ASHRAE Guideline 14-2014 Annex D: TES Simulation Validation Checklist
ASHRAE Guideline 14-2014 Annex D provides a structured, step-by-step validation checklist for thermal energy storage (TES) system simulation models used in industrial applications. It establishes criteria to verify model accuracy, fidelity, and alignment with physical system behavior, ensuring simulated performance predictions are reliable for design, commissioning, and retrofit decision-making. The annex emphasizes traceability between input assumptions, model configuration, calibration data, and output verification metrics.
📖 Overview
📑 Key Components
🎯 Applications
- ✓ Verifying chilled water storage model accuracy prior to industrial plant retrofit
- ✓ Supporting M&V (Measurement and Verification) plans under IPMVP Option B or C
- ✓ Enabling third-party review of TES simulation reports for utility rebate applications
📐 Key Formulas
Coefficient of Variation of the Root Mean Square Error
CV(RMSE) = (RMSE / \bar{y}) × 100%
Quantifies normalized dispersion of simulation errors relative to mean measured value; used to assess overall model precision (ASHRAE Guideline 14 recommends ≤ 15% for hourly whole-building models, stricter thresholds may apply for TES subsystems)
Normalized Mean Bias Error
NMBE = (\frac{1}{n} \sum_{i=1}^{n} (y_i - \hat{y}_i)) / \bar{y} × 100%
Measures systematic over- or under-prediction bias in simulation outputs; acceptable range per Annex D is typically −5% to +5% for calibrated models
Root Mean Square Error
RMSE = \sqrt{\frac{1}{n} \sum_{i=1}^{n} (y_i - \hat{y}_i)^2}
Absolute measure of average prediction error magnitude; foundational for computing CV(RMSE)