TSN Switch Queue Length Prediction Based on an Improved LSTM Network

Table 1

The parameter settings of LSTM.

Input layer	Connection layer				Output layer
Length: 103	Queue 1		Queue 2		Length: 100
	Layer	1	Layer	1
	HiddenUnits	200	HiddenUnits	400
	InitialLearnRate	0.008	InitialLearnRate	0.005
	LearnRateDropPeriod	100	LearnRateDropPeriod	100
	LearnRateDropFactor	0.1	LearnRateDropFactor	0.2
	Queue 3		Queue 4
	Layer	1	Layer	1
	HiddenUnits	150	HiddenUnits	180
	InitialLearnRate	0.01	InitialLearnRate	0.008
	LearnRateDropPeriod	100	LearnRateDropPeriod	100
	LearnRateDropFactor	0.2	LearnRateDropFactor	0.2

Queue 1 is taken as an example to demonstrate the training process, as shown in Figure 6.