Noise and function

Steven Weinstein, Theodore P. Pavlic
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引用次数: 2

Abstract

Noise is widely understood to be something that interferes with a signal or process. Thus, it is generally thought to be destructive, obscuring signals and interfering with function. However, early in the 20th century, mechanical engineers found that mechanisms inducing additional vibration in mechanical systems could prevent sticking and hysteresis. This so-called "dither" noise was later introduced in an entirely different context at the advent of digital information transmission and recording in the early 1960s. Ironically, the addition of noise allows one to preserve information that would otherwise be lost when the signal or image is digitized. As we shall see, the benefits of added noise in these contexts are closely related to the phenomenon which has come to be known as stochastic resonance, the original version of which appealed to noise to explain how small periodic fluctuations in the eccentricity of the earth's orbit might be amplified in such a way as to bring about the observed periodic transitions in climate from ice age to temperate age and back. These noise-induced transitions have since been invoked to explain a wide array of biological phenomena, including the foraging and tracking behavior of ants. Many biological phenomena, from foraging to gene expression, are noisy, involving an element of randomness. In this paper, we illustrate the general principles behind dithering and stochastic resonance using examples from image processing, and then show how the constructive use of noise can carry over to systems found in nature.
噪音与功能
人们普遍认为噪声是干扰信号或过程的东西。因此,它通常被认为是破坏性的,模糊信号和干扰功能。然而,在20世纪早期,机械工程师发现,在机械系统中诱导额外振动的机制可以防止粘滞和滞后。这种所谓的“抖动”噪音后来在20世纪60年代初数字信息传输和记录出现时被引入了一个完全不同的环境。具有讽刺意味的是,在信号或图像被数字化时,噪声的加入使人们能够保留原本会丢失的信息。正如我们将看到的,在这些情况下,增加噪声的好处与后来被称为随机共振的现象密切相关,随机共振的原始版本利用噪声来解释地球轨道偏心率的微小周期性波动如何被放大,从而导致观测到的气候从冰期到温带期再到温带期的周期性转变。从那以后,这些噪音引起的转变被用来解释一系列广泛的生物现象,包括蚂蚁的觅食和跟踪行为。许多生物现象,从觅食到基因表达,都是嘈杂的,涉及到随机因素。在本文中,我们使用图像处理中的示例说明了抖动和随机共振背后的一般原理,然后展示了如何建设性地使用噪声可以延续到自然界中发现的系统。
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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