Code for Thesis

This repository is used to generate all figures and tables in the thesis.

Note: TensorFlow version is 2.1. To update TensorFlow from an older version, you can run

    pip install tensorflow --upgrade

Both the notebook and py versions for all chapters are included in this repository.

• Chapter 2

  Related Files: Chapter2.py, Chapter2.ipynb

  Code for simple examples to demostrate the data-consistent inversion method.

  Figure 2.1 - 2.3

• Chapter 3

  Check Repository

  Table 3.1 - 3.8, Figure 3.1 - 3.5

• Chapter 6

  Related Files: Chapter6.py, Chapter6.ipynb, gendata.py, gendata_parallel.ipynb

  Code to generate results of Neural Networks

  (PS: gendata.py and gendata_parallel.ipynb are both used to generate the data needed for cross-validation. They have the same function.)

  (Note: gendata_parallel.ipynb generates data in parallel with 10 clusters.)

  Figure 6.2 - 6.7 and Table 6.1

• Appendix B

  Related Files: AppendixB.py, AppendixB.ipynb

  Code to generate results in Appendix B

  Table 2.2, 2.3, Figure 2.1 - 2.4 in Appendix B