Abstract: Some special links in the power system networks play a key role under the restoration process of large area breakout. This paper proposes a network reconfiguration strategy based on the analysis of the abnormal links. By ranking the abnormalities of these real links through link prediction algorithms, we establish a Skeleton-network recovery strategy, aiming at prioritizing restoring of nodes with high abnormalities, and then recover another links according to their significance. The strategy not only can connect the power generator quickly but also restore important routes timely, showing potential significance in practice.