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Table 5 Comparison of spectral efficiency of the proposed model with the existing one

From: A modified LSTM with QoS aware hybrid AVO algorithm to enhance resource allocation in D2D communication

Transmit power (W)

0.4

0.5

0.6

0.7

0.8

0.9

1

Spectral efficiency (b/s/Hz)

HPSCAV-MLSTM

2.05

2.3

2.37

2.6

2.77

3.16

3.4

CPSO

1.85

1.95

1.99

2.15

2.62

2.75

2.79

AVO

1.92

1.99

1.85

2.36

2.5

2.59

2.6

APERAA

1.76

1.76

1.76

1.77

1.84

1.86

1.92