R1
Solar Water Pumping System
- Site / location
- CSV, Bengaluru
- Pump
- Kirloskar 2 HP
- VFD / controller
- INVT GD20
- Calibration
- Field telemetry and controlled comparison evidence
DIGITAL TWIN PERFORMANCE
R1 · R2 · R3 DIGITAL TWIN COMPARISON
Standardized DT benchmark · Base vs Controller Reference vs AI Control
DT SIMULATEDCONFIGURATION SUMMARY
Three standardized reference Digital Twins
R2
Borewell Pumping System
- Site / location
- Sambhrama BH-3
- Pump
- Generic Borewell Pump · 5 HP
- VFD / controller
- Amrut Energy Controller / RMS
- Calibration
- Learned healthy operating behaviour
R3
Dharani Fuji FRENIC Digital Twin
- Site / location
- Hosachiguru, Karnataka
- Pump
- Texmo Taro 7.5 HP pump
- VFD / controller
- Fuji FRENIC-Mini
- Calibration
- FIELD-CALIBRATED DIGITAL TWIN from Fuji telemetry and estimated-water model
CAPABILITY MATURITY
Digital Twin and AI capability
CapabilityR1R2R3
Digital TwinOperationalOperationalOperational
AI OptimisationOperationalOperationalOperational
Predictive Water AIPlannedOPERATIONALPlanned
Tomorrow Water ForecastPlannedOperationalPlanned
CURRENT STANDARDIZED DIGITAL TWIN BENCHMARK
WHAT DID THE THREE-CASE BENCHMARK SHOW?
ABOUT 20%
ENERGY-EFFICIENCY IMPROVEMENT
Across the three standardized reference cases, the validated benchmark shows closely grouped energy-efficiency improvement of approximately 20%.
R1 achieved 20.3%, R2 19.6%, and R3 19.9%, giving a three-case mean of 19.9%.
RESULTR1R2R33-CASE MEAN
ENERGY-EFFICIENCY IMPROVEMENTStandardized benchmark20.3%19.6%19.9%19.9%
Current benchmark: R1 20.3% · R2 19.6% · R3 19.9% · mean 19.9%.
Standardized Digital Twin benchmark under defined comparison conditions. Results represent simulated optimisation performance and are not guaranteed field energy savings.