cosmonet 0.1.0

Astronomical Light Curve Classification using Physics-Informed Neural Networks

CosmoNet

CosmoNet is a Python package for astronomical light curve classification using Physics-Informed Neural Networks (PINNs). It combines traditional statistical features with physics-based features derived from astronomical principles to achieve high-accuracy classification of astronomical transients.

Features

• Physics-Informed Features: Incorporates domain knowledge from astronomy
• Multi-Model Ensemble: Combines multiple machine learning models
• Time Series Analysis: Specialized features for light curve temporal patterns
• Redshift Correction: Accounts for cosmological effects
• Extreme Event Detection: Identifies significant flux variations
• Research-Ready: Generates publication-quality figures and analysis

Installation

pip install cosmonet