Forward simulation on Nanophotonics structures
12.86Designable VolumeMLP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MLPStructure=Y-splitter, Network=MLP, Sims (structs) in training=(20,000), Struct. params=400, Struct. size (nm)=2,600×2,600, λmin (nm)=1,4502026.06 | 12.86 | 90 | |
| MLPStructure=Nanoparticles, Network=MLP, Sims (structs) in training=50,000, Struct. params=8 (7)*, Struct. size (nm)=1,120, λmin (nm)=4002026.06 | 5.6 | 1 | |
| TransformerStructure=Meta atom, Network=Transformer, Sims (structs) in training=(20,000), Struct. params=400, Struct. size (nm)=420×420, λmin (nm)=4002026.06 | 4.4 | 20 | |
| MLPStructure=Metasurface spectral filters, Network=MLP, Sims (structs) in training=40,000, Struct. params=17, Struct. size (nm)=1,000×1,000, λmin (nm)=1,0002026.06 | 4 | 50 | |
| MLPStructure=Square plasmonic switch, Network=MLP, Sims (structs) in training=(18,432), Struct. params=6 (2)*, Struct. size (nm)=1,000×1,000, λmin (nm)=1,0002026.06 | 4 | 3 | |
| MLPStructure=Meta atom, Network=MLP, Sims (structs) in training=5,630, Struct. params=4 (25)*, Struct. size (nm)=320×320, λmin (nm)=4282026.06 | 2.24 | 10 | |
| MLPStructure=Meta atom, Network=MLP, Sims (structs) in training=(123,210), Struct. params=1, Struct. size (nm)=443×443, λmin (nm)=6332026.06 | 1.96 | 4.43 | |
| TransformerStructure=Meta atom, Network=Transformer, Sims (structs) in training=80,000, Struct. params=196, Struct. size (nm)=300×300, λmin (nm)=5202026.06 | 1.33 | 20 | |
| CNNStructure=Meta atom, Network=CNN, Sims (structs) in training=100,000, Struct. params=2, Struct. size (nm)=800×800, λmin (nm)=1,5502026.06 | 1.1 | 6.25 | |
| MLStructure=Meta atom, Network=MLP, Sims (structs) in training=9,800, Struct. params=4 (26)*, Struct. size (nm)=500×500, λmin (nm)=1,0002026.06 | 1 | 5 | |
| MixedStructure=Meta atom, Network=Mixed, Sims (structs) in training=(60,000), Struct. params=256 (201)*, Struct. size (nm)=700×640, λmin (nm)=1,5002026.06 | 0.8 | 20 |