ENERGY & INDUSTRIAL SYSTEMS

Building envelope energy modeling

Building envelope energy modeling 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

Tune wall insulation, fenestration, and thermal mass parameters across commercial building models to satisfy ASHRAE 90.1 energy efficiency compliance in real-world weather conditions.

Tools and runtime

EnergyPlus + OpenStudio + TMY3 climatic weather data

OPENENV / ENERGYPLUS

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
• Power systems grid contingency analysis
• Protection relay coordination
• Electricity market clearing & dispatch
• Battery storage system (BESS) balancing
• 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.