McDonnell Mark D, Abbott Derek
Institute for Telecommunications Research, University of South Australia, Mawson Lakes, South Australia, Australia.
PLoS Comput Biol. 2009 May;5(5):e1000348. doi: 10.1371/journal.pcbi.1000348. Epub 2009 May 29.
Stochastic resonance is said to be observed when increases in levels of unpredictable fluctuations--e.g., random noise--cause an increase in a metric of the quality of signal transmission or detection performance, rather than a decrease. This counterintuitive effect relies on system nonlinearities and on some parameter ranges being "suboptimal". Stochastic resonance has been observed, quantified, and described in a plethora of physical and biological systems, including neurons. Being a topic of widespread multidisciplinary interest, the definition of stochastic resonance has evolved significantly over the last decade or so, leading to a number of debates, misunderstandings, and controversies. Perhaps the most important debate is whether the brain has evolved to utilize random noise in vivo, as part of the "neural code". Surprisingly, this debate has been for the most part ignored by neuroscientists, despite much indirect evidence of a positive role for noise in the brain. We explore some of the reasons for this and argue why it would be more surprising if the brain did not exploit randomness provided by noise--via stochastic resonance or otherwise--than if it did. We also challenge neuroscientists and biologists, both computational and experimental, to embrace a very broad definition of stochastic resonance in terms of signal-processing "noise benefits", and to devise experiments aimed at verifying that random variability can play a functional role in the brain, nervous system, or other areas of biology.
当不可预测的波动水平增加(例如随机噪声)导致信号传输质量或检测性能指标提高而非降低时,就称观察到了随机共振。这种违反直觉的效应依赖于系统的非线性以及某些参数范围处于“次优”状态。随机共振已在包括神经元在内的众多物理和生物系统中被观察到、量化并描述。作为一个受到广泛多学科关注的主题,随机共振的定义在过去十年左右有了显著演变,引发了诸多争论、误解和争议。或许最重要的争论是大脑是否已经进化到在体内利用随机噪声,作为“神经编码”的一部分。令人惊讶的是,尽管有很多关于噪声在大脑中起积极作用的间接证据,但神经科学家在很大程度上忽略了这场争论。我们探究了其中的一些原因,并论证了如果大脑不通过随机共振或以其他方式利用噪声提供的随机性,那将会比利用它更令人惊讶。我们还向神经科学家和生物学家发出挑战,包括计算领域和实验领域的,要接受一个基于信号处理“噪声益处”的非常宽泛的随机共振定义,并设计实验来验证随机变异性是否能在大脑、神经系统或生物学的其他领域发挥功能性作用。