ENERGY & INDUSTRIAL SYSTEMS

Power systems grid contingency analysis

Power systems grid contingency analysis is an OpenEnv-compatible reinforcement learning environment in our Energy & Industrial Systems catalog. An agent acts through the tools below, and a deterministic verifier scores every episode, so the reward can be used for GRPO or other RLVR post-training.

Task and verification

Solve AC power flow equations across multi-bus transmission and distribution grids, maintaining voltage stability and thermal line limits under N-1 single-contingency line trip scenarios.

Tools and runtime

pandapower + MATPOWER + Grid2Op grid simulator

OPENENV / PANDAPOWER

Related Energy & Industrial Systems gyms

• Battery charging & BMS (PyBaMM)
• Building HVAC energy optimization
• Continuous chemical process control
• Industrial automation & PLC ladder logic
• Robust state-space controller synthesis
• Chemical process flowsheet engineering
• Protection relay coordination
• Electricity market clearing & dispatch
• Battery storage system (BESS) balancing
• Building envelope energy modeling
• Water distribution & stormwater networks
• Smart home & IoT automation

See how these environments are run privately on the custom RL environments page, and how their rewards are made hard to game in our verifier design guide.

Plan a training run

Check the environment’s availability, compatible models and compute in Studio. A catalog entry does not guarantee that hosted training is enabled for your workspace.