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wind_model_simple

Calculate wind speeds at different altitudes using logarithmic or power law models for flight planning and aviation operations.

Instructions

Calculate wind speeds at different altitudes using logarithmic or power law models.

Args: altitudes_m: List of altitudes in meters surface_wind_speed_ms: Wind speed at 10m reference height in m/s surface_wind_direction_deg: Wind direction at surface in degrees (0=North, 90=East) model_type: Wind model type ('logarithmic' or 'power_law') roughness_length_m: Surface roughness length in meters

Returns: Formatted string with wind profile data

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
altitudes_mYes
surface_wind_speed_msNo
surface_wind_direction_degNo
model_typeNologarithmic
roughness_length_mNo

Implementation Reference

  • The MCP tool handler for wind_model_simple. Imports core logic from integrations.atmosphere, computes wind profile, formats as table with JSON, handles errors.
    def wind_model_simple( altitudes_m: list[float], surface_wind_speed_ms: float = 5.0, surface_wind_direction_deg: float = 270.0, model_type: Literal["logarithmic", "power_law"] = "logarithmic", roughness_length_m: float = 0.03, ) -> str: """Calculate wind speeds at different altitudes using logarithmic or power law models. Args: altitudes_m: List of altitudes in meters surface_wind_speed_ms: Wind speed at 10m reference height in m/s surface_wind_direction_deg: Wind direction at surface in degrees (0=North, 90=East) model_type: Wind model type ('logarithmic' or 'power_law') roughness_length_m: Surface roughness length in meters Returns: Formatted string with wind profile data """ try: from ..integrations.atmosphere import wind_model_simple as _wind_model wind_profile = _wind_model( altitudes_m, surface_wind_speed_ms, surface_wind_direction_deg, model_type, roughness_length_m, ) # Format response result_lines = [f"Wind Profile ({model_type} model)", "=" * 50] result_lines.extend( [ f"Surface Reference: {surface_wind_speed_ms:.1f} m/s @ {surface_wind_direction_deg:.0f}° (10m height)", f"Roughness Length: {roughness_length_m:.3f} m", "", f"{'Alt (m)':>8} {'Speed (m/s)':>12} {'Dir (deg)':>10} {'Gust Factor':>12}", ] ) result_lines.append("-" * 50) for point in wind_profile: result_lines.append( f"{point.altitude_m:8.0f} {point.wind_speed_ms:12.1f} {point.wind_direction_deg:10.0f} " f"{point.gust_factor:12.2f}" ) # Add JSON data json_data = json.dumps([p.model_dump() for p in wind_profile], indent=2) result_lines.extend(["", "JSON Data:", json_data]) return "\n".join(result_lines) except ImportError: return "Wind modeling not available - atmospheric integration required" except Exception as e: logger.error(f"Wind model error: {str(e)}", exc_info=True) return f"Wind model error: {str(e)}"
  • Registers wind_model_simple as an MCP tool.
    mcp.tool(wind_model_simple)
  • Core wind profile computation using logarithmic or power-law models, produces list of WindPoint dataclass instances.
    def wind_model_simple( altitudes_m: list[float], surface_wind_mps: float, surface_altitude_m: float = 0.0, model: str = "logarithmic", roughness_length_m: float = 0.1, reference_height_m: float = 10.0, ) -> list[WindPoint]: """ Simple wind profile models for low-altitude studies. Args: altitudes_m: Altitude points for wind calculation surface_wind_mps: Wind speed at reference height surface_altitude_m: Surface elevation model: "logarithmic" or "power" law roughness_length_m: Surface roughness length (for logarithmic) reference_height_m: Height of surface wind measurement Returns: List of WindPoint objects with wind speeds """ if model not in ["logarithmic", "power"]: raise ValueError(f"Unknown wind model: {model}. Use 'logarithmic' or 'power'") results = [] for altitude in altitudes_m: height_agl = altitude - surface_altitude_m if height_agl < 0: wind_speed = 0.0 # Below ground elif height_agl < reference_height_m: # Linear interpolation below reference height wind_speed = surface_wind_mps * (height_agl / reference_height_m) else: if model == "logarithmic": # Logarithmic wind profile if roughness_length_m <= 0: raise ValueError("Roughness length must be positive") wind_speed = surface_wind_mps * ( math.log(height_agl / roughness_length_m) / math.log(reference_height_m / roughness_length_m) ) else: # power law # Power law with typical exponent alpha = 0.143 # Typical for open terrain wind_speed = ( surface_wind_mps * (height_agl / reference_height_m) ** alpha ) results.append( WindPoint( altitude_m=altitude, wind_speed_mps=max(0.0, wind_speed), # Ensure non-negative ) ) return results
  • Pydantic BaseModel defining the structure of wind profile points returned by the core wind_model_simple function.
    class WindPoint(BaseModel): """Single wind profile point.""" altitude_m: float = Field(..., description="Altitude in meters") wind_speed_mps: float = Field(..., description="Wind speed in m/s") wind_direction_deg: float | None = Field( None, description="Wind direction in degrees" )

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