Research Article

Prediction for Chaotic Time Series-Based AE-CNN and Transfer Learning

Table 2

RMSEs of prediction.

Prediction taskPrediction approachRMSE

PM2.5 concentration predictionARMA79.21
LSTM43.50
AE-CNN89.55
AE-CNN-TL21.53
Temperature predictionARMA72.47
LSTM37.68
AE-CNN12.39
AE-CNN-TL1.61