Inverse design on Nanophotonics structures
40Designable VolumeDEN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DENStructure=Metalens, Network=DEN, Sims (structs) in training=0 + 100 × Slocal region / (λ/2)² in training, Struct. params=301, Struct. size (nm)=10,000, λmin (nm)=5002026.06 | 40 | 33.33 | |
| Tandem MLPStructure=Grating coupler, Network=Tandem MLP, Sims (structs) in training=84,480, Struct. params=120, Struct. size (nm)=27,600×220, λmin (nm)=1,3002026.06 | 14.37 | 10 | |
| GANStructure=Y-splitter, Network=GAN, Sims (structs) in training=(16,000) + training, Struct. params=400, Struct. size (nm)=2,250×2,250, λmin (nm)=1,2502026.06 | 12.96 | 42 | |
| Tandem MLPStructure=Thin film, Network=Tandem MLP, Sims (structs) in training=550,000, Struct. params=20, Struct. size (nm)=2,400, λmin (nm)=4002026.06 | 12 | 1 | |
| GANStructure=Y-splitter, Network=GAN, Sims (structs) in training=(10,000), Struct. params=400, Struct. size (nm)=2,000×2,000, λmin (nm)=1,2002026.06 | 11.11 | 100 | |
| MLPStructure=Metagrating, Network=MLP, Sims (structs) in training=50,000, Struct. params=9, Struct. size (nm)=4,500, λmin (nm)=1,0002026.06 | 9 | 30 | |
| MLPStructure=Meta atom, Network=MLP, Sims (structs) in training=4,000, Struct. params=2, Struct. size (nm)=2,200,000×7,000,000, λmin (nm)=2,855,1662026.06 | 7.56 | 25,000 | |
| CNNStructure=Plasmonic metasurface, Network=CNN, Sims (structs) in training=25,000, Struct. params=6, Struct. size (nm)=700×700, λmin (nm)=6002026.06 | 5.44 | 1 | |
| DENStructure=Y-splitter, Network=DEN, Sims (structs) in training=0 + 3750 in training, Struct. params=900, Struct. size (nm)=1,660×1,660, λmin (nm)=1,5502026.06 | 4.59 | 55 | |
| GANStructure=Metagrating, Network=GAN, Sims (structs) in training=7,008,000, Struct. params=8,192, Struct. size (nm)=650×2,269, λmin (nm)=1,3002026.06 | 3.49 | 17.73 | |
| MLPStructure=Meta atom, Network=MLP, Sims (structs) in training=441, Struct. params=2, Struct. size (nm)=460×460, λmin (nm)=5322026.06 | 2.99 | 1 | |
| GANStructure=Silver antennae, Network=GAN, Sims (structs) in training=10,150, Struct. params=4,096**, Struct. size (nm)=500×500, λmin (nm)=6002026.06 | 2.78 | 7.81 | |
| GANStructure=Metagrating, Network=GAN, Sims (structs) in training=(5,000) + 5, 000 × ntest, Struct. params=32,768, Struct. size (nm)=500×1,220, λmin (nm)=1,0002026.06 | 2.44 | 3.9 | |
| TransformerStructure=Meta atom, Network=Transformer, Sims (structs) in training=60,000,000, Struct. params=6, Struct. size (nm)=300×300, λmin (nm)=4002026.06 | 2.25 | 5 | |
| GANStructure=Periodic atoms, Network=GAN, Sims (structs) in training=(15,640), Struct. params=256, Struct. size (nm)=70,000×70,000, λmin (nm)=100,0002026.06 | 1.96 | 4,000 | |
| VAEStructure=Chiral metamirror, Network=VAE, Sims (structs) in training=20,000, Struct. params=100, Struct. size (nm)=2,000×2,000, λmin (nm)=3,0002026.06 | 1.78 | 31.25 | |
| MLPStructure=Plasmonic metasurface, Network=MLP, Sims (structs) in training=15,000, Struct. params=8, Struct. size (nm)=∼400×400***, λmin (nm)=6002026.06 | 1.78 | — | |
| VAEStructure=Meta atom, Network=VAE, Sims (structs) in training=24,000, Struct. params=4,096, Struct. size (nm)=640×640, λmin (nm)=1,0002026.06 | 1.64 | 32 | |
| cGANStructure=Periodic atoms, Network=cGAN, Sims (structs) in training=(1,500), Struct. params=4,096**, Struct. size (nm)=230×230, λmin (nm)=4002026.06 | 1.32 | 3.59 | |
| Tandem MLPStructure=Chiral metamaterial, Network=Tandem MLP, Sims (structs) in training=25,000, Struct. params=5, Struct. size (nm)=∼2,500×2,500×1,000***, λmin (nm)=3,7472026.06 | 0.95 | 1 | |
| MLPStructure=Complex amplitude filter, Network=MLP, Sims (structs) in training=10,000, Struct. params=20, Struct. size (nm)=250, λmin (nm)=5322026.06 | 0.94 | 2 | |
| GANStructure=Meta atom, Network=GAN, Sims (structs) in training=69,000, Struct. params=1,024**, Struct. size (nm)=2,800×2,800, λmin (nm)=6,0002026.06 | 0.87 | 43.75 | |
| MLPStructure=Metagrating, Network=MLP, Sims (structs) in training=4,000, Struct. params=10, Struct. size (nm)=200×2,000, λmin (nm)=1,5002026.06 | 0.71 | 10 | |
| MLPStructure=Meta atom, Network=MLP, Sims (structs) in training=4,000, Struct. params=5, Struct. size (nm)=100,000×100,000, λmin (nm)=300,0002026.06 | 0.44 | 1 | |
| CDCGANStructure=Meta atom, Network=CDCGAN, Sims (structs) in training=(5,000), Struct. params=144, Struct. size (nm)=7,200,000×7,200,000, λmin (nm)=30,000,0002026.06 | 0.23 | 300,000 | |
| GANStructure=Patterned 2D slit array, Network=GAN, Sims (structs) in training=(24,350), Struct. params=800, Struct. size (nm)=40, λmin (nm)=4002026.06 | 0.2 | 2 | |
| Tandem MLPStructure=Meta atom, Network=Tandem MLP, Sims (structs) in training=4,758, Struct. params=2, Struct. size (nm)=360, λmin (nm)=8,0002026.06 | 0.09 | 20 |