Wavelength selection on Coal LIBS (test)
58.48Comprehensive ScoreMulti-Adapter PPO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Multi-Adapter PPOmodel dimension=128, attention heads=8, adapters=4, discount factor=0.99, clip range=0.2, sparsity penalty=2.02026.06 | 58.48 | 11.08 | 0.0976 | 20.29 | |
| Early Stopping MI-PPOpatience=10, minimum delta=10−4, discount factor=0.99, clip range=0.22026.06 | 52.88 | 27.06 | -1.4256 | 26.76 | |
| PSOparticles=20, iterations=50, inertia weight=0.7, acceleration coefficients=1.5, MI threshold=0.32026.06 | 51.74 | 28.15 | -13.7224 | 63.12 | |
| Standard PPOdiscount factor=0.99, clip range=0.22026.06 | 51.2 | 10.31 | 0.0655 | 17.97 | |
| Transformer-PPOmodel dimension=128, attention heads=8, layers=3, discount factor=0.99, clip range=0.22026.06 | 49.55 | 2 | -0.0276 | 18.61 |