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首页> 外文期刊>The European physical journal: Special topics >Measures of periodicity for time series analysis of threshold-crossing events Ghost stochastic resonance in glacial climate?
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Measures of periodicity for time series analysis of threshold-crossing events Ghost stochastic resonance in glacial climate?

机译:跨界事件时间序列分析的周期性度量冰川气候中的鬼随机共振?

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摘要

Large-amplitude climate shifts, the so-called Dansgaard-Oeschger events, repeatedly occurred throughout the last ice age. These events, which are apparently threshold-crossing events, show a reported tendency to recur preferably in near multiples of about 1470 years. Several non-linear resonance mechanisms were proposed to explain this recurrence pattern in response to noise and/or periodic forcing. Standard methods of linear time series analysis are not sufficient to distinguish between these hypotheses, owing to the threshold-crossing dynamics of the events. Recently, new approaches were made by means of null-hypothesis testing with Monte Carlo methods. A major hurdle in this approach is the need of efficient, but yet simple measures of regularity that allow to distinguish between the proposed resonance mechanisms. By means of surrogate time series (i.e. by using a large ensemble of Dansgaard-Oeschger events as simulated with a very simple two-state model) I here test the ability of three standard measures of periodicity to distinguish between a scenario of solely noise-induced events and a ghost stochastic resonance scenario. Only one measure is found to be applicable for that purpose. The choice of adequate measures, which is not trivial, should be given more attention in future studies that focus on the question what triggered threshold-crossing events such as Dansgaard-Oeschger events.
机译:大幅度的气候变化,即所谓的Dansgaard-Oeschger事件,在上一个冰河时代反复发生。这些事件显然是越过阈值的事件,据报道优选在约1470年的倍数内复发的趋势。提出了几种非线性共振机制来解释这种重复模式,以响应噪声和/或周期性强迫。由于事件的阈值穿越动态,线性时间序列分析的标准方法不足以区分这些假设。近来,通过使用蒙特卡洛方法的原假设检验,提出了新的方法。这种方法的主要障碍是需要有效率的但很简单的规律性测量方法,以区分建议的共振机制。通过代理时间序列(即,通过使用非常简单的二态模型模拟的大型Dansgaard-Oeschger事件集合),我在这里测试周期性的三个标准量度以区分纯噪声引起的情况的能力。事件和幻影随机共振场景。发现只有一种措施适用于该目的。在未来的研究中,应更注意选择适当的措施,这并非微不足道,这些研究的重点是什么触发了跨越阈值事件(例如Dansgaard-Oeschger事件)。

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