Fig 1.
Typical variational autoencoder model structure.
Fig 2.
The clustering algorithm for time series data proposed in this article.
Fig 3.
GRU structure diagram.
Fig 4.
Schematic diagram of GRU-VAE structure.
Fig 5.
Schematic diagram of VAE based on metric learning.
Fig 6.
Triplet loss diagram.
Fig 7.
Verification of potential spatial accuracy.
Table 1.
Quantitative verification of potential spatial accuracy.
Fig 8.
Electricity demand clustering test.
Table 2.
Comparison of relevant algorithm indicators.
Fig 9.
Large industrial load data curve.
Fig 10.
Cluster testing of large industrial load data.
Fig 11.
Load characteristic curve diagram.
Table 3.
Comparison of relevant algorithm indicators.