Skip to content

Ln11211/Einstein-Chwolson-ring-Classifier

Repository files navigation

Einstein-Chwolson-ring-Classifier

A Keras model to classify Gravitational lensing structures. Checkout the classifier model at https://einstein-chwolson-ring-classifier.streamlit.app/

More about Dark matter substructures can be found in this paper :- https://arxiv.org/pdf/1909.07346.pdf

The model classifies the Dark matter substructure into the following three classes,

No Substructure: Gravitational Lensing Images simulated with no substructure

no substructure (no substructure)

Spherical Substructure: Gravitational Lensing Images simulated with Cold dark matter

sphere substructure (sphere substructure)

Vortex Substructure: Gravitational Lensing Images simulated with the superfluid dark matter

vort substructure (vort substructure)

Update: The dataset was prepared from a parapet object of graviational lensing datapoints by myself using python libraries and then converted into a datset and is available on Kaggle. Kaggle notebook for training the model is "https://www.kaggle.com/code/malyala11211/gravitational-lensing-classifier"

About

A Keras model to classify Gravitational lensing structures.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

 
 
 

Contributors

Languages