Quantifying Information via Shannon Entropy in Spatially Structured Optical Beams.

IF 10.7
Research (Washington, D.C.) Pub Date : 2021-11-11 eCollection Date: 2021-01-01 DOI:10.34133/2021/9780760
Maria Solyanik-Gorgone, Jiachi Ye, Mario Miscuglio, Andrei Afanasev, Alan E Willner, Volker J Sorger
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引用次数: 15

Abstract

While information is ubiquitously generated, shared, and analyzed in a modern-day life, there is still some controversy around the ways to assess the amount and quality of information inside a noisy optical channel. A number of theoretical approaches based on, e.g., conditional Shannon entropy and Fisher information have been developed, along with some experimental validations. Some of these approaches are limited to a certain alphabet, while others tend to fall short when considering optical beams with a nontrivial structure, such as Hermite-Gauss, Laguerre-Gauss, and other modes with a nontrivial structure. Here, we propose a new definition of the classical Shannon information via the Wigner distribution function, while respecting the Heisenberg inequality. Following this definition, we calculate the amount of information in Gaussian, Hermite-Gaussian, and Laguerre-Gaussian laser modes in juxtaposition and experimentally validate it by reconstruction of the Wigner distribution function from the intensity distribution of structured laser beams. We experimentally demonstrate the technique that allows to infer field structure of the laser beams in singular optics to assess the amount of contained information. Given the generality, this approach of defining information via analyzing the beam complexity is applicable to laser modes of any topology that can be described by well-behaved functions. Classical Shannon information, defined in this way, is detached from a particular alphabet, i.e., communication scheme, and scales with the structural complexity of the system. Such a synergy between the Wigner distribution function encompassing the information in both real and reciprocal space and information being a measure of disorder can contribute into future coherent detection algorithms and remote sensing.

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利用香农熵在空间结构光束中量化信息。
虽然信息在现代生活中无处不在地产生、共享和分析,但围绕如何评估噪声光通道内信息的数量和质量仍然存在一些争议。许多基于条件香农熵和费雪信息的理论方法已经被开发出来,以及一些实验验证。其中一些方法仅限于特定的字母表,而另一些方法在考虑具有非平凡结构的光束时往往不足,例如Hermite-Gauss, Laguerre-Gauss和其他具有非平凡结构的模式。本文在尊重海森堡不等式的前提下,通过Wigner分布函数对经典香农信息进行了新的定义。根据这一定义,我们计算了高斯、厄米-高斯和拉盖尔-高斯激光并置模式下的信息量,并通过从结构激光束的强度分布重建Wigner分布函数进行了实验验证。我们实验证明了该技术可以推断奇异光学中激光束的场结构,以评估包含的信息量。鉴于这种通用性,这种通过分析光束复杂性来定义信息的方法适用于任何可以用良好行为函数描述的拓扑结构的激光模式。以这种方式定义的经典香农信息与特定的字母表(即通信方案)分离,并随系统的结构复杂性而扩展。包含实空间和互反空间信息的维格纳分布函数与作为无序度量的信息之间的这种协同作用可以为未来的相干检测算法和遥感做出贡献。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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