Real-time Halo CME (Coronal Mass Ejection) Detection & Prediction ISRO Hack2Vision 2025
SolarGuard-X is a machine learning–driven solution to identify Halo CME events based on particle data from the SWIS-ASPEX Payload onboard Aditya-L1. Our system provides real-time detection, precursor analysis, and visualization to support heliophysics research and enhance space weather forecasting.
⚡ Real-time CME Precursor Detection using contrastive learning.
📊 Streaming Data Pipeline for handling continuous solar wind & particle flux data.
🌍 Heliospheric Vector Field Modeling to analyze CME trajectories.
📈 Interactive Dashboard for live monitoring, anomaly detection, and historical comparisons.
🛰️ Integration with ISRO’s Aditya-L1 SWIS-ASPEX Data (flux, density, speed, temperature).
Primary Data: SWIS Level-2 particle data (Flux, Number Density, Temperature, Speed).
Secondary Data: CACTus CME Catalog (for validation & comparison).
Preprocessing: Cleaning, time-series alignment, normalization.
flowchart TD A[SWIS-ASPEX Data Stream] --> B[Preprocessing & Feature Engineering] B --> C[Contrastive Learning Model] C --> D[Real-time CME Detection] D --> E[Heliospheric Vector Modeling] E --> F[Visualization Dashboard]
Languages: Python, C++
ML/DL: PyTorch, Scikit-learn
Data Pipeline: Apache Kafka, Spark Streaming
Visualization: Plotly, Dash / React + Recharts
Deployment: Docker, FastAPI, Streamlit
🔍 Live CME precursor detection
⏳ Time-series analysis of solar wind data
🌐 Vector field maps for CME propagation
📜 Historical data comparison with CACTus catalog
🛰️ Space Weather Forecasting: Early detection of hazardous solar events.
⚡ Satellite Safety: Protect communication & navigation satellites.
🛡️ Astronaut Protection: Radiation risk assessment.
🌍 Power Grid Management: Mitigate geomagnetic storm impacts.
✅ Dataset preprocessing & validation
✅ ML model prototyping (contrastive learning)
🔄 Real-time streaming integration
🔄 Dashboard deployment
This project is developed exclusively for ISRO Hack2Vision 2025 and is intended for research & demonstration purposes.
✨ SolarGuard-X: Guarding Earth from Solar Storms 🌍☀️