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-time
7
Intraday
5
Daily/Weekly
5
Planning
6
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