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Advanced electrical schematic analysis MCP server with rail engineering expertise

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import { electricalSchematicAnalyzer } from '../services/electrical-analyzer.js'; /** * MCP Tool: Generate Maintenance Schedule * * Generates comprehensive maintenance schedules for electrical components * based on rail engineering best practices, manufacturer specifications, * and operating conditions. Optimizes maintenance timing to prevent failures. */ export async function generateMaintenanceSchedule(args) { try { // Configure analysis for maintenance scheduling const analysisOptions = { analysis_depth: args.maintenance_level === 'comprehensive' ? 'comprehensive' : args.maintenance_level === 'standard' ? 'standard' : 'basic', focus_areas: ['maintenance', 'safety'], ...(args.rail_system_type && { rail_system_context: { system_type: args.rail_system_type, voltage_system: 'Variable', region: 'GLOBAL', applicable_standards: ['EN 50155', 'IEC 62278', 'IEEE 1934'] } }) }; // Perform comprehensive analysis const analysisResult = await electricalSchematicAnalyzer.analyzeSchematic(args.image_path, analysisOptions); if (!analysisResult.success || !analysisResult.analysis) { throw new Error('Maintenance schedule generation failed: ' + (analysisResult.errors?.[0]?.message || 'Unknown error')); } const analysis = analysisResult.analysis; const scheduleHorizon = args.schedule_horizon || 24; // Default 24 months // Generate comprehensive maintenance schedule let schedule = '# 🔧 Electrical System Maintenance Schedule\n\n'; // Executive Summary schedule += generateMaintenanceSummary(analysis, args, scheduleHorizon); // Component Inventory & Criticality schedule += generateComponentCriticality(analysis.components, args); // Maintenance Calendar Overview schedule += generateMaintenanceCalendar(analysis.components, scheduleHorizon, args); // Detailed Component Schedules schedule += generateDetailedSchedules(analysis.components, analysis.maintenance_guidance, args, scheduleHorizon); // Priority Maintenance Actions schedule += generatePriorityActions(analysis.maintenance_guidance, args); // Safety-Critical Maintenance schedule += generateSafetyCriticalMaintenance(analysis.components, analysis.safety_analysis); // Seasonal & Environmental Considerations schedule += generateEnvironmentalMaintenance(analysis.components, args); // Cost Analysis if (args.include_costs) { schedule += generateCostAnalysis(analysis.components, args, scheduleHorizon); } // Maintenance Resources & Planning schedule += generateResourcePlanning(analysis.components, args); // Documentation & Compliance Requirements schedule += generateComplianceRequirements(analysis.compliance_report, args); // Schedule Summary & Recommendations schedule += generateScheduleSummary(analysis, args, scheduleHorizon); return schedule; } catch (error) { return `❌ **Error generating maintenance schedule**\n\nError: ${error instanceof Error ? error.message : String(error)}`; } } /** * Generate maintenance executive summary */ function generateMaintenanceSummary(analysis, args, horizonMonths) { const totalComponents = analysis.components.length; const criticalComponents = analysis.components.filter((c) => ['critical', 'high'].includes(c.safety_level)).length; let summary = '## 📋 Maintenance Overview\n\n'; summary += `**Schedule Horizon**: ${horizonMonths} months\n`; summary += `**Total Components**: ${totalComponents}\n`; summary += `**Safety Critical**: ${criticalComponents} components\n`; summary += `**Operating Environment**: ${args.operating_environment?.toUpperCase() || 'STANDARD'}\n`; summary += `**Maintenance Level**: ${args.maintenance_level?.toUpperCase() || 'STANDARD'}\n\n`; // Calculate maintenance statistics const maintenanceActions = estimateMaintenanceActions(analysis.components, horizonMonths, args); summary += '### Maintenance Statistics\n\n'; summary += `- **Inspections**: ${maintenanceActions.inspections} scheduled\n`; summary += `- **Testing**: ${maintenanceActions.testing} sessions\n`; summary += `- **Calibrations**: ${maintenanceActions.calibrations} required\n`; summary += `- **Overhauls**: ${maintenanceActions.overhauls} planned\n`; summary += `- **Emergency Reserves**: ${Math.ceil(maintenanceActions.total * 0.1)} actions (10% buffer)\n\n`; // Risk assessment const riskLevel = assessMaintenanceRisk(analysis.components, args); summary += `**Risk Assessment**: ${riskLevel.icon} ${riskLevel.level}\n`; summary += `**Risk Factors**: ${riskLevel.factors.join(', ')}\n\n`; return summary; } /** * Generate component criticality analysis */ function generateComponentCriticality(components, args) { let criticality = '## 🎯 Component Criticality Analysis\n\n'; // Categorize components by criticality const critical = components.filter(c => c.safety_level === 'critical'); const high = components.filter(c => c.safety_level === 'high'); const medium = components.filter(c => c.safety_level === 'medium'); const low = components.filter(c => c.safety_level === 'low'); criticality += '### Criticality Distribution\n\n'; criticality += '| Level | Count | Components | Maintenance Priority |\n'; criticality += '|-------|-------|------------|----------------------|\n'; criticality += `| 🔴 Critical | ${critical.length} | ${critical.map(c => c.id).join(', ') || 'None'} | Immediate |\n`; criticality += `| 🟠 High | ${high.length} | ${high.map(c => c.id).join(', ') || 'None'} | Priority |\n`; criticality += `| 🟡 Medium | ${medium.length} | ${medium.map(c => c.id).join(', ') || 'None'} | Standard |\n`; criticality += `| 🟢 Low | ${low.length} | ${low.map(c => c.id).join(', ') || 'None'} | Routine |\n`; criticality += '\n'; if (args.criticality_weighting) { criticality += '### Criticality-Based Scheduling\n\n'; criticality += '- **Critical Components**: 25% more frequent maintenance\n'; criticality += '- **High Priority**: 15% more frequent maintenance\n'; criticality += '- **Standard Components**: Manufacturer recommended intervals\n'; criticality += '- **Low Priority**: Extended intervals where safe\n\n'; } // Component failure impact analysis criticality += '### Failure Impact Assessment\n\n'; if (critical.length > 0) { criticality += '#### Critical Component Failures\n'; for (const component of critical.slice(0, 5)) { // Limit to 5 for readability criticality += `- **${component.id}**: System shutdown, safety risk, immediate repair required\n`; } criticality += '\n'; } if (high.length > 0) { criticality += '#### High Priority Component Failures\n'; for (const component of high.slice(0, 3)) { criticality += `- **${component.id}**: Service degradation, scheduled repair within 24-48 hours\n`; } criticality += '\n'; } return criticality; } /** * Generate maintenance calendar overview */ function generateMaintenanceCalendar(components, horizonMonths, args) { let calendar = '## 📅 Maintenance Calendar Overview\n\n'; // Generate monthly breakdown const monthlySchedule = generateMonthlyBreakdown(components, horizonMonths, args); calendar += '### Monthly Maintenance Distribution\n\n'; calendar += '| Month | Inspections | Testing | Calibration | Overhaul | Total Actions |\n'; calendar += '|-------|-------------|---------|-------------|----------|---------------|\n'; for (let month = 1; month <= Math.min(horizonMonths, 12); month++) { const schedule = monthlySchedule[month] || { inspections: 0, testing: 0, calibration: 0, overhaul: 0 }; const total = schedule.inspections + schedule.testing + schedule.calibration + schedule.overhaul; calendar += `| Month ${month} | ${schedule.inspections} | ${schedule.testing} | ${schedule.calibration} | ${schedule.overhaul} | **${total}** |\n`; } calendar += '\n'; // Peak maintenance periods calendar += '### Peak Maintenance Periods\n\n'; const peakMonths = Object.entries(monthlySchedule) .sort(([, a], [, b]) => (b.inspections + b.testing + b.calibration + b.overhaul) - (a.inspections + a.testing + a.calibration + a.overhaul)) .slice(0, 3); if (peakMonths.length > 0) { calendar += 'High maintenance activity expected in:\n'; for (const [month, schedule] of peakMonths) { const total = schedule.inspections + schedule.testing + schedule.calibration + schedule.overhaul; calendar += `- **Month ${month}**: ${total} maintenance actions\n`; } } else { calendar += 'Maintenance load is evenly distributed across the schedule horizon.\n'; } calendar += '\n'; return calendar; } /** * Generate detailed component maintenance schedules */ function generateDetailedSchedules(components, maintenanceGuidance, args, horizonMonths) { let detailed = '## 🔧 Detailed Component Schedules\n\n'; // Group components by type for organized scheduling const componentsByType = components.reduce((acc, component) => { if (!acc[component.type]) acc[component.type] = []; acc[component.type].push(component); return acc; }, {}); for (const [type, typeComponents] of Object.entries(componentsByType)) { detailed += `### ${formatComponentType(type)} Maintenance\n\n`; detailed += '| Component | Next Inspection | Next Testing | Next Calibration | Next Overhaul |\n'; detailed += '|-----------|-----------------|--------------|------------------|---------------|\n'; for (const component of typeComponents) { const schedule = findComponentSchedule(component.id, maintenanceGuidance); detailed += `| **${component.id}** | `; detailed += `${formatDate(schedule?.next_inspection)} | `; detailed += `${formatDate(schedule?.next_testing) || 'N/A'} | `; detailed += `${formatDate(schedule?.next_calibration) || 'N/A'} | `; detailed += `${formatDate(schedule?.next_overhaul) || 'N/A'} |\n`; } detailed += '\n'; // Component-specific maintenance notes detailed += `#### ${formatComponentType(type)} Maintenance Notes\n\n`; detailed += getMaintenanceNotes(type, args); detailed += '\n'; } return detailed; } /** * Generate priority maintenance actions */ function generatePriorityActions(maintenanceGuidance, args) { let priority = '## ⚡ Priority Maintenance Actions\n\n'; const priorityActions = maintenanceGuidance?.priority_actions || []; if (priorityActions.length === 0) { priority += '✅ **No immediate priority actions identified**\n\n'; return priority; } priority += '### Immediate Actions Required\n\n'; for (const action of priorityActions) { const urgencyIcon = action.urgency === 'URGENT' ? '🔴' : action.urgency === 'HIGH' ? '🟠' : '🟡'; priority += `#### ${urgencyIcon} ${action.action}\n\n`; priority += `**Components**: ${action.component_ids?.join(', ') || 'System-wide'}\n`; priority += `**Urgency**: ${action.urgency}\n`; priority += `**Estimated Duration**: ${action.estimated_duration || 'TBD'}\n`; priority += `**Estimated Cost**: ${action.estimated_cost || 'TBD'}\n\n`; if (args.rail_system_type) { priority += `**Rail System Impact**: Review scheduling to minimize service disruption\n`; } priority += '---\n\n'; } return priority; } /** * Generate safety-critical maintenance section */ function generateSafetyCriticalMaintenance(components, safetyAnalysis) { let safety = '## 🛡️ Safety-Critical Maintenance\n\n'; const criticalComponents = components.filter(c => c.safety_level === 'critical'); if (criticalComponents.length === 0) { safety += '✅ **No safety-critical components requiring special maintenance protocols**\n\n'; return safety; } safety += '### Critical Safety Components\n\n'; safety += '| Component | Safety Level | Special Requirements | Inspection Frequency |\n'; safety += '|-----------|--------------|---------------------|----------------------|\n'; for (const component of criticalComponents) { const requirements = getSafetyRequirements(component.type); const frequency = getCriticalInspectionFrequency(component.type); safety += `| **${component.id}** | 🔴 ${component.safety_level} | ${requirements} | ${frequency} |\n`; } safety += '\n'; // High voltage maintenance safety if (safetyAnalysis?.electrical_shock_hazards?.present) { safety += '### High Voltage Safety Protocols\n\n'; safety += '- **Lockout/Tagout**: Required for all high voltage maintenance\n'; safety += '- **PPE Requirements**: Arc flash rated equipment per NFPA 70E\n'; safety += '- **Qualified Personnel**: Only authorized electricians\n'; safety += '- **Safety Permits**: Hot work permits where required\n'; safety += '- **Emergency Procedures**: Rescue and first aid protocols\n\n'; } // Arc flash considerations if (safetyAnalysis?.arc_flash_hazards?.present) { safety += '### Arc Flash Protection During Maintenance\n\n'; safety += `- **PPE Category**: ${safetyAnalysis.arc_flash_hazards.ppe_category}\n`; safety += `- **Incident Energy**: ${safetyAnalysis.arc_flash_hazards.estimated_energy} cal/cm²\n`; safety += '- **Working Distance**: Maintain safe approach boundaries\n'; safety += '- **De-energized Work**: Preferred method when feasible\n\n'; } return safety; } /** * Generate environmental maintenance considerations */ function generateEnvironmentalMaintenance(components, args) { let environmental = '## 🌦️ Environmental Maintenance Considerations\n\n'; const environment = args.operating_environment || 'standard'; environmental += `### ${environment.toUpperCase()} Environment Adaptations\n\n`; switch (environment) { case 'outdoor': environmental += '- **Weather Protection**: Inspect seals and enclosures more frequently\n'; environmental += '- **Corrosion Prevention**: Enhanced cleaning and protective coatings\n'; environmental += '- **UV Degradation**: Monitor plastic and rubber components\n'; environmental += '- **Temperature Cycling**: Account for thermal expansion/contraction\n'; break; case 'harsh': environmental += '- **Contamination Control**: Frequent cleaning of electrical contacts\n'; environmental += '- **Vibration Effects**: Check mounting hardware and connections\n'; environmental += '- **Moisture Ingress**: Enhanced IP rating verification\n'; environmental += '- **Chemical Exposure**: Use compatible materials and coatings\n'; break; case 'controlled': environmental += '- **Stable Conditions**: Standard maintenance intervals applicable\n'; environmental += '- **Dust Control**: Regular cleaning but less frequent than harsh environments\n'; environmental += '- **Temperature Control**: Monitor HVAC system performance\n'; break; default: environmental += '- **Standard Conditions**: Follow manufacturer recommendations\n'; environmental += '- **Seasonal Variations**: Adjust for local climate conditions\n'; } environmental += '\n### Seasonal Maintenance Calendar\n\n'; environmental += '| Season | Focus Area | Typical Activities |\n'; environmental += '|--------|------------|--------------------|\n'; environmental += '| Spring | Cleaning & Inspection | Remove winter debris, check seals |\n'; environmental += '| Summer | Cooling Systems | Verify ventilation, clean filters |\n'; environmental += '| Fall | Preparation | Weatherproofing, heating system checks |\n'; environmental += '| Winter | Monitoring | Increased inspection frequency |\n'; environmental += '\n'; return environmental; } /** * Generate cost analysis */ function generateCostAnalysis(components, args, horizonMonths) { let costs = '## 💰 Maintenance Cost Analysis\n\n'; const costEstimates = calculateMaintenanceCosts(components, args, horizonMonths); costs += '### Cost Breakdown\n\n'; costs += '| Category | Annual Cost | Total Cost | Percentage |\n'; costs += '|----------|-------------|------------|------------|\n'; const totalCost = costEstimates.inspection + costEstimates.testing + costEstimates.calibration + costEstimates.overhaul + costEstimates.emergency; costs += `| Inspections | $${costEstimates.inspection.toLocaleString()} | $${Math.round(costEstimates.inspection * horizonMonths / 12).toLocaleString()} | ${((costEstimates.inspection / totalCost) * 100).toFixed(1)}% |\n`; costs += `| Testing | $${costEstimates.testing.toLocaleString()} | $${Math.round(costEstimates.testing * horizonMonths / 12).toLocaleString()} | ${((costEstimates.testing / totalCost) * 100).toFixed(1)}% |\n`; costs += `| Calibration | $${costEstimates.calibration.toLocaleString()} | $${Math.round(costEstimates.calibration * horizonMonths / 12).toLocaleString()} | ${((costEstimates.calibration / totalCost) * 100).toFixed(1)}% |\n`; costs += `| Overhauls | $${costEstimates.overhaul.toLocaleString()} | $${Math.round(costEstimates.overhaul * horizonMonths / 12).toLocaleString()} | ${((costEstimates.overhaul / totalCost) * 100).toFixed(1)}% |\n`; costs += `| Emergency Reserve | $${costEstimates.emergency.toLocaleString()} | $${Math.round(costEstimates.emergency * horizonMonths / 12).toLocaleString()} | ${((costEstimates.emergency / totalCost) * 100).toFixed(1)}% |\n`; costs += `| **Total** | **$${totalCost.toLocaleString()}** | **$${Math.round(totalCost * horizonMonths / 12).toLocaleString()}** | **100%** |\n`; costs += '\n### Cost Optimization Opportunities\n\n'; costs += '- **Predictive Maintenance**: Reduce emergency repairs by 30-50%\n'; costs += '- **Bulk Scheduling**: Group similar maintenance activities\n'; costs += '- **Condition Monitoring**: Extend intervals for stable components\n'; costs += '- **Training**: Reduce contractor dependency for routine tasks\n\n'; return costs; } /** * Generate resource planning section */ function generateResourcePlanning(components, args) { let resources = '## 👥 Maintenance Resources & Planning\n\n'; // Estimate resource requirements const resourceNeeds = calculateResourceNeeds(components, args); resources += '### Personnel Requirements\n\n'; resources += '| Skill Level | Hours/Month | Personnel Type |\n'; resources += '|-------------|-------------|----------------|\n'; resources += `| Electrician (Journeyman) | ${resourceNeeds.electrician} | Licensed electrical technician |\n`; resources += `| Technician (Specialized) | ${resourceNeeds.technician} | Equipment-specific training |\n`; resources += `| Engineer (PE) | ${resourceNeeds.engineer} | Professional oversight |\n`; resources += `| Total Labor Hours | **${resourceNeeds.total}** | Combined effort |\n`; resources += '\n'; resources += '### Equipment & Tools\n\n'; resources += '- **Test Equipment**: Multimeters, insulation testers, oscilloscopes\n'; resources += '- **Safety Equipment**: Arc flash PPE, voltage detectors, grounding sets\n'; resources += '- **Specialized Tools**: Torque wrenches, fiber optic cleaners, thermal cameras\n'; resources += '- **Lifting Equipment**: Where required for heavy components\n\n'; resources += '### Parts & Materials Inventory\n\n'; resources += '- **Critical Spares**: Maintain 2-week lead time coverage\n'; resources += '- **Consumables**: Cleaning supplies, lubricants, contact enhancers\n'; resources += '- **Replacement Parts**: Based on MTBF and criticality analysis\n'; resources += '- **Emergency Stock**: 10% buffer for unplanned maintenance\n\n'; return resources; } /** * Generate compliance requirements */ function generateComplianceRequirements(complianceReport, args) { let compliance = '## 📋 Documentation & Compliance\n\n'; compliance += '### Maintenance Documentation Requirements\n\n'; compliance += '- **Work Orders**: Detailed maintenance records\n'; compliance += '- **Test Results**: Measurement data and pass/fail criteria\n'; compliance += '- **Calibration Certificates**: Traceable to national standards\n'; compliance += '- **Safety Inspections**: Arc flash studies, ground fault tests\n'; compliance += '- **Training Records**: Personnel qualification documentation\n\n'; compliance += '### Regulatory Compliance\n\n'; if (args.rail_system_type) { compliance += '#### Rail Industry Standards\n'; compliance += '- **EN 50155**: Railway rolling stock equipment standards\n'; compliance += '- **IEC 62278**: Railway RAMS (Reliability, Availability, Maintainability, Safety)\n'; compliance += '- **FRA/FTA**: Federal railroad administration requirements (US)\n'; compliance += '- **TSI**: Technical Specifications for Interoperability (EU)\n\n'; } compliance += '#### Electrical Safety Standards\n'; compliance += '- **NFPA 70E**: Electrical safety in the workplace\n'; compliance += '- **IEEE 1584**: Arc flash hazard calculation\n'; compliance += '- **OSHA 1910**: Occupational safety standards\n'; compliance += '- **IEC 60364**: Low voltage electrical installations\n\n'; compliance += '### Audit & Inspection Schedule\n\n'; compliance += '- **Internal Audits**: Quarterly maintenance program reviews\n'; compliance += '- **External Inspections**: Annual third-party assessments\n'; compliance += '- **Regulatory Inspections**: As required by local authorities\n'; compliance += '- **Certification Renewals**: Track expiration dates\n\n'; return compliance; } /** * Generate schedule summary and recommendations */ function generateScheduleSummary(analysis, args, horizonMonths) { let summary = '## 📊 Schedule Summary & Recommendations\n\n'; summary += '### Key Metrics\n\n'; const totalComponents = analysis.components.length; const criticalComponents = analysis.components.filter((c) => c.safety_level === 'critical').length; const maintenanceActions = estimateMaintenanceActions(analysis.components, horizonMonths, args); summary += `- **Total Components Under Maintenance**: ${totalComponents}\n`; summary += `- **Safety Critical Components**: ${criticalComponents}\n`; summary += `- **Total Maintenance Actions**: ${maintenanceActions.total}\n`; summary += `- **Average Actions per Month**: ${Math.round(maintenanceActions.total / horizonMonths)}\n`; summary += `- **Schedule Horizon**: ${horizonMonths} months\n\n`; summary += '### Implementation Recommendations\n\n'; summary += '1. **Phase Implementation**: Start with critical components first\n'; summary += '2. **Resource Planning**: Ensure adequate personnel and budget allocation\n'; summary += '3. **CMMS Integration**: Use computerized maintenance management system\n'; summary += '4. **Predictive Maintenance**: Implement condition monitoring where beneficial\n'; summary += '5. **Documentation**: Maintain detailed maintenance records\n\n'; summary += '### Success Metrics\n\n'; summary += '- **Equipment Availability**: Target >99% for critical components\n'; summary += '- **MTBF Improvement**: 20% increase in mean time between failures\n'; summary += '- **Cost Reduction**: 15% reduction in emergency maintenance\n'; summary += '- **Safety Performance**: Zero maintenance-related incidents\n\n'; summary += '### Next Steps\n\n'; summary += '1. **Approval Process**: Review and approve maintenance schedule\n'; summary += '2. **Resource Allocation**: Secure budget and personnel\n'; summary += '3. **Tool Preparation**: Acquire necessary equipment and spare parts\n'; summary += '4. **Training**: Ensure personnel are qualified for all tasks\n'; summary += '5. **System Setup**: Configure CMMS and tracking systems\n'; summary += '6. **Schedule Launch**: Begin implementation with priority components\n\n'; summary += '---\n'; summary += `*Maintenance schedule generated on ${new Date().toISOString().split('T')[0]} using FlexaBrain MCP Server v${analysis.analyzer_version}*\n`; return summary; } // Helper functions function formatComponentType(type) { return type.split('_').map(word => word.charAt(0).toUpperCase() + word.slice(1).toLowerCase()).join(' '); } function formatDate(date) { if (!date) return 'N/A'; const isoString = date.toISOString(); return isoString.split('T')[0] ?? 'N/A'; } function estimateMaintenanceActions(components, horizonMonths, args) { const multiplier = args.operating_environment === 'harsh' ? 1.5 : args.operating_environment === 'outdoor' ? 1.25 : 1.0; const inspections = Math.round(components.length * horizonMonths * 0.5 * multiplier); const testing = Math.round(components.length * horizonMonths * 0.25 * multiplier); const calibrations = Math.round(components.length * horizonMonths * 0.1 * multiplier); const overhauls = Math.round(components.length * horizonMonths * 0.05 * multiplier); return { inspections, testing, calibrations, overhauls, total: inspections + testing + calibrations + overhauls }; } function assessMaintenanceRisk(components, args) { const criticalCount = components.filter(c => c.safety_level === 'critical').length; const environmentFactor = args.operating_environment === 'harsh' ? 2 : args.operating_environment === 'outdoor' ? 1.5 : 1; const riskScore = (criticalCount * 2 + components.length * 0.1) * environmentFactor; if (riskScore > 10) { return { level: 'HIGH', icon: '🔴', factors: ['Multiple critical components', 'Harsh environment'] }; } else if (riskScore > 5) { return { level: 'MEDIUM', icon: '🟡', factors: ['Some critical components', 'Standard environment'] }; } else { return { level: 'LOW', icon: '🟢', factors: ['Few critical components', 'Controlled environment'] }; } } function generateMonthlyBreakdown(components, horizonMonths, args) { const breakdown = {}; for (let month = 1; month <= horizonMonths; month++) { const actions = estimateMaintenanceActions(components, 1, args); // Add some variation to make it realistic const variation = 0.8 + Math.random() * 0.4; // 80-120% of average breakdown[month] = { inspections: Math.round(actions.inspections * variation), testing: Math.round(actions.testing * variation), calibration: Math.round(actions.calibrations * variation), overhaul: Math.round(actions.overhauls * variation) }; } return breakdown; } function findComponentSchedule(componentId, maintenanceGuidance) { return maintenanceGuidance?.component_schedules?.find((s) => s.component_id === componentId); } function getMaintenanceNotes(componentType, args) { const notes = { 'converter': '- Clean cooling fins and check thermal management\n- Verify DC link capacitor health\n- Test protection relay settings', 'transformer': '- Oil analysis (if oil-filled)\n- Insulation resistance testing\n- Tap changer maintenance (if applicable)', 'circuit_breaker': '- Contact resistance measurement\n- Operating mechanism lubrication\n- Arc chute inspection and cleaning', 'relay': '- Calibration verification\n- Contact cleaning\n- Time delay accuracy testing', 'motor': '- Bearing lubrication\n- Insulation resistance testing\n- Vibration analysis' }; return notes[componentType] || '- Visual inspection\n- Electrical testing\n- Performance verification'; } function getSafetyRequirements(componentType) { const requirements = { 'converter': 'De-energize and lockout, PPE Category 3', 'transformer': 'Oil testing, high voltage safety', 'circuit_breaker': 'Arc flash protection, qualified personnel', 'relay': 'System isolation, calibrated test equipment' }; return requirements[componentType] || 'Standard electrical safety'; } function getCriticalInspectionFrequency(componentType) { const frequencies = { 'converter': 'Monthly', 'transformer': 'Quarterly', 'circuit_breaker': 'Monthly', 'relay': 'Bi-weekly' }; return frequencies[componentType] || 'Monthly'; } function calculateMaintenanceCosts(components, args, horizonMonths) { const baseCosts = { inspection: 150, // per inspection testing: 300, // per test session calibration: 500, // per calibration overhaul: 2000 // per overhaul }; const actions = estimateMaintenanceActions(components, 12, args); // Annual return { inspection: actions.inspections * baseCosts.inspection, testing: actions.testing * baseCosts.testing, calibration: actions.calibrations * baseCosts.calibration, overhaul: actions.overhauls * baseCosts.overhaul, emergency: (actions.inspections * baseCosts.inspection + actions.testing * baseCosts.testing) * 0.2 // 20% emergency buffer }; } function calculateResourceNeeds(components, args) { const baseHours = components.length * 2; // 2 hours per component per month average const environmentMultiplier = args.operating_environment === 'harsh' ? 1.5 : 1.0; const totalHours = Math.round(baseHours * environmentMultiplier); return { electrician: Math.round(totalHours * 0.6), technician: Math.round(totalHours * 0.3), engineer: Math.round(totalHours * 0.1), total: totalHours }; } //# sourceMappingURL=generate-maintenance-schedule.js.map