Department of Environmental Sciences, Wageningen University, Wageningen, The Netherlands.
J R Soc Interface. 2021 Mar;18(176):20200935. doi: 10.1098/rsif.2020.0935. Epub 2021 Mar 31.
A rise in fragility as a system approaches a tipping point may be sometimes estimated using dynamical indicators of resilience (DIORs) that measure the characteristic slowing down of recovery rates before a tipping point. A change in DIORs could be interpreted as an early warning signal for an upcoming critical transition. However, in order to be able to estimate the DIORs, observational records need to be long enough to capture the response rate of the system. As we show here, the required length of the time series depends on the response rates of the system. For instance, the current rate of anthropogenic climate forcing is fast relative to the response rate of some parts of the climate system. Therefore, we may expect difficulties estimating the resilience from modern time series. So far, there have been no systematic studies of the effects of the response rates of the dynamical systems and the rates of forcing on the detectability trends in the DIORs prior to critical transitions. Here, we quantify the performance of the resilience indicators variance and temporal autocorrelation, in systems with different response rates and for different rates of forcing. Our results show that the rapid rise of anthropogenic forcing to the Earth may make it difficult to detect changes in the resilience of ecosystems and climate elements from time series. These findings suggest that in order to determine with models whether the use of the DIORs is appropriate, we need to use realistic models that incorporate the key processes with the appropriate time constants.
当一个系统接近临界点时,脆弱性的增加有时可以用弹性的动态指标(DIOR)来估计,这些指标可以衡量在临界点之前恢复率的特征性放缓。DIOR 的变化可以被解释为即将发生关键转变的预警信号。然而,为了能够估计 DIOR,观测记录需要足够长,以捕捉系统的响应率。正如我们在这里所示,时间序列的所需长度取决于系统的响应率。例如,人为气候强迫的当前速率相对于气候系统某些部分的响应速率来说是很快的。因此,我们可能难以从现代时间序列中估计弹性。到目前为止,还没有系统地研究动力系统的响应率和强迫率对临界点前 DIOR 可探测性趋势的影响。在这里,我们量化了方差和时间自相关这两个弹性指标在不同响应率和不同强迫率的系统中的性能。我们的研究结果表明,人为对地球的强迫的迅速增加可能使得难以从时间序列中检测到生态系统和气候要素弹性的变化。这些发现表明,为了确定是否可以使用 DIOR 来进行模型分析,我们需要使用包含适当时间常数的关键过程的现实模型。