🌊 Enhanced Typhoon Analysis Platform with Real-time Oceanic Data

Advanced ML clustering, real-time SST/SLP integration, route predictions, and comprehensive tropical cyclone analysis

🌊 Welcome to the Enhanced Typhoon Analysis Dashboard with Oceanic Coupling

This dashboard provides comprehensive analysis of typhoon data with real-time oceanic data integration for unprecedented forecast accuracy.

πŸš€ NEW Oceanic Data Features:

  • 🌊 Real-time SST Data: NOAA OISST v2 Sea Surface Temperature via ERDDAP
  • 🌑️ Real-time SLP Data: NCEP/NCAR Sea Level Pressure via OPeNDAP
  • πŸ”„ Dynamic Environmental Coupling: Live oceanic conditions drive intensity predictions
  • πŸ“Š Historical Environmental Analysis: Past storm-environment relationships inform predictions
  • 🎯 Environmental Potential Index: Real-time calculation of maximum possible intensity
  • 🌍 Global Data Coverage: Automatic fallback to climatology when real-time data unavailable

πŸ“Š Enhanced Capabilities:

  • Environmental Intensity Modeling: SST-driven maximum potential intensity calculations
  • Dynamic Steering: SLP-based atmospheric steering patterns
  • ENSO-Environment Coupling: Combined ENSO and oceanic state influences
  • Uncertainty Quantification: Data quality-based confidence scoring
  • Multi-source Integration: Seamless blending of real-time and climatological data

πŸ“Š Data Status:

  • ONI Data: 77 years loaded
  • Typhoon Data: 462,798 records loaded
  • Oceanic Data Sources: NOAA OISST v2 + NCEP/NCAR Reanalysis
  • Available Years: 1851 - 2025

πŸ”§ Technical Infrastructure:

  • Real-time Data Access: xarray + OPeNDAP + ERDDAP protocols
  • Environmental Interpolation: Spatial interpolation to storm locations
  • Physics-based Modeling: Emanuel potential intensity theory implementation
  • Fallback Systems: Robust climatological backup when real-time data unavailable

πŸ”¬ Scientific Accuracy:

  • SST-Intensity Relationship: Based on latest tropical cyclone research
  • Shear Parameterization: ENSO and seasonal wind shear modeling
  • Genesis Climatology: Realistic development regions and frequencies
  • Track Forecasting: Environmental steering with oceanic state dependencies