当参数快速变化时,预警为时已晚

Rohit Radhakrishnan, Induja Pavithran, Valerie Livina, Jürgen Kurths, R. I. Sujith
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摘要

早期预警信号(EWSs)预示着从理想状态到不理想状态的突然转变(或倾覆)。然而,我们观察到,当控制参数变化较快时,预警信号会检测到即将经过分叉点的倾覆;这就对预警信号在实际系统中的适用性提出了质疑。在本研究中,我们使用赫斯特指数作为热声系统--水平雷克管--中的 EWS。我们发现,在现实世界的系统中,当收到 EWS 警报时,在借用稳定性区域内快速逆转控制参数并不能始终防止倾覆。我们的研究表明,这种失败是由于 (i) 接收 EWS 警报的延迟和 (ii) 观察到的警报点的分散造成的。在参数快速变化时,预防措施会失效,我们展示了基于 EWS 的控制行动,以在系统倾覆后对其进行挽救。我们在实际系统中对参数快速变化的研究结果凸显了 EWS 在防止倾覆方面的适用极限。
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Early warnings are too late when parameters change rapidly
Early warning signals (EWSs) forewarn a sudden transition (or tipping) from a desirable state to an undesirable state. However, we observe that EWSs detect an impending tipping past bifurcation points when control parameters are varied fast; this questions the applicability of EWSs in real-world systems. When a control parameter is changed at a finite rate, the tipping is also delayed, providing a borrowed stability (in the parameter space) before the system tips. In this study, we use the Hurst exponent as EWS in a thermoacoustic system - a horizontal Rijke tube. We find that upon receiving an EWS alert, a quick reversal of the control parameter within the region of borrowed stability cannot always prevent tipping in real-world systems. We show this failure is due to the (i) delay in receiving the EWS alert and (ii) dispersion observed in the warning points received. For fast variation of parameters, where preventive measures fall short, we demonstrate EWS-based control actions to rescue the system after tipping. Our results in a real-world system for a fast variation of parameter highlight the limits of applicability of EWSs in preventing tipping.
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