Time Series Forecasting on Wind
0.681MSED³VAE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| D³VAEHorizon=82023.01 | 0.681 | 0.596 | |
| B-TCVAEHorizon=642023.01 | 0.786 | 0.742 | |
| B-TCVAEHorizon=162023.01 | 0.894 | 0.785 | |
| f-VAEHorizon=642023.01 | 0.898 | 0.789 | |
| D³VAEHorizon=642023.01 | 0.902 | 0.761 | |
| D³VAEHorizon=162023.01 | 1.033 | 0.757 | |
| VAEHorizon=162023.01 | 1.138 | 0.862 | |
| D³VAEHorizon=322023.01 | 1.224 | 0.869 | |
| f-VAEHorizon=162023.01 | 1.262 | 0.843 | |
| B-TCVAEHorizon=322023.01 | 1.266 | 0.872 | |
| B-TCVAEHorizon=82023.01 | 1.321 | 0.863 | |
| VAEHorizon=642023.01 | 1.374 | 0.842 | |
| f-VAEHorizon=322023.01 | 1.434 | 0.92 | |
| VAEHorizon=322023.01 | 1.48 | 0.987 | |
| NVAEHorizon=642023.01 | 1.652 | 1.167 | |
| NVAEHorizon=322023.01 | 1.784 | 1.2 | |
| NVAEHorizon=82023.01 | 1.854 | 1.223 | |
| f-VAEHorizon=82023.01 | 1.942 | 1.067 | |
| NVAEHorizon=162023.01 | 1.955 | 1.247 | |
| VAEHorizon=82023.01 | 2.006 | 1.103 | |
| GP-copulaHorizon=642023.01 | 3.564 | 1.152 | |
| TimeGradHorizon=642023.01 | 3.857 | 1.11 | |
| DeepARHorizon=642023.01 | 4.403 | 1.361 | |
| DeepARHorizon=322023.01 | 5.398 | 1.434 | |
| GP-copulaHorizon=82023.01 | 11.35 | 1.305 | |
| DeepARHorizon=82023.01 | 12.53 | 1.37 | |
| TimeGradHorizon=82023.01 | 12.67 | 1.44 | |
| TimeGradHorizon=162023.01 | 12.86 | 1.24 | |
| TimeGradHorizon=322023.01 | 13.1 | 1.518 | |
| GP-copulaHorizon=162023.01 | 13.79 | 1.261 | |
| DeepARHorizon=162023.01 | 13.96 | 1.347 | |
| GP-copulaHorizon=322023.01 | 15.331 | 1.614 | |
| Time-R1Model Type=Ours, Prediction Horizon=96-step, Backbone=Qwen2.5-7B-Instruct2025.06 | 1,353.9381 | — | |
| TimeMixerModel Type=Traditional, Prediction Horizon=96-step2025.06 | 1,380.5264 | — | |
| WPMixerModel Type=Traditional, Prediction Horizon=96-step2025.06 | 1,402.8173 | — | |
| TimesFMModel Type=Traditional, Prediction Horizon=96-step2025.06 | 1,449.5527 | — | |
| MomentModel Type=Traditional, Prediction Horizon=96-step2025.06 | 1,490.9685 | — | |
| TimeLLMModel Type=LLM-based, Prediction Horizon=96-step2025.06 | 1,575.8937 | — | |
| iTransformerModel Type=Traditional, Prediction Horizon=96-step2025.06 | 1,591.6404 | — | |
| DLinearModel Type=Traditional, Prediction Horizon=96-step2025.06 | 1,619.4311 | — | |
| AutoFormerModel Type=Traditional, Prediction Horizon=96-step2025.06 | 1,673.857 | — | |
| TimeXerModel Type=Traditional, Prediction Horizon=96-step2025.06 | 1,684.9856 | — | |
| GPT4TSModel Type=LLM-based, Prediction Horizon=96-step2025.06 | 1,790.3269 | — | |
| CrossTimeNetModel Type=LLM-based, Prediction Horizon=96-step2025.06 | 1,931.2672 | — | |
| PatchTSTModel Type=Traditional, Prediction Horizon=96-step2025.06 | 2,024.8256 | — | |
| DeepSeek-R1Model Type=LLM-based, Prediction Horizon=96-step, Zero-shot=true2025.06 | 4,047.1201 | — |