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Table 6 % improvement in spectral efficiency when compared with the existing model

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

Transmit power (W)

SE (b/s/Hz)

APERAA versus AVO

APERA versus CPSO

APERA versus HPSCAV-MLSTM

0.4

9.09

10.08

16.48

0.7

33.33

21.47

46.89

1

35.42

45.31

77.08