monte_carlo_uncertainty_analysis
Analyze spacecraft trajectory uncertainty using Monte Carlo simulations to quantify risks and variations in aerospace mission planning.
Instructions
Perform Monte Carlo uncertainty analysis on spacecraft trajectory.
Args: nominal_trajectory: Nominal trajectory parameters uncertainty_parameters: Parameters with uncertainty distributions n_samples: Number of Monte Carlo samples analysis_options: Optional analysis settings
Returns: JSON string with uncertainty analysis results
Input Schema
TableJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| nominal_trajectory | Yes | ||
| uncertainty_parameters | Yes | ||
| n_samples | No | ||
| analysis_options | No |
Output Schema
TableJSON Schema
| Name | Required | Description | Default |
|---|---|---|---|
| result | Yes |
Implementation Reference
- The primary handler function for the 'monte_carlo_uncertainty_analysis' tool. It wraps an optional implementation from trajopt.py, serializes results to JSON, and provides graceful error handling including 'not available' message when dependencies are missing.
def monte_carlo_uncertainty_analysis( nominal_trajectory: dict, uncertainty_parameters: dict, n_samples: int = 1000, analysis_options: dict | None = None, ) -> str: """Perform Monte Carlo uncertainty analysis on spacecraft trajectory. Args: nominal_trajectory: Nominal trajectory parameters uncertainty_parameters: Parameters with uncertainty distributions n_samples: Number of Monte Carlo samples analysis_options: Optional analysis settings Returns: JSON string with uncertainty analysis results """ try: from ..integrations.trajopt import ( monte_carlo_uncertainty_analysis as _monte_carlo, ) result = _monte_carlo( nominal_trajectory, uncertainty_parameters, n_samples, analysis_options or {}, ) return json.dumps(result, indent=2) except ImportError: return "Monte Carlo analysis not available - install optimization packages" except Exception as e: logger.error(f"Monte Carlo analysis error: {str(e)}", exc_info=True) return f"Monte Carlo analysis error: {str(e)}" - aerospace_mcp/fastmcp_server.py:129-129 (registration)Registers the monte_carlo_uncertainty_analysis tool with the FastMCP server.
mcp.tool(monte_carlo_uncertainty_analysis) - aerospace_mcp/fastmcp_server.py:48-55 (registration)Imports the monte_carlo_uncertainty_analysis function from tools.optimization for registration.
from .tools.optimization import ( genetic_algorithm_optimization, monte_carlo_uncertainty_analysis, optimize_thrust_profile, particle_swarm_optimization, porkchop_plot_analysis, trajectory_sensitivity_analysis, )