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Table 4 Comparison of DFBA performance when different prediction approaches are used

From: Machine learning-based dynamic frequency and bandwidth allocation in self-organized LTE dense small cell deployments

Scenario conf. and sample set size

4/12, 2 MHz, 10 %

4/8, 5 MHz, 5 %

Transport protocol

TCP

UDP

TCP

UDP

MAC scheduler

PF

RR

PF

RR

PF

RR

PF

RR

SINR

85 %

83 %

83 %

86 %

53 %

54 %

53 %

42 %

Min SINR

91 %

82 %

89 %

89 %

71 %

77 %

58 %

49 %

Sum SINR/MAC THR Mapping

72 %

72 %

70 %

81 %

61 %

61 %

35 %

43 %

Min SINR/MAC THR Mapping

89 %

81 %

88 %

89 %

55 %

64 %

55 %

50 %

Learning based (TBAG)

100 %

85 %

100 %

95 %

96 %

95 %

97 %

92 %

Exhaustive search

100 %

100 %

100 %

100 %

100 %

100 %

100 %

100 %

Exhaustive search (Mbps)

9

8

9

7

12

10

26

25