Table 4 Parameter metrics comparison.

From: Improving efficiency in smart grid monitoring using hybrid classification and dimensionality reduction

Approaches

Throughput

Packet delivery ratio

Routing overhead

Delay

Energy consumption

Accuracy

HUG-RF (proposed)

\(\:299.1kbps\)

\(\:99.96\%\)

\(\:2.3\%\)

\(\:4.0\:ms\)

\(\:0.36\%\)

96.8

RF41

\(\:140.1\:kbps\)

\(\:99.38\%\)

\(\:18\%\)

\(\:61.11ms\)

\(\:2.51\%\)

92.3

SVM42

\(\:119.2\:kbps\)

\(\:99.17\%\)

\(\:25\%\)

\(\:72.81\:ms\)

\(\:2.50\%\)

89.5