Measures of periodicity for time series analysis of threshold-crossing events

被引:4
作者
Braun, H. [1 ]
机构
[1] Heidelberg Acad Sci & Humanities, Inst Environm Phys, D-69120 Heidelberg, Germany
关键词
STOCHASTIC RESONANCE; CLIMATE; CYCLE;
D O I
10.1140/epjst/e2009-01088-4
中图分类号
O4 [物理学];
学科分类号
0702 ;
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.
引用
收藏
页码:33 / 47
页数:15
相关论文
共 25 条
[11]   A NEW GREENLAND DEEP ICE CORE [J].
DANSGAARD, W ;
CLAUSEN, HB ;
GUNDESTRUP, N ;
HAMMER, CU ;
JOHNSEN, SF ;
KRISTINSDOTTIR, PM ;
REEH, N .
SCIENCE, 1982, 218 (4579) :1273-1277
[12]   The DO-climate events are probably noise induced: statistical investigation of the claimed 1470 years cycle [J].
Ditlevsen, P. D. ;
Andersen, K. K. ;
Svensson, A. .
CLIMATE OF THE PAST, 2007, 3 (01) :129-134
[13]   The recurrence time of Dansgaard-Oeschger events and limits on the possible periodic component [J].
Ditlevsen, PD ;
Kristensen, MS ;
Andersen, KK .
JOURNAL OF CLIMATE, 2005, 18 (14) :2594-2603
[14]   Stochastic resonance [J].
Gammaitoni, L ;
Hanggi, P ;
Jung, P ;
Marchesoni, F .
REVIEWS OF MODERN PHYSICS, 1998, 70 (01) :223-287
[15]  
Ganopolski A, 2002, PHYS REV LETT, V88, DOI [10.1103/PhysRevLett.88.038501, 10.1103/PhysRevB.88.038501]
[16]   Rapid changes of glacial climate simulated in a coupled climate model [J].
Ganopolski, A ;
Rahmstorf, S .
NATURE, 2001, 409 (6817) :153-158
[17]  
Kantz H., 1997, Nonlinear Time Series Anaysis
[18]  
Peristykh AN, 2003, J GEOPHYS RES-SPACE, V108, DOI [10.1029/2002JA009390, 10.1029/2002JAD09390]
[19]   Timing of abrupt climate change: A precise clock [J].
Rahmstorf, S .
GEOPHYSICAL RESEARCH LETTERS, 2003, 30 (10) :17-1
[20]   On the 1470-year pacing of Dansgaard-Oeschger warm events [J].
Schulz, M .
PALEOCEANOGRAPHY, 2002, 17 (02)