Table 3 GreenMU performance table.

From: A simulation-driven computational framework for adaptive energy-efficient optimization in machine learning-based intrusion detection systems

Metric

Baseline (Random Forest) (%)

Baseline (1D-CNN) (%)

Baseline (S2CGAN-IDS) (%)

GreenMU framework (%)

Improvement

Energy consumption

40

38

35

28

30% reduction (vs. RF)

Detection accuracy

90

92

98.70

99

10% increase (vs. RF)

Processing time reduction

0

5

8

15

15% improvement (vs. RF)

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