Visual Monitoring Technology for Substation Vulnerable High-Voltage Electrical Equipment Based on ISSA-LSTM Deep Learning Model Coupling Video Overlay Algorithm

Table 4

Accuracy of swarm intelligence algorithm model.

Training set	LSTM	ISSA-LSTM	SSA-LSTM	PSO-LSTM	GWO-LSTM
1000	93.25	95.24	93.96	93.37	94.31
2500	95.45	97.59	97.11	96.17	96.44
5000	96.64	98.33	97.23	96.93	97.14
10,000	97.50	99.36	98.69	98.33	98.48
15,000	97.74	99.67	99.26	99.07	98.90
20,000	97.77	99.85	99.46	99.16	99.49