Investigation of past and present climate dynamics and impact of climate tipping elements by means of a spatio-temporal analysis of climate data using complex networks

利用复杂网络对气候数据进行时空分析,调查过去和现在的气候动态以及气候临界因素的影响

基本信息

项目摘要

The study of the stability of the climate system and the impacts of the changes it undergoes requires both data analysis and modelling approaches. Recent findings of particularly sensitive sub-systems in the climate system (tipping elements), have risen concerns that common climate models still underestimate climate change. Focusing on the data analysis part, this project aims to investigate the role and connectivity of tipping elements with respect to global and regional climate and environmental change, using ideas from complex network theory for a spatio-temporal, multi-variate analysis of climate data. This approach will be critically reviewed and tested. For this purpose, new methods for inferring coupling directions and indirect couplings will be developed and implemented. Tipping elements will be studied by their spatio-temporal interactions; this will help to understand the stability or multi-stability of the global climate network due to changes of tipping elements and the crossing of tipping points. This study is complemented by comparing modern spatio-temporal climate interactions with past changes of climate during the Holocene, including the development of an appropriate approach to compare sparsely distributed data (palaeo-data) with complex network data (recent climate interaction network). The project will, therefore, significantly contribute to the climate change studies (better understanding tipping elements) and the methodological development (new approaches for spatio-temporal analysis), which could eventually also be used to improve climate models.
研究气候系统的稳定性及其所经历的变化的影响,需要数据分析和建模方法。最近对气候系统中特别敏感的子系统(倾翻因素)的研究结果引起了人们的关注,即普通气候模型仍然低估了气候变化。该项目重点关注数据分析部分,旨在利用复杂网络理论的思想对气候数据进行时空、多变量分析,探讨临界要素在全球和区域气候和环境变化中的作用和连通性。这一办法将受到严格审查和检验。为此,将开发和实施推断耦合方向和间接耦合的新方法。通过对临界要素时空相互作用的研究,有助于理解由于临界要素的变化和临界点的跨越而导致的全球气候网络的稳定性或多稳定性。这项研究的补充,比较现代时空气候相互作用与过去的气候变化在全新世,包括一个适当的方法来比较稀疏分布的数据(古数据)与复杂的网络数据(最近的气候相互作用网络)的发展。因此,该项目将大大有助于气候变化研究(更好地了解临界要素)和方法学发展(时空分析的新方法),最终也可用于改进气候模型。

项目成果

期刊论文数量(7)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
Quantifying causal coupling strength: A lag-specific measure for multivariate time series related to transfer entropy
  • DOI:
    10.1103/physreve.86.061121
  • 发表时间:
    2012-12-17
  • 期刊:
  • 影响因子:
    2.4
  • 作者:
    Runge, Jakob;Heitzig, Jobst;Kurths, Juergen
  • 通讯作者:
    Kurths, Juergen
Regional and inter-regional effects in evolving climate networks
气候网络演变中的区域和区域间影响
  • DOI:
    10.5194/npg-21-451-2014
  • 发表时间:
    2014
  • 期刊:
  • 影响因子:
    2.2
  • 作者:
    Hlinka J;Hartman D;Jajcay N;Vejmelka M;Donner R;Marwan N;Kurths J;Paluš M
  • 通讯作者:
    Paluš M
Boundary effects in network measures of spatially embedded networks
空间嵌入网络的网络测量中的边界效应
  • DOI:
    10.1209/0295-5075/100/28002
  • 发表时间:
    2012
  • 期刊:
  • 影响因子:
    0
  • 作者:
    Rheinwalt A;Marwan N;Kurths J;Werner P;Gerstengarbe F-W
  • 通讯作者:
    Gerstengarbe F-W
Late Holocene Asian summer monsoon dynamics from small but complex networks of paleoclimate data
  • DOI:
    10.1007/s00382-012-1448-3
  • 发表时间:
    2013-07-01
  • 期刊:
  • 影响因子:
    4.6
  • 作者:
    Rehfeld, Kira;Marwan, Norbert;Kurths, Juergen
  • 通讯作者:
    Kurths, Juergen
Reliability of Inference of Directed Climate Networks Using Conditional Mutual Information
  • DOI:
    10.3390/e15062023
  • 发表时间:
    2013-06-01
  • 期刊:
  • 影响因子:
    2.7
  • 作者:
    Hlinka, Jaroslav;Hartman, David;Palus, Milan
  • 通讯作者:
    Palus, Milan
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Professor Dr. Jürgen Kurths其他文献

Professor Dr. Jürgen Kurths的其他文献

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{{ truncateString('Professor Dr. Jürgen Kurths', 18)}}的其他基金

Analysis of the dynamics of palaeo and modern climate data under consideration of dating erros and with the focus on climate transitions and interrelations between teleconnections and regional climate
在考虑约会误差的情况下分析古气候和现代气候数据的动态,重点关注气候转变以及遥相关与区域气候之间的相互关系
  • 批准号:
    160384667
  • 财政年份:
    2010
  • 资助金额:
    --
  • 项目类别:
    Research Units
Dynamical complex network approaches for the analysis and modeling of large scale brain activities during cognitive processes
用于分析和建模认知过程中大规模大脑活动的动态复杂网络方法
  • 批准号:
    54411639
  • 财政年份:
    2007
  • 资助金额:
    --
  • 项目类别:
    Research Units
Risikostratifizierung und Heilungsprognose von herzoperierten Patienten mittels modellgestützter nichtlinear-dynamischer und wissensbasierter Datenanalyse unter Echtzeitbedingungen
在实时条件下使用模型支持的非线性动态和基于知识的数据分析对接受心脏手术的患者进行风险分层和愈合预后
  • 批准号:
    5424148
  • 财政年份:
    2004
  • 资助金额:
    --
  • 项目类别:
    Research Grants
Conflicting rules
规则冲突
  • 批准号:
    5404544
  • 财政年份:
    2003
  • 资助金额:
    --
  • 项目类别:
    Research Units
Synchronization approach to analysis of multivariate data
多变量数据分析的同步方法
  • 批准号:
    5329872
  • 财政年份:
    2001
  • 资助金额:
    --
  • 项目类别:
    Priority Programmes
Investigation of paleomagnetic and paleoclimatic data of late Pleistocene with modern methods of nonlinear time series analysis and improving of some of these methods
用现代非线性时间序列分析方法研究更新世晚期的古地磁和古气候数据并改进其中一些方法
  • 批准号:
    5249702
  • 财政年份:
    2000
  • 资助金额:
    --
  • 项目类别:
    Priority Programmes
Entwicklung und Validierung einer Methodik zur Früherkennung von ventrikulären Tachyarrhythmien aus Herzfrequenzdaten implantierter Kardiodefibrillatoren
开发和验证一种根据植入式心脏除颤器心率数据早期检测室性快速心律失常的方法
  • 批准号:
    5224006
  • 财政年份:
    2000
  • 资助金额:
    --
  • 项目类别:
    Research Grants
Differenzierung von Diagnoseprozessen in der Sprachverarbeitung
语言处理中诊断过程的分化
  • 批准号:
    5227696
  • 财政年份:
    2000
  • 资助金额:
    --
  • 项目类别:
    Research Units
Consistent control design for the coordination of distributed actors in a multilayered integrated gridsystem
多层集成网格系统中分布式参与者协调的一致控制设计
  • 批准号:
    360332943
  • 财政年份:
  • 资助金额:
    --
  • 项目类别:
    Priority Programmes

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合作研究:使用高分辨率耦合建模连接维多利亚湖盆地的过去、现在和未来气候
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