Simulator portfolio · 20 live models
Telemetry, turned into decisions.
Operational forecasting, reliability, hydraulics, optimization, policy translation and cyber-resilience across electricity, water and wastewater, separated by latency tier.
Priority waves
- Wave 1Load · Outage · Thermal · Asset · Crew · Water demand · NRW · Quality · Inflow
- Wave 2DER · Tariff · DR · Capex · Pump · Pressure · Sludge · Reuse
- Wave 3Market · Cyber · Resilience
DomainPriority
Near-real-time7
Intraday5
Daily/Weekly5
Planning6
Electricity · Intraday
Grid load forecasting
Very high
How much load arrives at node, feeder, substation, region
Horizon
5 min – 24 months
Primary data
MDM, AMI, SCADA, weather, calendar
I/O example
[
{"t":"2026-07-14T13:00","node":"SS-101","load_mw":1245,"temp_c":42,"holiday":0}
] Interactive · Forecast
Base demand50
Temperature °C50°C
Uncertainty50
Load / demand
Hour of day
Supporting analytics
Forecast accuracy
MAPE %
Driver importance
Region mix
GW
Key performance indicators
MAPE p50
2.4%
Coverage p90
91%
Refresh
5 min
Nodes
12.4k
Methods
- Temporal fusion transformer
- Quantile regression
- Weather ensembling
- Holiday & Hijri calendar
Stakeholders
System operationsTradingDistribution planning
Risks watched
- Khareef under-prediction
- Sensor dropouts
- Calendar shifts
Recommended actions
- Auto-update day-ahead schedule
- Alert if p90 > capacity
- Pre-position DR