AI for Grid Congestion & DER Orchestration

Forecast congestion, dispatch flexible load, and orchestrate DER fleets (VPP, EVs, batteries, solar, HVAC) with AI-driven predictions and control.

Congestion is growing with electrification and DER proliferation. AI improves situational awareness (load/voltage/thermal limits), forecasts hotspots, and optimizes DER dispatch to avoid curtailment, defer capex, and keep reliability metrics (SAIDI/SAIFI) in check. Key is combining high-resolution forecasts, topology-aware optimizers, and secure control loops with utilities and aggregators.

SCADA/AMI: feeder/transformer load, voltages, tap changer states, outa

DER telemetry: EVSE sessions, BMS SOC/SoH, inverter data, smart thermostats.

Weather & solar: irradiance, temperature, wind; PV output predictions.

live demo · related simulation● LIVE

Control API for DER aggregators; safety envelopes and rate limits.

Operator UI: congestion map, forecast bands, suggested actions.

Audit, settlement, and M&V pipelines; reports for regulators.

Frequently asked questions

What is the purpose of integrating control APIs with aggregators?

Integrate control APIs with aggregators; run limited MW events; measure M&V.

How can mysimulator.uk be scaled to accommodate more feeders, and what additional features are available?

Scale to more feeders; add market bidding, settlement, and resilience playbooks for enhanced operational capabilities.

What does Operations & Monitoring encompass within the mysimulator.uk platform?

Operations & Monitoring refers to the tools and processes used to oversee the simulation's performance, ensuring data accuracy and system stability.

How does mysimulator.uk address forecast drift and seasonality in simulations?

The platform monitors forecast drift through techniques like change-point detection, alongside seasonal re-training of models to maintain accurate predictions.

▶ Try it live

Everything above runs in your browser — open Hash Function Avalanche Visualizer and change the parameters while it is running. Nothing is installed, nothing is uploaded, the whole model lives in one tab.

▶ Open Hash Function Avalanche Visualizer simulation

AI for Grid Congestion & DER Orchestration | ML Knowledge Hub