Industry
Cement
Where the kiln, the energy bill, the heaviest assets in the plant, and regional demand cycles all meet.
Cement plants live or die by kiln stability, energy cost, and the uptime of capex-heavy equipment. Energy alone is 30–40% of cost of goods, and a single unplanned kiln stop costs hundreds of thousands of dollars in lost throughput plus restart fuel. KPT mathematically models kiln operating envelopes, energy windows, and predictive-maintenance signals together — and integrates with your existing SAP / MES / OPC-UA setup without customization.
How KPT helps
A decision-support layer for cement plant managers.
Cement is a continuous-process industry with capex-intense assets, brutal energy economics, and demand that swings with regional construction cycles. KPT's optimizer attacks the plant's economics from three directions at once:
- Hold the kiln in its stable operating envelope while biasing windows toward off-peak energy pricing.
- Predict bearing, motor, and refractory degradation 7–14 days before unplanned stops.
- Forecast regional demand probabilistically so clinker production matches what the market will absorb.
All recommendations flow through an operator-approval UI. No write-back to MES / OPC-UA happens without explicit human sign-off. Shadow-run trust gates A/B-test every variable for 30 days before promotion — the same glass-box discipline that runs at the PVM reference deployment.
Specific outcomes KPT delivers
- →
Energy-Aware Scheduling
Bias kiln + grinding windows toward off-peak energy tariffs without losing throughput.
- →
Vibration-Anomaly Predictor
Flag bearing and motor degradation 7–14 days before kiln, mill, or fan failures.
- →
Probabilistic Demand Forecaster
P10 / P50 / P90 demand quantiles per region per period so clinker plans match the market.
- →
Dispatch Route Optimizer
Joint vehicle routing for bulk + bag dispatch — fewer truck-miles, better on-time-delivery.
Where to start
A 2-week PoC on a single kiln line, with full read-only deployment and an operator-approved-only write path. Atlas leads — energy-aware kiln scheduling is the highest-leverage entry point in cement.
Cement PoC
2 weeks to a live PoC.
One kiln line. One measurable KPI — kWh per ton, unplanned-stop hours, or clinker margin. A 2-week assessment, a shadow-run validation, and measured impact in dollars. The same playbook that proved out at PVM, retargeted to the kiln floor.