notesum.ai
Published at October 20Synthetic Data Generation for Residential Load Patterns via Recurrent GAN and Ensemble Method
cs.AI
cs.CV
cs.RO
Released Date: October 20, 2024
Authors: Xinyu Liang1, Ziheng Wang1, Hao Wang1
Aff.: 1University

| Model | Mean L1 | Variance L1 | Q1 L1 | Q3 L1 |
|---|---|---|---|---|
| ERGAN | 0.0333 | 0.0138 | 0.1186 | 0.4885 |
| ERGAN-baseline | 0.1775 | 0.0297 | 0.2258 | 0.4909 |
| WGAN | 2.0767 | 0.8038 | 1.5132 | 3.7942 |
| ACGAN | 1.1032 | 0.6305 | 1.3049 | 2.3666 |
| C-RNN-GAN | 0.8328 | 0.5972 | 1.2641 | 1.4356 |