Table 6 Performance of LSTM before and after Optimization.

From: Next generation AI powered framework for autonomous energy optimization and real time anomaly detection in IoT driven wireless sensor networks

Metric

Before Optimization

After Optimization

Accuracy

94%

99%

Precision

90%

98%

Recall

91%

99%

F1-Score

90.5%

98.5%

Average Energy Consumed (per node)

2.5 J

2.0 J

Data Transmission Efficiency

75%

90%