Tipping point and noise-induced transients in ecological networks

A challenging and outstanding problem in interdisciplinary research is to understand the interplay between transients and stochasticity in high-dimensional dynamical systems. Focusing on the tipping-point dynamics in complex mutualistic networks in ecology constructed from empirical data, we investigate the phenomena of noise-induced collapse and noise-induced recovery. Two types of noise are studied: environmental (Gaussian white) noise and state-dependent demographic noise. The dynamical mechanism responsible for both phenomena is a transition from one stable steady state to another driven by stochastic forcing, mediated by an unstable steady state. Exploiting a generic and effective two-dimensional reduced model for real-world mutualistic networks, we find that the average transient lifetime scales algebraically with the noise amplitude, for both environmental and demographic noise. We develop a physical understanding of the scaling laws through an analysis of the mean first passage time from one steady state to another. The phenomena of noise-induced collapse and recovery and the associated scaling laws have implications for managing high-dimensional ecological systems.

[1]  C. S. Holling Some Characteristics of Simple Types of Predation and Parasitism , 1959, The Canadian Entomologist.

[2]  Jonathan Roughgarden,et al.  A Simple Model for Population Dynamics in Stochastic Environments , 1975, The American Naturalist.

[3]  S. Karlin,et al.  A second course in stochastic processes , 1981 .

[4]  J. Yorke,et al.  Crises, sudden changes in chaotic attractors, and transient chaos , 1983 .

[5]  Ganapati P. Patil,et al.  The gamma distribution and weighted multimodal gamma distributions as models of population abundance , 1984 .

[6]  J. Yorke,et al.  Fractal basin boundaries , 1985 .

[7]  Peter Talkner,et al.  Mean first passage time and the lifetime of a metastable state , 1987 .

[8]  Grebogi,et al.  Critical exponents for crisis-induced intermittency. , 1987, Physical review. A, General physics.

[9]  Brian Dennis,et al.  Analysis of Steady‐State Populations With the Gamma Abundance Model: Application to Tribolium , 1988 .

[10]  Grebogi,et al.  Scaling law for characteristic times of noise-induced crises. , 1991, Physical review. A, Atomic, molecular, and optical physics.

[11]  R. Lande Risks of Population Extinction from Demographic and Environmental Stochasticity and Random Catastrophes , 1993, The American Naturalist.

[12]  A. Hastings,et al.  Persistence of Transients in Spatially Structured Ecological Models , 1994, Science.

[13]  H. Tong,et al.  On prediction and chaos in stochastic systems , 1994, Philosophical Transactions of the Royal Society of London. Series A: Physical and Engineering Sciences.

[14]  Ying-Cheng Lai,et al.  Driving trajectories to a desirable attractor by using small control , 1996 .

[15]  Donald Ludwig,et al.  The Distribution of Population Survival Times , 1996, The American Naturalist.

[16]  Raúl Toral,et al.  Nonequilibrium phase transitions induced by multiplicative noise , 1997 .

[17]  C. Grebogi,et al.  Multistability and the control of complexity. , 1997, Chaos.

[18]  R. Lande,et al.  Demographic stochasticity and Allee effect on a scale with isotropic noise , 1998 .

[19]  Mikko Heino,et al.  Noise colour, synchrony and extinctions in spatially structured populations , 1998 .

[20]  V. Kaitala,et al.  A General Theory of Environmental Noise in Ecological Food Webs , 1998, The American Naturalist.

[21]  Herbert Levine,et al.  Interfacial velocity corrections due to multiplicative noise , 1999 .

[22]  C Grebogi,et al.  Preference of attractors in noisy multistable systems. , 1999, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[23]  M. Scheffer,et al.  Climatic warming causes regime shifts in lake food webs , 2001 .

[24]  A. Hastings Transient dynamics and persistence of ecological systems , 2001 .

[25]  Ying-Cheng Lai,et al.  How often are chaotic transients in spatially extended ecological systems , 2001 .

[26]  Ying-Cheng Lai,et al.  Transition to chaos in continuous-time random dynamical systems. , 2002, Physical review letters.

[27]  O. Bjørnstad,et al.  DYNAMICS OF MEASLES EPIDEMICS: SCALING NOISE, DETERMINISM, AND PREDICTABILITY WITH THE TSIR MODEL , 2002 .

[28]  Brian Dennis,et al.  Allee effects in stochastic populations , 2002 .

[29]  T. Benton,et al.  The population response to environmental noise: population size, variance and correlation in an experimental system , 2002 .

[30]  L. Allen An introduction to stochastic processes with applications to biology , 2003 .

[31]  Carlos J. Melián,et al.  The nested assembly of plant–animal mutualistic networks , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[32]  M. Scheffer Ecology of Shallow Lakes , 1997, Population and Community Biology Series.

[33]  A. Hastings,et al.  Demographic and environmental stochasticity in predator–prey metapopulation dynamics , 2004 .

[34]  A. Hastings Transients: the key to long-term ecological understanding? , 2004, Trends in ecology & evolution.

[35]  Ying-Cheng Lai,et al.  Noise promotes species diversity in nature. , 2005, Physical review letters.

[36]  Ying-Cheng Lai Beneficial role of noise in promoting species diversity through stochastic resonance. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[37]  Stephen P. Ellner,et al.  When can noise induce chaos and why does it matter: a critique , 2005 .

[38]  Tom Ziemke,et al.  Controlling Complexity , 2005, CSB.

[39]  Ciriyam Jayaprakash,et al.  Impact of noise on bistable ecological systems , 2007 .

[40]  S. Carpenter,et al.  Early-warning signals for critical transitions , 2009, Nature.

[41]  Marten Scheffer,et al.  Complex systems: Foreseeing tipping points , 2010, Nature.

[42]  J. Drake,et al.  Early warning signals of extinction in deteriorating environments , 2010, Nature.

[43]  Derin B. Wysham,et al.  Regime shifts in ecological systems can occur with no warning. , 2010, Ecology letters.

[44]  S. Carpenter,et al.  Early Warnings of Regime Shifts: A Whole-Ecosystem Experiment , 2011, Science.

[45]  Pedro Jordano,et al.  Evolution and Coevolution in Mutualistic Networks , 2022 .

[46]  Ying-Cheng Lai,et al.  Transient Chaos: Complex Dynamics on Finite Time Scales , 2011 .

[47]  M. Scheffer,et al.  Early warning of climate tipping points from critical slowing down: comparing methods to improve robustness , 2012, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[48]  Peter Cox,et al.  Tipping points in open systems: bifurcation, noise-induced and rate-dependent examples in the climate system , 2011, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[49]  Lei Dai,et al.  Generic Indicators for Loss of Resilience Before a Tipping Point Leading to Population Collapse , 2012, Science.

[50]  Neo D. Martinez,et al.  Approaching a state shift in Earth’s biosphere , 2012, Nature.

[51]  Takayuki Ohgushi,et al.  Trait-mediated indirect interactions : ecological and evolutionary perspectives , 2012 .

[52]  Carl Boettiger,et al.  Quantifying limits to detection of early warning for critical transitions , 2012, Journal of The Royal Society Interface.

[53]  J. Bouchaud,et al.  Tipping Points in Macroeconomic Agent-Based Models , 2013, 1307.5319.

[54]  S. Doney,et al.  When an ecological regime shift is really just stochastic noise , 2013, Proceedings of the National Academy of Sciences.

[55]  Jean-Philippe Bouchaud,et al.  Tipping points in macroeconomic Agent-Based models , 2013 .

[56]  Carl Boettiger,et al.  Tipping points: From patterns to predictions , 2013, Nature.

[57]  Jordi Bascompte,et al.  COEVOLUTION AND THE ARCHITECTURE OF MUTUALISTIC NETWORKS , 2013, Evolution; international journal of organic evolution.

[58]  Jason M Tylianakis,et al.  Tipping points in ecological networks. , 2014, Trends in plant science.

[59]  M. Scheffer,et al.  The sudden collapse of pollinator communities. , 2014, Ecology letters.

[60]  J. Bascompte,et al.  Critical slowing down as early warning for the onset of collapse in mutualistic communities , 2014, Proceedings of the National Academy of Sciences of the United States of America.

[61]  Rudolf P. Rohr,et al.  On the structural stability of mutualistic systems , 2014, Science.

[62]  M. A. Muñoz,et al.  Eluding catastrophic shifts , 2015, Proceedings of the National Academy of Sciences.

[63]  George Livadiotis,et al.  Allee effects and resilience in stochastic populations , 2015, Theoretical Ecology.

[64]  Timothy M. Lenton,et al.  Stochastic integrated assessment of climate tipping points indicates the need for strict climate policy , 2015 .

[65]  Ottar N Bjørnstad,et al.  Nonlinearity and chaos in ecological dynamics revisited , 2015, Proceedings of the National Academy of Sciences.

[66]  A. Hastings Timescales and the management of ecological systems , 2016, Proceedings of the National Academy of Sciences.

[67]  Tim Rogers,et al.  Demographic noise can reverse the direction of deterministic selection , 2016, Proceedings of the National Academy of Sciences.

[68]  Ying-Cheng Lai,et al.  Quasiperiodicity and suppression of multistability in nonlinear dynamical systems , 2017, 1704.03938.

[69]  Pedro Jordano,et al.  Indirect effects drive coevolution in mutualistic networks , 2017, Nature.

[70]  Michael C Dietze,et al.  Prediction in ecology: a first-principles framework. , 2017, Ecological applications : a publication of the Ecological Society of America.

[71]  Ying-Cheng Lai,et al.  Transient phenomena in ecology , 2018, Science.

[72]  Suzanne M. O’Regan How noise and coupling influence leading indicators of population extinction in a spatially extended ecological system , 2018, Journal of biological dynamics.

[73]  D. Kessler,et al.  Simulation of spatial systems with demographic noise. , 2017, Physical review. E.

[74]  Zi-Gang Huang,et al.  Predicting tipping points in mutualistic networks through dimension reduction , 2018, Proceedings of the National Academy of Sciences.

[75]  Ying-Cheng Lai,et al.  Harnessing tipping points in complex ecological networks , 2019, Journal of the Royal Society Interface.

[76]  Karen C. Abbott,et al.  Long transients in ecology: Theory and applications. , 2019, Physics of life reviews.

[77]  Y. Lai,et al.  Noise-enabled species recovery in the aftermath of a tipping point. , 2020, Physical review. E.