Industrial & Manufacturing Systems
Bridging SCADA physical telemetry with constraint-based mathematical optimization
Physical manufacturing plants run on legacy PLCs and SCADA networks that log gigabytes of time-series data without automated operational decision support. Machine scheduling bottlenecks and reactive maintenance cost operators 12–25% of annual plant capacity.

Sub-50ms PLC polling latency // 99.4% invariant boundary adherence




