Rohit Radhakrishnan, Induja Pavithran, Valerie Livina, Jürgen Kurths, R. I. Sujith
{"title":"当参数快速变化时,预警为时已晚","authors":"Rohit Radhakrishnan, Induja Pavithran, Valerie Livina, Jürgen Kurths, R. I. Sujith","doi":"arxiv-2408.07296","DOIUrl":null,"url":null,"abstract":"Early warning signals (EWSs) forewarn a sudden transition (or tipping) from a\ndesirable state to an undesirable state. However, we observe that EWSs detect\nan impending tipping past bifurcation points when control parameters are varied\nfast; this questions the applicability of EWSs in real-world systems. When a\ncontrol parameter is changed at a finite rate, the tipping is also delayed,\nproviding a borrowed stability (in the parameter space) before the system tips.\nIn this study, we use the Hurst exponent as EWS in a thermoacoustic system - a\nhorizontal Rijke tube. We find that upon receiving an EWS alert, a quick\nreversal of the control parameter within the region of borrowed stability\ncannot always prevent tipping in real-world systems. We show this failure is\ndue to the (i) delay in receiving the EWS alert and (ii) dispersion observed in\nthe warning points received. For fast variation of parameters, where preventive\nmeasures fall short, we demonstrate EWS-based control actions to rescue the\nsystem after tipping. Our results in a real-world system for a fast variation\nof parameter highlight the limits of applicability of EWSs in preventing\ntipping.","PeriodicalId":501370,"journal":{"name":"arXiv - PHYS - Pattern Formation and Solitons","volume":"292 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Early warnings are too late when parameters change rapidly\",\"authors\":\"Rohit Radhakrishnan, Induja Pavithran, Valerie Livina, Jürgen Kurths, R. I. Sujith\",\"doi\":\"arxiv-2408.07296\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Early warning signals (EWSs) forewarn a sudden transition (or tipping) from a\\ndesirable state to an undesirable state. However, we observe that EWSs detect\\nan impending tipping past bifurcation points when control parameters are varied\\nfast; this questions the applicability of EWSs in real-world systems. When a\\ncontrol parameter is changed at a finite rate, the tipping is also delayed,\\nproviding a borrowed stability (in the parameter space) before the system tips.\\nIn this study, we use the Hurst exponent as EWS in a thermoacoustic system - a\\nhorizontal Rijke tube. We find that upon receiving an EWS alert, a quick\\nreversal of the control parameter within the region of borrowed stability\\ncannot always prevent tipping in real-world systems. We show this failure is\\ndue to the (i) delay in receiving the EWS alert and (ii) dispersion observed in\\nthe warning points received. For fast variation of parameters, where preventive\\nmeasures fall short, we demonstrate EWS-based control actions to rescue the\\nsystem after tipping. Our results in a real-world system for a fast variation\\nof parameter highlight the limits of applicability of EWSs in preventing\\ntipping.\",\"PeriodicalId\":501370,\"journal\":{\"name\":\"arXiv - PHYS - Pattern Formation and Solitons\",\"volume\":\"292 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-07-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - PHYS - Pattern Formation and Solitons\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2408.07296\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Pattern Formation and Solitons","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2408.07296","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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.