面向长期时间序列预测的多尺度双流架构
王美佳,张帆,王桦,张明丽,张彩明
Multi-scale dual-stream architecture for long-term time series forecasting
Meijia WANG,Fan ZHANG,Hua WANG,Mingli ZHANG,Caiming ZHANG
表 7
轻量化模型的性能评估
Tab.7
Performance evaluation of lightweight models
数据集
模型
FLOPs/10
6
I
/ms
MSE
MAE
ETTh1
Patchflow
113.28
9.16
0.438
0.417
Patchflow_Lite
46.63
6.48
0.439
0.421
ETTm1
Patchflow
113.28
9.58
0.381
0.389
Patchflow_Lite
46.63
6.57
0.387
0.389
Electricity
Patchflow
5194.54
819.10
0.182
0.275
Patchflow_Lite
2138.46
140.55
0.187
0.281