mils-de 1.0

The mils-de package implements the the DensityEstimator model used to predict the Plasma density given the Power and Phase of possibly multiple MILS recivers.

mils-de

The mils-de package contains the models and tools necessary for performing analysis in the Intensity Refractometry project. Specifically, it implements:

• The DensityEstimator model for predicting plasma density based on power and phase measurements from multiple receivers.
• Weighting functions and evaluation metrics.
• Constraints for the design space.
• Data loading and data manipulation tools, including synthetic design creation.

Installation

To install the package, run:

pip install mils-de

Optional Dependencies

To reproduce the analysis from the Intensity Refractometry project, install the optional dependencies:

pip install mils-de[full]

Usage

For usage examples and detailed guides, refer to the notebooks in the Intensity Refractometry repository. A good starting point is this notebook, which demonstrates how to fit a density estimator for a specific design and assess its performance.