Time-series generation on Electric Motor (EM)
0.5Discriminative ScoreTimeGAN
Evaluation Results
| Method | Links | |
|---|---|---|
| TimeGANSequence length (l)=10002025.05 | 0.5 | |
| Time-TransformerSequence length (l)=3002025.05 | 0.5 | |
| Time-TransformerSequence length (l)=5002025.05 | 0.5 | |
| Time-TransformerSequence length (l)=10002025.05 | 0.5 | |
| TimeGANSequence length (l)=5002025.05 | 0.486 | |
| TimeGANSequence length (l)=3002025.05 | 0.477 | |
| WaveGANSequence length (l)=10002025.05 | 0.444 | |
| Diffusion-TSSequence length (l)=10002025.05 | 0.434 | |
| WaveGANSequence length (l)=5002025.05 | 0.425 | |
| WaveGANSequence length (l)=3002025.05 | 0.416 | |
| Diffusion-TSSequence length (l)=5002025.05 | 0.396 | |
| WaveGANSequence length (l)=1002025.05 | 0.352 | |
| TimeGANSequence length (l)=1002025.05 | 0.338 | |
| Time-TransformerSequence length (l)=1002025.05 | 0.334 | |
| Diffusion-TSSequence length (l)=3002025.05 | 0.327 | |
| TimeVAESequence length (l)=1002025.05 | 0.268 | |
| TimeVAESequence length (l)=3002025.05 | 0.226 | |
| TimeVAESequence length (l)=5002025.05 | 0.185 | |
| TimeVAESequence length (l)=10002025.05 | 0.152 | |
| AEQ-RVAE-STSequence length (l)=1002025.05 | 0.121 | |
| Diffusion-TSSequence length (l)=1002025.05 | 0.112 | |
| AEQ-RVAE-STSequence length (l)=10002025.05 | 0.085 | |
| AEQ-RVAE-STSequence length (l)=5002025.05 | 0.038 | |
| AEQ-RVAE-STSequence length (l)=3002025.05 | 0.032 |