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Power Grid Congestion Management via Topology Optimization with AlphaZero. (arXiv:2211.05612v1 [cs.AI])
cs.LG updates on arXiv.org arxiv.org
The energy sector is facing rapid changes in the transition towards clean
renewable sources. However, the growing share of volatile, fluctuating
renewable generation such as wind or solar energy has already led to an
increase in power grid congestion and network security concerns. Grid operators
mitigate these by modifying either generation or demand (redispatching,
curtailment, flexible loads). Unfortunately, redispatching of fossil generators
leads to excessive grid operation costs and higher emissions, which is in
direct opposition to the decarbonization of …
alphazero arxiv congestion grid management optimization power topology