Early warning signals: The charted and uncharted territories
arXiv:1305.6700 · doi:10.1007/s12080-013-0192-6
Abstract
The realization that complex systems such as ecological communities can collapse or shift regimes suddenly and without rapid external forcing poses a serious challenge to our understanding and management of the natural world. The potential to identify early warning signals that would allow researchers and managers to predict such events before they happen has therefore been an invaluable discovery that offers a way forward in spite of such seemingly unpredictable behavior. Research into early warning signals has demonstrated that it is possible to define and detect such early warning signals in advance of a transition in certain contexts. Here we describe the pattern emerging as research continues to explore just how far we can generalize these results. A core of examples emerges that shares three properties: the phenomenon of rapid regime shifts, a pattern of 'critical slowing down' that can be used to detect the approaching shift, and a mechanism of bifurcation driving the sudden change. As research has expanded beyond these core examples, it is becoming clear that not all systems that show regime shifts exhibit critical slowing down, or vice versa. Even when systems exhibit critical slowing down, statistical detection is a challenge. We review the literature that explores these edge cases and highlight the need for (a) new early warning behaviors that can be used in cases where rapid shifts do not exhibit critical slowing down, (b) the development of methods to identify which behavior might be an appropriate signal when encountering a novel system; bearing in mind that a positive indication for some systems is a negative indication in others, and (c) statistical methods that can distinguish between signatures of early warning behaviors and noise.
References in corpus (1)
Cited by in corpus (20)
- Emergence of cascading dynamics in interacting tipping elements of ecology and climate
- What do we mean, 'tipping cascade'?
- Coupled catastrophes: sudden shifts cascade and hop among interdependent systems
- No evidence for critical slowing down prior to human epileptic seizures
- Micro-transition cascades to percolation
- Dynamics of a producer-parasite ecosystem on the brink of collapse
- Early warning signs for saddle-escape transitions in complex networks
- Early warning signals for critical transitions in complex systems
- Detection of Approaching Critical Transitions in Natural Systems Driven by Red Noise
- Anticipating regime shifts in gene expression: The case of an autoactivating positive feedback loop
- Time-series-analysis-based detection of critical transitions in real-world non-autonomous systems
- Warning signs for non-Markovian bifurcations: colour blindness and scaling laws
- Detecting the Collapse of Cooperation in Evolving Networks
- Energy landscape analysis based on the Ising model: Tutorial review
- Anticipating critical transitions in multidimensional systems driven by time- and state-dependent noise
- Early warning signal for interior crises in excitable systems
- Interpretable Early Warnings using Machine Learning in an Online Game-experiment
- Neural models for prediction of spatially patterned phase transitions: methods and challenges
- Applicability of spatial early warning signals to complex network dynamics
- Detecting and forecasting tipping points from sample variance alone