Orkun İrsoy

TANGCO: Learning Topology-Aware Capacity Allocation for Overload-driven Cascading Failures

This work introduces TANGCO (Topology-Aware Neural Graph-Guided Capacity Optimization), which uses a graph neural network policy trained through the cascade simulator with policy-gradient learning and a heuristic anchor to allocate a fixed capacity budget across nodes to resist cascades under local load redistribution.