
        Follow instructions from python files in example folder on how to use the package.
        More information about the process can be found in the following paper: https://www.nature.com/articles/s41524-020-00410-7
        
        Cite as : 
        *Buratti, Y., Le Gia, Q. T., Dick, J., Zhu, Y. & Hameiri, Z. Extracting bulk defect parameters in silicon wafers using machine learning models. npj Computational Materials 6, 1–8 (2020)*
        
        Related work:
        *Buratti, Y., Dick, J., Gia, Q. L. & Hameiri, Z. A machine learning approach to defect parameters extraction: using random forests to inverse the Shockley-Read-Hall equation. in 46th IEEE Photovoltaic Specialist Conference 4 (2019)*
        
        
        ##  Requirements
        Written in python 3.x
        Install semiconductor package from https://github.com/MK8J
        Other packages needed:
          * numpy
          * pandas
          * matplotlib
          * scipy
          * sklearn
          * pickle
        
Keywords: ML,defects,semiconductor
Platform: UNKNOWN
Classifier: Development Status :: 3 - Alpha
Classifier: Intended Audience :: End Users/Desktop
Classifier: Topic :: Software Development :: Build Tools
Classifier: License :: OSI Approved :: GNU General Public License v3 or later (GPLv3+)
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.6
Classifier: Programming Language :: Python :: 3.7
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3 :: Only
Requires-Python: >=3.6, <4
Description-Content-Type: text/markdown
