characterization-workflow-orchestrator

Characterization Workflow Orchestrator

Purpose

The Characterization Workflow Orchestrator skill provides automated coordination of multi-technique characterization campaigns, enabling efficient sample throughput, data correlation, and comprehensive reporting.

Capabilities

• Characterization sequence planning
• Sample routing optimization
• Data aggregation and correlation
• Report generation
• Quality gate enforcement
• Instrument scheduling

Usage Guidelines

Workflow Orchestration

1. Sequence Planning
2. Define required techniques
3. Order for sample compatibility
4. Allocate instrument time

1. Execution Management
2. Track sample progress
3. Handle technique failures
4. Route to next steps

1. Data Integration
2. Aggregate results
3. Correlate across techniques
4. Generate reports

Process Integration

• Multi-Modal Nanomaterial Characterization Pipeline
• Structure-Property Correlation Analysis

Input Schema

{
  "sample_id": "string",
  "characterization_goals": ["size", "composition", "structure", "surface"],
  "techniques_required": ["TEM", "XRD", "XPS", "DLS"],
  "priority": "routine|urgent",
  "turnaround_target": "number (days)"
}

Output Schema

{
  "workflow": {
    "id": "string",
    "status": "planned|in_progress|completed",
    "sequence": [{
      "step": "number",
      "technique": "string",
      "instrument": "string",
      "scheduled_time": "string"
    }]
  },
  "progress": {
    "completed": "number",
    "total": "number",
    "current_step": "string"
  },
  "integrated_results": {
    "summary": "string",
    "data_files": ["string"],
    "quality_metrics": {}
  },
  "report_path": "string"
}