RL-Powered
Topology Switching
& Redispatch
Real-time grid control with Grid2Op and LightSim2Grid. Maintain N-1 security under variable renewables and contingencies.
Learn policies that keep the grid secure and economical in real time — topology switching, redispatch, storage dispatch under uncertainty.
Static rules and offline optimizers struggle with fast, sequential decisions. Power systems must maintain reliability while integrating renewables, uncertain demand, and contingencies under strict N-1 security constraints.
Policies learn bus-bar reconfigurations, redispatch optimization, and curtailment decisions with safety shields and action masking — validated on Grid2Op digital twins before deployment.
Grid2Op
Open-source platform created with RTE (France's TSO) for intelligent power-grid control. Sequential decision-making with Gym-like APIs.
C++ power-flow solver accelerates AC/DC calculations. Enables fast safety checks and distributed RL training at grid operator speed.
Powers Learning-to-Run-a-Power-Network challenges. Operator-aligned tasks with long-horizon evaluation and N-1 security constraints.
Core simulator with operational constraints
Fast C++ backend for large-scale RL
Telemetry → Operations
Telemetry (SCADA/EMS) ↓ Feature Store (states, contingencies, forecasts) ↓ Grid2Op Digital Twin ⇄ LightSim2Grid ↓ RL Control Stack (safety layers, action masking) ↓ Policy Serving (shadow → canary → gated live) ↓ Monitoring & Governance
Observation → Action → Reward
Algorithms
Multi-Layer Shields
Scenario Engineering & Fidelity
RL2Grid and L2RPN academic benchmarks (built on RTE Grid2Op) illustrate standardized tasks and constraints
Evaluation & KPIs
L2RPN competitions and public studies evaluate these dimensions using Grid2Op as the leading RL testbed for realistic grid control. Episodic scoring aligned with operator goals and long-horizon security evaluation.
Case Blueprints
Congestion Management
Contingency Response (N-1)
Renewable Coordination
MLOps & Deployment
environment: platform: grid2op backend: lightsim2grid timestep_min: 5 security: N-1 actions: [topology_switch, redispatch, curtailment] safety: action_mask: on ramp_limits: on thermal_margin: 95% rl: topology_agent: dqn redispatch_agent: sac deployment: mode: shadow canary_share: 0.1 rollback_on: [limit_compliance < 99.5%]
Deploy RL-powered grid control with Grid2Op
Secure, economical real-time operations with topology switching, redispatch, and N-1 security compliance.