Researchers Design 3D Photonic Crystals for Targeted Photon Density of States in ssalimpour

Salimpour Website |Researchers developed an end-to-end inverse design method that uses LSTM prediction, a conditional generative adversarial network, and metasurface reconstruction to tailor the photon density of states in 3D photonic crystals made through holographic lithography.

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Researchers Design 3D Photonic Crystals for Targeted Photon Density of States

Researchers Design 3D Photonic Crystals for Targeted Photon Density of States

Researchers developed an end-to-end inverse design method that uses LSTM prediction, a conditional generative adversarial network, and metasurface reconstruction to tailor the photon density of states in 3D photonic crystals made through holographic lithography. The method produced connected structures with strong local pDOS enhancement across multiple target frequencies and identified two recurring high-pDOS morphological families, while the reported optical gains remained computational rather than experimentally measured.