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临界点的早期预警信号能带来更好的决策吗?

Do early warning signals of tipping points lead to better decisions?

作者信息

Diekert Florian, Heyen Daniel, Nesje Frikk, Shayegh Soheil

机构信息

Centre for Climate Resilience and Faculty of Business and Economics, University of Augsburg, Augsburg, Germany.

School of Business and Economics, RPTU Kaiserslautern-Landau, Kaiserslautern, Germany.

出版信息

J R Soc Interface. 2025 Apr;22(225):20240864. doi: 10.1098/rsif.2024.0864. Epub 2025 Apr 9.

Abstract

Abrupt changes in some complex socio-ecological systems can be anticipated by observing their behaviour under increasing stress before they cross a tipping point. Despite notable progress in identifying statistical indicators that can provide early warning signals (EWS) of tipping points, they have yet to find direct application in management. Here, we develop a theoretical model of an early warning system (EWSys) that integrates EWS information into a simple decision-making process. This model consists of a tipping indicator, whose value increases as the system approaches the tipping point, and a trigger value, beyond which a binary EWS is sent. We demonstrate that although EWSys can help balance the risk of tipping by providing information to update the belief about the location of the tipping point, it may also result in more risky behaviour in the case that no EWS is received. This leads to a tension between better information about the location of the tipping point and increased risk of crossing it. Our framework complements the emergence of resilience indicators of complex human-natural systems by providing a better understanding of how, when and why they can be used to improve decision making.

摘要

通过观察一些复杂社会生态系统在跨越临界点之前承受不断增加的压力时的行为,可以预测其突然变化。尽管在识别能够提供临界点早期预警信号(EWS)的统计指标方面取得了显著进展,但这些指标尚未在管理中得到直接应用。在此,我们开发了一种预警系统(EWSys)的理论模型,该模型将EWS信息整合到一个简单的决策过程中。该模型由一个临界点指标和一个触发值组成,临界点指标的值随着系统接近临界点而增加,当超过触发值时会发送一个二元EWS。我们证明,虽然EWSys可以通过提供信息来更新对临界点位置的信念,从而有助于平衡系统跨越临界点的风险,但在未收到EWS的情况下,它也可能导致更具风险的行为。这就导致了在关于临界点位置的更好信息与跨越临界点的风险增加之间的一种紧张关系。我们的框架通过更好地理解复杂人类 - 自然系统的恢复力指标如何、何时以及为何能够用于改善决策,对这些指标的出现起到了补充作用。

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