Tornado formation over plains
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Severe thunderstorm development
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Supercell storm structure
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Wall cloud formation
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Lightning in storm cell
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Mesocyclone rotation
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Funnel cloud touchdown
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Storm chase photography
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AI-powered tornado prediction

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NEXRAD Network

Next Generation Weather Radar

The NEXRAD (Next Generation Radar) network consists of 207 high-resolution Doppler weather radars operated by the National Weather Service, providing comprehensive coverage across the United States.

  • Real-time precipitation detection and intensity measurement
  • Wind speed and direction analysis through Doppler velocity
  • Severe weather identification including tornadoes and microbursts
  • 24/7 automated scanning with 5-minute update cycles

Our quantum-enhanced prediction models leverage this extensive radar network to provide unprecedented accuracy in tornado forecasting and severe weather detection.

Classical vs Quantum Machine Learning

Our research demonstrates the superior performance of quantum machine learning approaches for tornado classification compared to classical methods.

Key Findings

  • Quantum machine learning achieves higher accuracy in tornado classification
  • Faster processing speed for real-time weather analysis
  • More atmospheric features detected compared to classical methods
  • Reduction in false positive tornado predictions

About the Team

Four minds converging at the intersection of quantum physics, machine learning, and atmospheric science. We're not just building weather prediction systems—we're redefining the very nature of computational meteorology.

Martin Castellanos-Cubides

The Quantum Physicist

Benjamin Chauhan

The Basketball Superstar

Sanjeev Chauhan

The ML Engineer

Joseph Telaak

The Systems Guy

Interactive Demo

Experience our complete tornado prediction pipeline through an intuitive step-by-step web interface that guides you from raw radar data to quantum-powered predictions.

Radar Station Selection

Interactive map of 207 NEXRAD radar stations across the US. Search by location or browse stations with detailed information including altitude and coverage area.

Data Availability Explorer

Calendar interface showing available radar data dates for selected stations. Real-time availability checking ensures you only see dates with valid data.

Point of Interest Mapping

Select any location within radar range for analysis. Interactive map with distance validation ensures your chosen point can be analyzed by the selected radar.

Radar Data Analysis

Automated processing of raw radar data into atmospheric features. Generates velocity colormaps, shear plots, cross-correlation analysis, and reflectivity visualizations.

Multi-Model Inference

Run quantum and classical models simultaneously. Compare results from amplitude-based and angular-based quantum circuits against traditional ML baselines.

Probability Visualizations

Interactive probability distributions and confidence scores for each model. Color-coded results showing tornado strength ratings from weak to violent.

Experience Quantum Tornado

Ready to see quantum weather prediction in action? Upload your weather data and witness our AI analyze atmospheric patterns with unprecedented accuracy.

Try It Out

Experience Quantum Tornado

Ready to see quantum weather prediction in action? Upload your weather data and witness our AI analyze atmospheric patterns with unprecedented accuracy.

Try It Out

a martinqq.com project

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