NanoPhotoNet-Lase PINN embeds Maxwell's equations and four-level lasing dynamics to predict metasurface nanolaser thresholds, experimentally validated with <1% deviation and used to realize coherent beam-steering metalenses.
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2026 1verdicts
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On-Demand Coherent Nanolaser Metalens and Beam Steering Enabled by Physics-Informed Neural Networks
NanoPhotoNet-Lase PINN embeds Maxwell's equations and four-level lasing dynamics to predict metasurface nanolaser thresholds, experimentally validated with <1% deviation and used to realize coherent beam-steering metalenses.