A naukri.com initiative
Arxiv
1d
347
Image Credit: Arxiv
RL2Grid: Benchmarking Reinforcement Learning in Power Grid Operations
- Reinforcement learning (RL) can transform power grid operations by providing adaptive and scalable controllers essential for grid decarbonization.
- RL2Grid is a benchmark designed in collaboration with power system operators to accelerate progress in grid control and foster RL maturity.
- RL2Grid standardizes tasks, state and action spaces, and reward structures within a unified interface for systematic evaluation and comparison of RL approaches.
- The benchmark results highlight the challenges power grids pose for RL methods, emphasizing the need for novel algorithms capable of handling real-world physical systems.
Read Full Article
20 Likes
For uninterrupted reading, download the app