Table 1 Overview of experiments conducted to obtain the best model weights
From: Fast ground irradiance computations for agrivoltaics via physics-informed deep learning models
Experiment | Input | Output | Optimization | ||
|---|---|---|---|---|---|
Scene input | Variation | Resolution | ℓ1loss | Discriminator loss | |
Supervised_TiltAngle | Scalar | Tilt angle | 20 cm | 1 | 0 |
Supervised_TopView | Depth image | Tilt angle | 20 cm | 1 | 0 |
Unsupervised_TopView | Depth image | Tilt angle | 20 cm | 0 | 1 |
Mixed_balanced | Depth image | Tilt angle | 20 cm | 1 | 1 |
Mixed_optimized | Depth image | Tilt angle | 20 cm | 1 | 0.7 |
Generalizability_TopView | Depth image | Tilt angle pitch height | 20 cm | 1 | 0 |
