Faber Justin, Bozovic Dolores
Department of Physics and Astronomy, University of California, Los Angeles, CA, 90095, USA.
California NanoSystems Institute, University of California, Los Angeles, CA, 90095, USA.
Sci Rep. 2024 Jun 6;14(1):13073. doi: 10.1038/s41598-024-63696-3.
The auditory and vestibular systems exhibit remarkable sensitivity of detection, responding to deflections on the order of angstroms, even in the presence of biological noise. The auditory system exhibits high temporal acuity and frequency selectivity, allowing us to make sense of the acoustic world around us. As the acoustic signals of interest span many orders of magnitude in both amplitude and frequency, this system relies heavily on nonlinearities and power-law scaling. The vestibular system, which detects ground-borne vibrations and creates the sense of balance, exhibits highly sensitive, broadband detection. It likewise requires high temporal acuity so as to allow us to maintain balance while in motion. The behavior of these sensory systems has been extensively studied in the context of dynamical systems theory, with many empirical phenomena described by critical dynamics. Other phenomena have been explained by systems in the chaotic regime, where weak perturbations drastically impact the future state of the system. Using a Hopf oscillator as a simple numerical model for a sensory element in these systems, we explore the intersection of the two types of dynamical phenomena. We identify the relative tradeoffs between different detection metrics, and propose that, for both types of sensory systems, the instabilities giving rise to chaotic dynamics improve signal detection.
听觉和前庭系统展现出非凡的检测灵敏度,即使在存在生物噪声的情况下,也能对埃量级的偏转做出反应。听觉系统具有高时间分辨率和频率选择性,使我们能够理解周围的声学世界。由于感兴趣的声学信号在幅度和频率上跨越多个数量级,该系统严重依赖非线性和幂律缩放。前庭系统检测地面传播的振动并产生平衡感,具有高度灵敏的宽带检测能力。它同样需要高时间分辨率,以便我们在运动时保持平衡。这些感觉系统的行为在动力系统理论的背景下得到了广泛研究,许多经验现象由临界动力学描述。其他现象则由处于混沌状态的系统解释,在这种状态下,微弱的扰动会极大地影响系统的未来状态。使用霍普夫振荡器作为这些系统中感觉元件的简单数值模型,我们探索这两种动力学现象的交叉点。我们确定了不同检测指标之间的相对权衡,并提出,对于这两种感觉系统,产生混沌动力学的不稳定性都能改善信号检测。