The invention discloses a
power grid operation weak point identification method and
system based on a transmission and distribution network topological structure, and relates to the technical field of
power grid operation, and the method effectively reduces the calculation cost, reduces the
model complexity through a
graph theory and a network simplification technology, optimizes the use of calculation resources, improves the
data processing efficiency, and reduces the calculation cost. Therefore, accurate identification under limited calculation performance is realized;
data quality indexes are read and evaluated, and data enhancement and dimensionless
processing are performed, so that the integrity and accuracy of data are improved, and the stability of the
system during
data quality fluctuation is ensured; a
deep learning algorithm is adopted, a model training process is optimized through
cross validation and hyper-parameter tuning, and
supervised learning is performed by using fault and operation historical data, so that dependence on a large amount of
labeled data and computing resources is reduced, and efficient and accurate
power grid operation weak point identification is realized.