“The research team proposed a dynamic equivalent modeling method for active distribution networks based on layered dual deep Q-networks, which can generate strategies in just 2.8 seconds. The accuracy of active and reactive power equivalence is improved by 1.64 times and 8.10 times respectively, laying the foundation for improving real-time modeling efficiency and accuracy.”