InitializingSimulated plantReference SWRO plant · 3 trains · 57,500 m³/d
—°C
Temperature
—g/L
Salinity
—NTU
Turbidity
—
pH
--:--:--
SIM --:--:--
Validation
Does the hybrid twin actually help?
Controlled experiments on the reference plant simulator, where ground truth is known. Every number below is read from files written by the experiment scripts; nothing is typed in by hand. These are simulation results, not industrial validation.
Prediction accuracy · held-out data
Loading…
Closed-loop experiments · 24 h on the reference plant
Loading…
Early-warning lead time · no-action runs
Simulated
Pending experiment
Run: npx tsx scripts/run-experiments.ts
Reproduce these results
Generate synthetic data (seeded)
npx tsx scripts/generate-dataset.tsTrain and evaluate the models
python ml/train.pyCheck TypeScript ↔ scikit-learn parity
npx tsx scripts/parity-test.tsRun the closed-loop experiments
npx tsx scripts/run-experiments.ts