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Dynamic Domain Adaptation-Driven Physics-Informed Graph Representation Learning for AC-OPF

  • AC-OPF optimizes generator power outputs using non-linear relationships in power systems.
  • Current AC-OPF solvers face challenges in representing complex variable distributions and their optimal solutions.
  • DDA-PIGCN is a new method that addresses constraint-related issues and incorporates spatiotemporal features for improved learning.
  • Extensive studies show that DDA-PIGCN achieves strong performance and high constraint satisfaction rates across various test cases.

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