概括
我们开发了一种双向深度学习网络,以快速设计合元材料,大大降低计算成本,加快传感和成像应用的设计过程.
科学领域:
- 光子学和材料科学 材料科学
- 人工智能在科学发现中的作用
背景情况:
- 状元材料对于先进的光学应用至关重要.
- 由于试错方法,传统的设计方法在计算上昂贵.
- 加快设计平面合元材料是必不可少的.
研究的目的:
- 开发一个加速设计方法,用于平面合元材料.
- 为了快速预测手术反应和反向设计.
- 为了减少元材料设计中的计算负担.
主要方法:
- 构建一个双向深度学习 (BDL) 网络.
- 一个频谱预测网络 (SPN) 和一个设计预测网络 (DPN) 的集成.
- 利用深度学习来加速光谱预测和反向设计.
主要成果:
- BDL网络显著加快了设计过程,将预测时间缩短到15ms (1/40000的FDTD).
- 在100个时代后,平均平方误差 (MSE) 损失为0.0085,实现了高预测准确度.
- 超过95.2%的培训样本显示低MSE,表明一个强大的BDL网络,没有不足或过度装配.
结论:
- 拟议的BDL网络有效地加快了平面合元材料的设计和反向设计.
- 该方法表现出高预测准确性和稳定性.
- 这种方法对于按需设计合元材料具有重大潜力.
相关概念视频
Chirality
23.9K
Chirality is a term that describes the lack of mirror symmetry in an object. In other words, chiral objects cannot be superposed on their mirror images. For example, our feet are chiral, as the mirror image of the left foot, the right foot, cannot be superposed on the left foot.
Chiral objects exhibit a sense of handedness when they interact with another chiral object. For example, our left foot can only fit in the left shoe and not in the right shoe. Achiral objects — objects that have...
Chiral objects exhibit a sense of handedness when they interact with another chiral object. For example, our left foot can only fit in the left shoe and not in the right shoe. Achiral objects — objects that have...
23.9K
Chirality in Nature
13.3K
Chirality is the most intriguing yet essential facet of nature, governing life’s biochemical processes and precision. It can be observed from a snail shell pattern in a macroscopic world to an amino acid, the minutest building block of life. Most of the snails around the world have right-coiled shells because of the intrinsic chirality in their genes. All the amino acids present in the human body exist in an enantiomerically pure state, except for glycine - the sole achiral amino acid.
13.3K
Prochirality
3.8K
The concept of prochirality leads to the nomenclature of the individual faces of a molecule and plays a crucial role in the enantioselective reaction. It is a concept where two or more achiral molecules react to produce chiral products. A typical process is the reaction of an achiral ketone to generate a chiral alcohol. Here, the achiral reactant reacts with an achiral reducing agent, sodium borohydride, to generate an equimolar mixture of the chiral enantiomers of the product. For example, an...
3.8K
Properties of Enantiomers and Optical Activity
17.0K
It is essential to understand the difference between chiral and achiral interactions and the implications thereof in optical activity and their applications. Just as our feet, which are chiral, interact uniquely with chiral objects, such as a pair of shoes, but identically with achiral socks, enantiomers of a molecule exhibit different properties only when they interact with other chiral media. An example of a significant implication from this facet is the phenomenon known as optical activity,...
17.0K
Molecules with Multiple Chiral Centers
11.6K
Molecules that possess multiple chiral centers can afford a large number of stereoisomers. For instance, while some molecules like 2-butanol have one chiral center, defined as a tetrahedral carbon atom with four different substituents attached, several molecules like butane-2,3-diol have multiple chiral centers. A simple formula to predict the number of stereoisomers possible for a molecule with n chiral centers is 2n. However, there can be a lower number where some of the stereoisomers are...
11.6K


