Enrico Marchesini
emarche.bsky.social
Enrico Marchesini
@emarche.bsky.social
Postdoc @MIT
🎯 39+ environments over 7 base grids, including:

🔹 Topology optimization actions
🔹 Redispatch & curtailment operations
🔹 Idle & recovery heuristics
🔹 CMDP-based constraints (overload, islanding, load shedding)
July 1, 2025 at 2:23 PM
📦 RL2Grid is a benchmark for training & evaluating RL agents on a multitude of realistic grid control tasks, modeling:

✅ AC power flow
✅ Multi-step physics simulation
✅ Operator heuristics
✅ Real-time contingencies
✅ Safety constraints
July 1, 2025 at 2:23 PM
Why power grids?

📊 Complex, dynamic, hierarchical systems
📉 Traditional solvers hit scalability walls
🌪️ Control challenges driven by VRE, demand-side volatility

RL is promising for grid control, but it must be grounded and advanced realistic benchmarks!
July 1, 2025 at 2:23 PM