Table 4 Corresponding interval for correlation analysis under the different load rates.

From: Intelligent fault diagnosis and operation condition monitoring of transformer based on multi-source data fusion and mining

Load rates

Dissolved gas index

Upper oil temperature (°C)

Winding temperature (°C)

\(0 \le L \le 12.610\)

\(\left[ 0.805, 0.837 \right]\)

\(\left[ 33.700, 41.016 \right]\)

\(\left[ 45.700, 53.017 \right]\)

\(12.610 \le L \le 25.230\)

\(\left[ 0.805, 0.837 \right]\)

\(\left[ 33.700, 41.016 \right]\)

\(\left[ 45.700, 53.017 \right]\)

\(25.230 \le L \le 37.840\)

\(\left[ 0.837, 0.868 \right]\)

\(\left[ 41.016, 48.333 \right]\)

\(\left[ 45.700, 60.333 \right]\)

\(37.840 \le L \le 50.450\)

\(\left[ 0.868, 0.900 \right]\)

\(\left[ 41.016, 48.333 \right]\)

\(\left[ 45.700, 67.651 \right]\)

\(50.450 \le L \le 63.070\)

\(\left[ 0.900, 0.963 \right]\)

\(\left[ 41.016, 70.283 \right]\)

\(\left[ 45.700, 67.651 \right]\)

\(63.070 \le L \le 75.680\)

\(\left[ 0.900, 0.994 \right]\)

\(\left[ 48.333, 77.600 \right]\)

\(\left[ 53.017, 67.651 \right]\)