Workshop AI Prompting: Pemisahan Data dan Instruksi

<data>
  Nama: Ahmad Suryadi
  Posisi: Operator Pembangkit
  Masa Kerja: 3 tahun
  
  KPI Scores:
  - Technical Competency: 75%
  - Safety Awareness: 85%
  - Team Collaboration: 90%
  - Initiative: 70%
  
  Training History:
  - Basic Operation (2022)
  - Safety First (2023)
  - Leadership Basics (2024)
</data>

<instruction>
  1. Evaluasi kekuatan dan area pengembangan berdasarkan KPI
  2. Identifikasi gap kompetensi
  3. Sarankan program pengembangan spesifik
  4. Tentukan timeline dan metode evaluasi kemajuan
</instruction>

<output_format>
  - Strength Analysis
  - Development Areas
  - Recommended Programs
  - Timeline & Milestones
</output_format>
          

<incident_data>
  Tanggal: 15 Feb 2025
  Lokasi: Area Turbin Unit 2
  Tipe: Near Miss
  
  Kronologi:
  - Teknisi melakukan inspeksi rutin
  - Menemukan kebocoran minor pada sistem pelumas
  - Tetesan oli terdeteksi di lantai
  - Area sudah diberi tanda peringatan
  
  Tindakan Awal:
  - Pemasangan oil spill kit
  - Penambahan rambu peringatan
  - Penjadwalan perbaikan
</incident_data>

<analysis_parameters>
  1. Risk Assessment (severity & probability)
  2. Root Cause Analysis
  3. Existing Control Evaluation
  4. System Improvement Opportunities
</analysis_parameters>

<deliverables>
  - Risk Matrix Position
  - Contributing Factors
  - Corrective Actions
  - Preventive Measures
  - Timeline Implementation
</deliverables>
          

<inventory_data>
  Kategori: Critical Spares
  Period: Jan-Dec 2024
  
  Items:
  1. Bearing SKF 7320
     - Stock: 5 units
     - Usage: 8 units/year
     - Lead Time: 3 months
     - Cost: $2,500/unit
  
  2. Oil Filter GE-type
     - Stock: 12 units
     - Usage: 24 units/year
     - Lead Time: 1 month
     - Cost: $800/unit
</inventory_data>

<analysis_requirements>
  1. Calculate optimal stock levels
  2. Evaluate reorder points
  3. Assess stock-out risks
  4. Consider storage costs
</analysis_requirements>

<expected_output>
  - Inventory Strategy
  - Order Recommendations
  - Cost Optimization Plan
  - Risk Mitigation Steps
</expected_output>
          

<operational_data>
  Unit: GT 2.1
  Periode: 15 Feb 2025, 06:00-14:00
  
  Parameters:
  - Load: 180 MW
  - Exhaust Temp: 535°C
  - IGV Position: 84%
  - Fuel Flow: 48 MMSCFD
  
  Ambient Conditions:
  - Temperature: 32°C
  - Humidity: 85%
  - Pressure: 1013 mbar
</operational_data>

<analysis_scope>
  1. Performance evaluation
  2. Parameter optimization
  3. Efficiency analysis
  4. Operating constraints check
</analysis_scope>

<required_output>
  - Performance Assessment
  - Optimization Recommendations
  - Operating Guidelines
  - Monitoring Points
</required_output>

<vibration_data>
  Equipment: Steam Turbine
  Location: DE Bearing
  Date: 15 Feb 2025
  
  Measurements:
  - Overall: 4.2 mm/s RMS
  - 1X: 2.8 mm/s @3000 RPM
  - 2X: 0.8 mm/s
  - Bearing Temp: 75°C
  
  Historical Data:
  - Last Month: 3.5 mm/s RMS
  - Baseline: 2.8 mm/s RMS
</vibration_data>

<analysis_requirements>
  1. Trend Analysis
  2. Fault Pattern Recognition
  3. Severity Assessment
  4. Remaining Life Estimation
</analysis_requirements>

<deliverables>
  - Condition Assessment
  - Root Cause Analysis
  - Maintenance Recommendations
  - Monitoring Strategy
</deliverables>

<transformer_data>
  Unit: Main Transformer GT 1
  Rating: 500 MVA, 21/525 kV
  Age: 12 years
  
  Test Results:
  - Dissolved Gas Analysis:
    * H2: 150 ppm
    * CH4: 120 ppm
    * C2H2: 2 ppm
  - Oil Quality:
    * Moisture: 25 ppm
    * Acidity: 0.15 mgKOH/g
    * BDV: 45 kV
  - Electrical Tests:
    * Winding Resistance: Within limits
    * Tan Delta: 0.5%
</transformer_data>

<analysis_criteria>
  1. IEEE/IEC Standards Compliance
  2. Trend Analysis (Last 3 Years)
  3. Risk Assessment
  4. Maintenance Strategy Review
</analysis_criteria>

<required_output>
  - Condition Assessment Report
  - Maintenance Recommendations
  - Testing Schedule Update
  - Risk Mitigation Plan
</required_output>

<control_system_data>
  System: DCS Turbine Control
  Loop: Speed/Load Control
  Date: 15 Feb 2025
  
  Performance Data:
  - Response Time: 250ms
  - Overshoot: 2.5%
  - Settling Time: 1.2s
  - Steady State Error: 0.3%
  
  Calibration Data:
  - Speed Sensor: -0.2% error
  - Pressure Transmitter: +0.5% error
  - Flow Meter: Within specs
</control_system_data>

<analysis_parameters>
  1. Control Loop Performance
  2. Instrument Accuracy
  3. System Stability
  4. Tuning Requirements
</analysis_parameters>

<deliverables>
  - Performance Report
  - Calibration Schedule
  - Tuning Recommendations
  - Maintenance Actions
</deliverables>

<monitoring_data>
  Equipment: Feed Water Pump
  Monitoring Period: Oct 2024 - Feb 2025
  
  Parameters:
  - Vibration Trend:
    * Oct: 2.8 mm/s
    * Nov: 3.2 mm/s
    * Dec: 3.5 mm/s
    * Jan: 4.1 mm/s
    * Feb: 4.8 mm/s
  
  - Bearing Temperature:
    * Oct: 65°C
    * Nov: 68°C
    * Dec: 70°C
    * Jan: 73°C
    * Feb: 76°C
  
  - Oil Analysis:
    * Fe content: Increasing trend
    * Water content: Stable
    * Viscosity: Within limits
</monitoring_data>

<analysis_requirements>
  1. Trend Pattern Analysis
  2. Failure Mode Prediction
  3. Remaining Useful Life Estimation
  4. Risk Assessment
</analysis_requirements>

<expected_output>
  - Health Assessment Report
  - Failure Prediction Timeline
  - Maintenance Recommendations
  - Monitoring Strategy Update
</expected_output>

<water_quality_data>
  System: HRSG Water Treatment
  Date: 15 Feb 2025
  
  Parameters:
  - Boiler Feed Water:
    * pH: 9.2
    * Conductivity: 0.2 µS/cm
    * Dissolved O2: 5 ppb
    * Silica: 10 ppb
    * Total Fe: 8 ppb
  
  - Steam/Water Cycle:
    * Phosphate: 2.5 ppm
    * Hydrazine: 20 ppb
    * Ammonia: 1.5 ppm
  
  Chemical Usage:
  - Phosphate consumption: 25 kg/month
  - Oxygen scavenger: 40 L/month
</water_quality_data>

<analysis_scope>
  1. ASME/VGB Guidelines Compliance
  2. Treatment Effectiveness
  3. Chemical Consumption Optimization
  4. Corrosion Risk Assessment
</analysis_scope>

<required_output>
  - Water Quality Report
  - Treatment Recommendations
  - Chemical Dosing Optimization
  - Monitoring Program Update
</required_output>

<emission_data>
  Unit: PLTU Unit 1
  Period: Feb 2025
  
  CEMS Data:
  - NOx: 180 mg/Nm³
  - SO2: 200 mg/Nm³
  - Particulate: 25 mg/Nm³
  - CO2: 800 kg/MWh
  
  Control Systems:
  - DeNOx efficiency: 85%
  - FGD efficiency: 90%
  - ESP performance: 99.5%
  
  Compliance Limits:
  - NOx: 200 mg/Nm³
  - SO2: 250 mg/Nm³
  - Particulate: 30 mg/Nm³
</emission_data>

<analysis_requirements>
  1. Compliance Assessment
  2. Control System Performance
  3. Trend Analysis
  4. Optimization Opportunities
</analysis_requirements>

<expected_output>
  - Compliance Status Report
  - Performance Optimization Plan
  - Emission Reduction Strategy
  - Monitoring Recommendations
</expected_output>