使用线性光学进行非线性处理
Mustafa Yildirim1,2, Niyazi Ulas Dinc1,2, Ilker Oguz1,2
1Laboratory of Applied Photonics Devices, Ecole Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland.
Nature photonics
|October 7, 2024
概括
研究人员开发了一种用于神经网络的新型光学框架,使用多重散射. 这种方法可以通过同时执行线性和非线性转换来实现低功耗,高速的光学计算,克服电子限制.
科学领域:
- 光子学 是一个光子学.
- 光学计算是指光学计算的应用.
- 人工智能 硬件 硬件
背景情况:
- 深度神经网络 (DNN) 提供了突破性技术,但需要大量的电子计算能力.
- 光学实现承诺通过利用光学带宽和互连来提高能源效率和速度.
- 一个关键的挑战是,由于缺乏低功耗光学非线性,在没有电子设备的情况下实施多层光学网络.
研究的目的:
- 提出一种新的光学框架,用于实现神经网络中的可编程线性和非线性转换.
- 克服电子元件在多层光学网络实施中的局限性.
- 为了实现低功耗,高速的光学计算.
主要方法:
- 通过散射介质利用光的多重散射.
- 利用散射潜力 (数据) 和散射光场之间的非线性关系.
- 采用低功率连续波光用于光学非线性计算.
主要成果:
- 展示了一种能够同时合成可编程线性和非线性转换的新型框架.
- 通过重复数据散射展示了低功率连续波光的非线性光学计算.
- 经验发现,这种光学框架的缩放遵循一个功率定律.
结论:
- 多重散射为低功耗,高速光学神经网络实现提供了可行的途径.
- 这种方法绕过了多层光学网络中电子元件的需求.
- 功率定律扩展表明了光学计算架构高效可扩展性的潜力.
相关概念视频
Linear Approximation in Frequency Domain
88
Linear systems are characterized by two main properties: superposition and homogeneity. Superposition allows the response to multiple inputs to be the sum of the responses to each individual input. Homogeneity ensures that scaling an input by a scalar results in the response being scaled by the same scalar.
In contrast, nonlinear systems do not inherently possess these properties. However, for small deviations around an operating point, a nonlinear system can often be approximated as linear....
In contrast, nonlinear systems do not inherently possess these properties. However, for small deviations around an operating point, a nonlinear system can often be approximated as linear....
88
Confocal Fluorescence Microscopy
13.1K
Confocal microscopy is an advanced microscopic technique. The prime advantage of the confocal microscope over other microscopy techniques is its ability to block the out-of-focus light from the illuminated samples using pinholes. It is widely used with fluorescence optics to obtain high-resolution, sharp contrast images. Unlike optical microscopes, confocal microscopes use a focused beam of light laser to scan the entire sample surface at different z-planes. These microscopes are, therefore,...
13.1K
Imaging Biological Samples with Optical Microscopy
4.6K
Optical microscopy uses optic principles to provide detailed images of samples. Antonie van Leeuwenhoek designed the first compound optical microscope in the 17th century to visualize blood cells, bacteria, and yeast cells. In 1830, Joseph Jackson Lister created an essentially modern light microscope. The 20th century saw the development of microscopes with enhanced magnification and resolution.
In optical microscopy, the specimen to be viewed is placed on a glass slide and clipped on the stage...
In optical microscopy, the specimen to be viewed is placed on a glass slide and clipped on the stage...
4.6K
Classification of Systems-I
176
Linearity is a system property characterized by a direct input-output relationship, combining homogeneity and additivity.
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
176


