Table 7 System Response Time.

From: A novel method for intelligent operation and maintenance of transformers using deep visual large model DETR + X and digital twin

Parameter

Value

Network transmission time (denoted as t1)

 ≤ 200 ms

Data preprocessing time

Gaussian denoising (denoted as t2)

 ≤ 500 ms

Swin2SR high-resolution reconstruction enhancement (denoted as t3)

 ≤ 1 s

DGA data conversion time (denoted as t4)

 ≤ 50 ms

Image inference time (denoted as t5)

 ≤ 3 s

Decision reasoning time (denoted as t6)

 ≤ 3 s