AquaTwinValidationSyncing
InitializingSimulated plant
—°C
Temperature
—g/L
Salinity
—NTU
Turbidity
—
pH
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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

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Closed-loop experiments · 24 h on the reference plant

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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.ts
Train and evaluate the models
python ml/train.py
Check TypeScript ↔ scikit-learn parity
npx tsx scripts/parity-test.ts
Run the closed-loop experiments
npx tsx scripts/run-experiments.ts
AquaTwin
Digital twin offline