Tenant: Worker: auto
Log Kappa Measurement
Kappa Benchmarks
Kappa @ Digester Outlet
Target: 28–32
Kappa Post-O₂
Target: 14–18
Est. ClO₂ Demand (kg/ADt)
= Kappa × 0.21
Recent Kappa Logs
Timestamp Kappa Out Kappa Post-O₂ Reduction % ClO₂ Demand H-Factor EA % Species Operator Status
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7-Day Kappa Trend (Post-O₂)
Log O₂ Delignification Stage
O₂ Delignification Benchmarks
Kappa Reduction %
Target: ≥50%
Selectivity Index
Target: ≥5.0
ClO₂ Saved (kg/ADt)
= ΔKappa × 0.21
Recent O₂ Del Logs
Timestamp Pre Kappa Post Kappa Reduction % Selectivity ClO₂ Saved NaOH (kg/ADt) O₂ (kg/ADt) Temp °C Operator Status
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30-Day Summary
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Log Washing Performance
Washing Benchmarks (Latest)
DS Carry-Over (kg/ADt)
Target <5 (press), <8 (drum)
Displacement Ratio
Target: ≥0.85
Excess ClO₂ Est. (kg/ADt)
= max(0, DS−5) × 0.15
Recent Washing Logs
Timestamp DS Loss (kg/ADt) Disp. Ratio Dilution Factor Temp °C Conductivity Stages Operator Press Target Drum Target
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Bleach Chemical Impact (30-day)
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Process Efficiency Overview
Overall Efficiency Score
out of 100
Score Breakdown
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Process Flow
Wood Chips Kraft Digester O₂ Delignification Brown Stock Washers Bleach Plant
AI Recommended Actions
  • Load dashboard to get AI recommendations.
Upstream Process AI Assistant (gpt-4o)
Hello! I'm the MillPulse upstream process expert. Ask me anything about kraft digester chemistry, O₂ delignification, brown stock washing, or your mill's process data.
Responses are RAG-augmented from your last 5 records per area. Requires OPENAI_API_KEY on worker.