Implement SHyTCWaves

[tausiaj]

Title: Implement SHyTCWaves (Synthetic Hybrid Tropical Cyclone Waves) methodology for storm track analysis.

Description:
We need to implement the SHyTCWaves methodology for processing and analyzing tropical cyclone tracks and generating wave parameters. This implementation should include:

Core Functionality Needed:

1. Stopmotion Segmentation

   • Process storm tracks into 6-hour segments
   • Handle 24h warmup + 6h target segments
   • Support both historical and forecast tracks

2. Analogue Finding

   • Implement MDA (Maximum Dissimilarity Algorithm) for finding analogues
   • Support 10-dimensional parameter space:
     • Pressure (pseg)
     • Mean translational speed (vseg)
     • Maximum winds (wseg)
     • Radius of maximum winds (rseg)
     • And their variations (dp, dv, dw, dr, dA, lat)

3. Wave Parameter Extraction

   • Extract bulk wave parameters
   • Support both high and low resolution libraries
   • Handle directional data and coordinate transformations

Technical Requirements:

• Support for different grid sizes (small/medium/large)
• Calibration options for pressure bias correction
• Flexible coordinate system handling (geographic/cartesian)
• Integration with existing IBTrACS data format

Dependencies:

• numpy
• pandas
• xarray
• Core geodesic functions for distance/azimuth calculations

Expected Outputs:

• Storm track segments
• Wave parameter datasets (Hs, Tp, direction)
• Analogue matching results
• Optional spectral data at control points

References:

[Include relevant papers/documentation about SHyTCWaves methodology]

Labels: enhancement, methodology-implementation, tropical-cyclones

[tausiaj]

DONE:

• OLD code is already reformatted, documented, and it is working.

TODO:

• check files reading, as user must provide this information.
• check normalized distance calculation, as swhat changes...
• add shytcwaves for a track using thredds for bulk?
• join library information for bulk

[tausiaj]

Check all this TODO in devcontainer!

[tausiaj]

This issue can be finally closed after successfully merge this pull request!