Research Article

A Hybrid Model for Short-Term Traffic Flow Prediction Based on Variational Mode Decomposition, Wavelet Threshold Denoising, and Long Short-Term Memory Neural Network

Table 3

Parameter configuration of different models.

ModelPrimary parameterSetting value

ARIMAp2
d1
q4

EEMDAdded white noise0.2
The ensemble number1000

LSTMLearning rate0.005
The number of training epochs250
Number of hidden units288

BiLSTMLearning rate0.005
The number of training epochs50
Number of hidden units32

ANNLearning rate0.005
The number of training epochs250
Number of hidden units288