Research Article

Pattern Recognition of the Vertical Hydraulic Fracture Shapes in Coalbed Methane Reservoirs Based on Hierarchical Bi-LSTM Network

Table 2

Accuracy of the presented method; with the same fracturing operation parameters, the simulation was made on Fracpro PT (Figure 13).

ModelShort-WideLong-NarrowMultiple-NarrowHigh-ShortAverage

LSTM0.7730.8110.7120.7160.753
Bi-LSTM0.7430.8010.7620.7960.776
H-Bi-LSTM0.8330.8410.7920.8060.818