2023
DOI: 10.1002/advs.202303929
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Schrödinger's Red Beyond 65,000 Pixel‐Per‐Inch by Multipolar Interaction in Freeform Meta‐Atom through Efficient Neural Optimizer

Ronghui Lin,
Vytautas Valuckas,
Thi Thu Ha Do
et al.

Abstract: Freeform nanostructures have the potential to support complex resonances and their interactions, which are crucial for achieving desired spectral responses. However, the design optimization of such structures is nontrivial and computationally intensive. Furthermore, the current “black box” design approaches for freeform nanostructures often neglect the underlying physics. Here, a hybrid data‐efficient neural optimizer for resonant nanostructures by combining a reinforcement learning algorithm and Powell's loca… Show more

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“…On the other hand, although PCM-based color filters offer extensive color tunability over a large scale of visible wavelengths, maintaining color purity in their crystalline phase proves challenging. To tackle this hurdle, we use an in-house-developed iterative neural optimizer to achieve the high-purity colors both in the amorphous and crystalline phases of Sb 2 S 3 . The optimizer takes an iterative approach to progressively reduce the target function.…”
Section: Experimental Demonstration Of A-dbr-based Reflective Color F...mentioning
confidence: 99%
“…On the other hand, although PCM-based color filters offer extensive color tunability over a large scale of visible wavelengths, maintaining color purity in their crystalline phase proves challenging. To tackle this hurdle, we use an in-house-developed iterative neural optimizer to achieve the high-purity colors both in the amorphous and crystalline phases of Sb 2 S 3 . The optimizer takes an iterative approach to progressively reduce the target function.…”
Section: Experimental Demonstration Of A-dbr-based Reflective Color F...mentioning
confidence: 99%