skills/smithery.ai/a5c-ai-failure-analysis

a5c-ai-failure-analysis

SKILL.md

Failure Analysis Skill

Purpose

The Failure Analysis skill provides systematic methodology for investigating mechanical component failures, enabling root cause identification through fractography, metallography, stress analysis, and structured problem-solving approaches.

Capabilities

  • Fractography interpretation (SEM, optical)
  • Metallographic examination guidance
  • Root cause analysis frameworks (5-Why, Fishbone)
  • Failure mode identification (fatigue, corrosion, overload)
  • Stress analysis correlation to failure location
  • Chemical analysis interpretation
  • Corrective action development
  • Failure analysis report generation

Usage Guidelines

Investigation Process

Phase 1: Evidence Preservation

  1. Documentation

    • Photograph failed components as-received
    • Document orientation and assembly position
    • Record operating conditions at failure
    • Preserve all fragments
  2. Chain of Custody

    • Log all handling
    • Secure storage
    • Controlled access
    • Document any cleaning or cutting

Phase 2: Visual Examination

  1. Macroscopic Features

    Feature Indication
    Beach marks Fatigue
    Chevron marks Brittle fracture
    Shear lips Ductile overload
    Corrosion products Environmental attack
    Wear patterns Tribological failure
  2. Fracture Origin

    • Identify initiation site
    • Look for stress concentrations
    • Check for material defects
    • Document surface conditions

Phase 3: Fractography

  1. Optical Microscopy

    • Low magnification overview
    • Document fracture features
    • Identify regions of interest
  2. Scanning Electron Microscopy (SEM)

    Fracture Feature Failure Mode
    Striations Fatigue crack growth
    Dimples Ductile overload
    Cleavage facets Brittle fracture
    Intergranular Creep, SCC, hydrogen
    Quasi-cleavage Mixed mode
  3. EDS Analysis

    • Identify corrosion products
    • Detect contamination
    • Verify material composition

Phase 4: Metallography

  1. Sample Preparation

    • Section perpendicular to fracture
    • Mount in appropriate media
    • Grind and polish
    • Select appropriate etchant
  2. Examination

    • Grain structure
    • Heat treatment condition
    • Inclusions and defects
    • Microcracking
    • Decarburization

Failure Mode Identification

Fatigue Failure

Characteristics:
- Beach marks (macroscopic)
- Striations (microscopic)
- Origin at stress concentration
- Minimal plastic deformation
- Flat fracture surface

Contributing Factors:
- Cyclic loading
- Stress concentration
- Residual stress
- Material defects
- Environmental effects

Overload Failure

Ductile:
- Significant plastic deformation
- Cup-and-cone fracture (tensile)
- Shear lips
- Dimpled fracture surface

Brittle:
- Little plastic deformation
- Flat fracture surface
- Chevron marks pointing to origin
- Cleavage or intergranular fracture

Corrosion Failures

Type Characteristics Environment
Uniform General metal loss Acids, bases
Pitting Localized attack Chlorides
SCC Branching cracks Specific ion + stress
Corrosion fatigue Accelerated fatigue Cyclic + corrosive
Hydrogen embrittlement Intergranular fracture Hydrogen source

Wear Failures

Type Mechanism Evidence
Adhesive Material transfer Galling, scoring
Abrasive Hard particle cutting Grooves, scratches
Erosive Fluid/particle impact Surface damage pattern
Fretting Small amplitude motion Oxide debris, pitting

Root Cause Analysis

5-Why Method

Problem: Shaft failure
Why 1: Fatigue fracture
Why 2: High stress concentration at keyway
Why 3: Sharp corner radius
Why 4: Drawing did not specify radius
Why 5: Design review did not catch omission

Root Cause: Inadequate design review process

Fishbone Diagram Categories

  • Material: Composition, defects, properties
  • Machine: Equipment condition, maintenance
  • Method: Process, procedure, design
  • Man: Training, error, supervision
  • Environment: Temperature, humidity, contamination
  • Measurement: Calibration, accuracy

Process Integration

  • ME-016: Failure Analysis Investigation

Input Schema

{
  "failed_component": {
    "part_number": "string",
    "material": "string",
    "service_history": "string",
    "failure_date": "date"
  },
  "operating_conditions": {
    "loads": "string",
    "environment": "string",
    "temperature": "number (C)",
    "cycles_or_hours": "number"
  },
  "available_evidence": {
    "fracture_surfaces": "boolean",
    "mating_parts": "boolean",
    "lubricant_samples": "boolean",
    "maintenance_records": "boolean"
  },
  "analysis_scope": "preliminary|comprehensive"
}

Output Schema

{
  "failure_mode": "fatigue|overload|corrosion|wear|other",
  "root_cause": "string",
  "contributing_factors": "array",
  "evidence_summary": {
    "visual": "string",
    "fractography": "string",
    "metallography": "string",
    "chemical": "string"
  },
  "corrective_actions": [
    {
      "action": "string",
      "category": "design|material|process|maintenance",
      "priority": "high|medium|low"
    }
  ],
  "preventive_recommendations": "array",
  "report_reference": "string"
}

Best Practices

  1. Preserve evidence before any destructive examination
  2. Document all observations photographically
  3. Follow systematic investigation process
  4. Consider multiple failure mechanisms
  5. Correlate fracture features with stress analysis
  6. Validate root cause with evidence

Integration Points

  • Connects with FEA Structural for stress analysis
  • Feeds into Material Selection for improved materials
  • Supports Design Review for lessons learned
  • Integrates with Quality for corrective actions
Weekly Installs
1
First Seen
13 days ago
Installed on
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