3. Examples

Below are links to some code examples that show how one can use the emicroml library. It is recommended that users go through each example so that they can see all the different features that have been implemented in emicroml.

• 3.1. Examples of CBED-related tasks
  • 3.1.1. Examples of CBED multislice simulations
    • 3.1.1.1. Generating the atomic coordinates of a model of MoS₂
    • 3.1.1.2. Generating the atomic coordinates of a model of amorphous C superblock
    • 3.1.1.3. Generating the atomic coordinates of a model of MoS₂ on amorphous C
    • 3.1.1.4. Generating the potential slices of a model of MoS₂ on amorphous C
    • 3.1.1.5. Generating simulated CBED patterns of a sample of MoS₂ on amorphous C
  • 3.1.2. Examples of distortion estimation of CBED patterns
    • 3.1.2.1. Generating machine learning datasets for training and validation
    • 3.1.2.2. Combining then splitting machine learning datasets for training and validation
    • 3.1.2.3. Training a machine learning model
    • 3.1.2.4. Generating machine learning datasets for the machine learning model test set #1
    • 3.1.2.5. Combining machine learning datasets for the machine learning model test set #1
    • 3.1.2.6. Running the machine learning model test set #1
    • 3.1.2.7. Running the RGM test set #1
    • 3.1.2.8. Analyzing machine learning model training results
    • 3.1.2.9. Analyzing machine learning model testing results
    • 3.1.2.10. Correcting distortion in SAED data