Research Article

TSN Switch Queue Length Prediction Based on an Improved LSTM Network

Figure 6

The training performance of Queue 1.
(a) The MSE convergence process during training
(b) Comparison between the real and predicted values of the switch queue length
(c) MSE per test sample
(d) Change in the switch queue length after prediction
(e) Change in the switch queue length