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04/28/2022
Inverse-Designed Meta-Optics with Spectral-Spatial Engineered Response to Mimic Color Perception
Meta-optics have rapidly become a major research field within the optics...
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04/14/2022
Multifidelity deep neural operators for efficient learning of partial differential equations with application to fast inverse design of nanoscale heat transport
Deep neural operators can learn operators mapping between infinite-dimen...
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11/10/2021
Physics-enhanced deep surrogates for PDEs
We present a "physics-enhanced deep-surrogate ("PEDS") approach towards ...
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02/09/2021
Physics-informed neural networks with hard constraints for inverse design
Inverse design arises in a variety of areas in engineering such as acous...
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08/24/2020