Climate dynamics and fluid mechanics: Natural variability and related uncertainties

The purpose of this review-and-research paper is twofold: (i) to review the role played in climate dynamics by fluid-dynamical models; and (ii) to contribute to the understanding and reduction of the uncertainties in future climate-change projections. To illustrate the first point, we review recent theoretical advances in studying the wind-driven circulation of the oceans. In doing so, we concentrate on the large-scale, wind-driven flow of the mid-latitude oceans, which is dominated by the presence of a larger, anticyclonic and a smaller, cyclonic gyre. The two gyres share the eastward extension of western boundary currents, such as the Gulf Stream or Kuroshio, and are induced by the shear in the winds that cross the respective ocean basins. The boundary currents and eastward jets carry substantial amounts of heat and momentum, and thus contribute in a crucial way to Earth's climate, and to changes therein. Changes in this double-gyre circulation occur from year to year and decade to decade. We study this low-frequency variability of the wind-driven, double-gyre circulation in mid-latitude ocean basins, via the bifurcation sequence that leads from steady states through periodic solutions and on to the chaotic, irregular flows documented in the observations. This sequence involves local, pitchfork and Hopf bifurcations, as well as global, homoclinic ones. The natural climate variability induced by the low-frequency variability of the ocean circulation is but one of the causes of uncertainties in climate projections. The range of these uncertainties has barely decreased, or even increased, over the last three decades. Another major cause of such uncertainties could reside in the structural instability---in the classical, topological sense---of the equations governing climate dynamics, including but not restricted to those of atmospheric and ocean dynamics. We propose a novel approach to understand, and possibly reduce, these uncertainties, based on the concepts and methods of random dynamical systems theory. The idea is to compare the climate simulations of distinct general circulation models (GCMs) used in climate projections, by applying stochastic-conjugacy methods and thus perform a stochastic classification of GCM families. This approach is particularly appropriate given recent interest in stochastic parametrization of subgrid-scale processes in GCMs. As a very first step in this direction, we study the behavior of the Arnol'd family of circle maps in the presence of noise. The maps' fine-grained resonant landscape is smoothed by the noise, thus permitting their coarse-grained classification.

[1]  Michael Ghil,et al.  Successive bifurcations in a shallow-water model applied to the wind-driven ocean circulation , 1995 .

[2]  V. Araújo Random Dynamical Systems , 2006, math/0608162.

[3]  Roger Temam,et al.  Low-Frequency Variability in Shallow-Water Models of the Wind-Driven Ocean Circulation. Part II: Time-Dependent Solutions* , 2003 .

[4]  W. Dewar,et al.  The Turbulent Oscillator: A Mechanism of Low-Frequency Variability of the Wind-Driven Ocean Gyres , 2007 .

[5]  A. J. Homburg,et al.  Bifurcations of stationary measures of random diffeomorphisms , 2005, Ergodic Theory and Dynamical Systems.

[6]  Henk A. Dijkstra,et al.  Nonlinear Physical Oceanography: A Dynamical Systems Approach to the Large Scale Ocean Circulation and El Niño, , 2000 .

[7]  M. Ghil,et al.  Interannual and Interdecadal Variability in 335 Years of Central England Temperatures , 1995, Science.

[8]  Jinqiao Duan,et al.  Smooth Stable and Unstable Manifolds for Stochastic Evolutionary Equations , 2004, math/0409483.

[9]  J. Palis A global perspective for non-conservative dynamics , 2005 .

[10]  Corinne Le Quéré,et al.  Climate Change 2013: The Physical Science Basis , 2013 .

[11]  Johnny Wei-Bing Lin,et al.  Considerations for Stochastic Convective Parameterization , 2002 .

[12]  D. Ruelle,et al.  Ergodic theory of chaos and strange attractors , 1985 .

[13]  Ricardo Mañé,et al.  A proof of the C1 stability conjecture , 1987 .

[14]  R. Reid,et al.  The Gulf Stream: a Physical and Dynamical Description , 1960 .

[15]  G. Parisi,et al.  : Multiple equilibria , 2022 .

[16]  H. Crauel,et al.  Attractors for random dynamical systems , 1994 .

[17]  J. Holton Geophysical fluid dynamics. , 1983, Science.

[18]  Tomás Caraballo,et al.  A stochastic pitchfork bifurcation in a reaction-diffusion equation , 2001, Proceedings of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences.

[19]  Per Bak,et al.  The Devil's Staircase , 1986 .

[20]  J Kurths,et al.  Effect of noise on the relaxation to an invariant probability measure of nonhyperbolic chaotic attractors. , 2001, Physical review letters.

[21]  Brian F. Farrell,et al.  Structural Stability of Turbulent Jets , 2003 .

[22]  Y. Kuznetsov Elements of Applied Bifurcation Theory , 2023, Applied Mathematical Sciences.

[23]  S. Drijfhout,et al.  The rectification of wind-driven flow due to its instabilities , 1998 .

[24]  S. Meacham Low-frequency variability in the wind-driven circulation , 2000 .

[25]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[26]  José A. Langa,et al.  Stability, instability, and bifurcation phenomena in non-autonomous differential equations , 2002 .

[27]  T. Mexia,et al.  Author ' s personal copy , 2009 .

[28]  Michael Ghil,et al.  A boolean delay equation model of ENSO variability , 2001 .

[29]  V. A. Sheremet,et al.  Eigenanalysis of the two-dimensional wind-driven ocean circulation problem , 1997 .

[30]  H. Sverdrup Wind-Driven Currents in a Baroclinic Ocean; with Application to the Equatorial Currents of the Eastern Pacific. , 1947, Proceedings of the National Academy of Sciences of the United States of America.

[31]  Eli Tziperman,et al.  El Ni�o Chaos: Overlapping of Resonances Between the Seasonal Cycle and the Pacific Ocean-Atmosphere Oscillator , 1994, Science.

[32]  Glenn R. Ierley,et al.  Symmetry-Breaking Multiple Equilibria in Quasigeostrophic, Wind-Driven Flows , 1995 .

[33]  Thomas Kaijser On stochastic perturbations of iterations of circle maps , 1993 .

[34]  Stefan Siegmund,et al.  On the Gap Between Random Dynamical Systems and Continuous Skew Products , 2003 .

[35]  Peter Imkeller,et al.  Normal forms for stochastic differential equations , 1998 .

[36]  M. Ghil,et al.  Dynamical Origin of Low-Frequency Variability in a Highly Nonlinear Midlatitude Coupled Model , 2006 .

[37]  Michael Ghil,et al.  Low‐frequency variability of the large‐scale ocean circulation: A dynamical systems approach , 2005 .

[38]  Jean-Pierre Eckmann,et al.  Addendum: Ergodic theory of chaos and strange attractors , 1985 .

[39]  S. Shenker,et al.  Quasiperiodicity in dissipative systems: A renormalization group analysis , 1983 .

[40]  Isaac M. Held,et al.  The Gap between Simulation and Understanding in Climate Modeling , 2005 .

[41]  Salah-Eldin A. Mohammed,et al.  Hartman-Grobman theorems along hyperbolic stationary trajectories , 2006 .

[42]  A. E. Gill Atmosphere-Ocean Dynamics , 1982 .

[43]  V. I. Oseledec A multiplicative ergodic theorem: Lyapunov characteristic num-bers for dynamical systems , 1968 .

[44]  G. J. Shutts,et al.  Influence of a stochastic parameterization on the frequency of occurrence of North Pacific weather regimes in the ECMWF model , 2005 .

[45]  J. Kurths,et al.  Peculiarities of the relaxation to an invariant probability measure of nonhyperbolic chaotic attractors in the presence of noise. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[46]  Đình Công Nguyễn Topological Dynamics of Random Dynamical Systems , 1997 .

[47]  Ping Chang,et al.  Chaotic dynamics versus stochastic processes in El Nin˜o-Southern Oscillation in coupled ocean-atmosphere models , 1996 .

[48]  Leonard A. Smith,et al.  Uncertainty in predictions of the climate response to rising levels of greenhouse gases , 2005, Nature.

[49]  Michael Ghil,et al.  Homoclinic bifurcations in the quasi-geostrophic double-gyre circulation , 2005 .

[50]  George R. Sell,et al.  NONAUTONOMOUS DIFFERENTIAL EQUATIONS AND TOPOLOGICAL DYNAMICS. I. THE BASIC THEORY , 1967 .

[51]  Thomas Wanner,et al.  Linearization of Random Dynamical Systems , 1995 .

[52]  E. Lorenz Deterministic nonperiodic flow , 1963 .

[53]  M. Allen Do-it-yourself climate prediction , 1999, Nature.

[54]  Eduardo Damasio Da Costa,et al.  The 7.7‐year North Atlantic Oscillation , 2002 .

[55]  F. Bouchet,et al.  Emergence of intense jets and Jupiter's Great Red Spot as maximum-entropy structures , 2000, Journal of Fluid Mechanics.

[56]  V. Pope,et al.  The impact of new physical parametrizations in the Hadley Centre climate model: HadAM3 , 2000 .

[57]  B. Stevens,et al.  Stochastic effects in the representation of stratocumulus - topped mixed layers , 2005 .

[58]  Michael Ghil,et al.  Transition to Aperiodic Variability in a Wind-Driven Double-Gyre Circulation Model , 2001 .

[59]  Roger Temam,et al.  Low-Frequency Variability in Shallow-Water Models of the Wind-Driven Ocean Circulation. Part I: Steady-State Solution* , 2003 .

[60]  M. Peixoto,et al.  Structural stability on two-dimensional manifolds☆ , 1962 .

[61]  Michael Ghil,et al.  El Ni�o on the Devil's Staircase: Annual Subharmonic Steps to Chaos , 1994, Science.

[62]  Y. Sinai GIBBS MEASURES IN ERGODIC THEORY , 1972 .

[63]  Michael Ghil,et al.  El Nin˜o/Southern Oscillation and the annual cycle: subharmonic frequency-locking and aperiodicity , 1996 .

[64]  J. David Neelin,et al.  ENSO theory , 1998 .

[65]  B. Luce,et al.  Global Bifurcation of Shilnikov Type in a Double-Gyre Ocean Model , 2001 .

[66]  T. Palmer Predicting uncertainty in forecasts of weather and climate , 2000 .

[67]  Michael Ghil,et al.  Multiple Equilibria, Periodic, and Aperiodic Solutions in a Wind-Driven, Double-Gyre, Shallow-Water Model , 1995 .

[68]  H. Dijkstra,et al.  Spontaneous Generation of Low-Frequency Modes of Variability in the Wind-Driven Ocean Circulation , 2002 .

[69]  Michael Ghil,et al.  A delay differential model of ENSO variability: parametric instability and the distribution of extremes , 2007, 0712.1312.

[70]  P. Bak,et al.  One-Dimensional Ising Model and the Complete Devil's Staircase , 1982 .

[71]  J. Robbin A structural stability theorem , 1971 .

[72]  Michael Ghil,et al.  Anthropogenic climate change: Scientific uncertainties and moral dilemmas , 2008 .

[73]  R. Robert,et al.  Statistical equilibrium states for two-dimensional flows , 1991, Journal of Fluid Mechanics.

[74]  Eli Tziperman,et al.  Irregularity and Locking to the Seasonal Cycle in an ENSO Prediction Model as Explained by the Quasi-Periodicity Route to Chaos , 1995 .

[75]  S. Newhouse,et al.  The abundance of wild hyperbolic sets and non-smooth stable sets for diffeomorphisms , 1979 .

[76]  Kurths,et al.  Influence of noise on statistical properties of nonhyperbolic attractors , 2000, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[77]  M. Dubar Approche climatique de la période romaine dans l'est du Var : recherche et analyse des composantes périodiques sur un concrétionnement centennal (ier-iie siècle apr. J.-C.) de l'aqueduc de Fréjus , 2006 .

[78]  M. Ghil,et al.  Low-Frequency Variability in the Midlatitude Atmosphere Induced by an Oceanic Thermal Front , 2004 .

[79]  L. Arnold Trends and Open Problems in the Theory of Random Dynamical Systems , 1998 .

[80]  S. Childress,et al.  Topics in geophysical fluid dynamics. Atmospheric dynamics, dynamo theory, and climate dynamics. , 1987 .

[81]  Michael Ghil,et al.  Solving problems with GCMs: General circulation models and their role in the climate modeling hierarchy , 2000 .

[82]  Weigu Li,et al.  Sternberg theorems for random dynamical systems , 2005 .

[83]  On the unstable discrete spectrum of the linearized 2-D Euler equations in bounded domains , 2008 .

[84]  R. F. Williams,et al.  The structure of Lorenz attractors , 1979 .

[85]  A. Shirikyan,et al.  On Random Attractors for Mixing Type Systems , 2004 .

[86]  J. Neelin,et al.  Toward stochastic deep convective parameterization in general circulation models , 2003 .

[87]  Michael Ghil,et al.  Hilbert problems for the geosciences in the 21st century – 20 years later , 2001 .

[88]  H. Crauel A uniformly exponential random forward attractor which is not a pullback attractor , 2002 .

[89]  M. Ghil,et al.  Oscillatory modes of extended Nile River records (A.D. 622–1922) , 2005 .

[90]  M. Noguer,et al.  Climate change 2001: The scientific basis. Contribution of Working Group I to the Third Assessment Report of the Intergovernmental Panel on Climate Change , 2002 .

[91]  A. Denjoy,et al.  Sur les courbes définies par les équations différentielles à la surface du tore , 1932 .

[92]  Successive bifurcations in a shallow-water ocean model , 1998 .

[93]  Anne E. Trefethen,et al.  Hydrodynamic Stability Without Eigenvalues , 1993, Science.

[94]  M. Ghil,et al.  Spatio‐temporal variability in a mid‐latitude ocean basin subject to periodic wind forcing , 2007 .

[95]  Johnny Wei-Bing Lin,et al.  Influence of a stochastic moist convective parameterization on tropical climate variability , 2000 .

[96]  M. Ghil,et al.  Low-Frequency Variability in the Midlatitude Baroclinic Atmosphere Induced by an Oceanic Thermal Front , 2007 .

[97]  P. Holmes,et al.  Nonlinear Oscillations, Dynamical Systems, and Bifurcations of Vector Fields , 1983, Applied Mathematical Sciences.

[98]  Carl Wunsch,et al.  The Interpretation of Short Climate Records, with Comments on the North Atlantic and Southern Oscillations , 1999 .

[99]  Jinqiao Duan,et al.  INVARIANT MANIFOLDS FOR STOCHASTIC PARTIAL DIFFERENTIAL EQUATIONS , 2003, math/0409485.

[100]  N. D. Cong Topological classification of linear hyperbolic cocycles , 1996 .

[101]  R. Robinson,et al.  Structural stability of C1 diffeomorphisms , 1976 .

[102]  J. Mitchell Can we believe predictions of climate change? , 2004 .

[103]  James C McWilliams,et al.  Irreducible imprecision in atmospheric and oceanic simulations , 2007, Proceedings of the National Academy of Sciences.

[104]  W. D. Evans,et al.  PARTIAL DIFFERENTIAL EQUATIONS , 1941 .

[105]  Björn Schmalfuß,et al.  The random attractor of the stochastic Lorenz system , 1997 .

[106]  S. Smale,et al.  Structurally Stable Systems are not Dense , 1966 .

[107]  J. Bongaarts,et al.  Climate Change: The IPCC Scientific Assessment. , 1992 .

[108]  J. Houghton,et al.  Climate change 2001 : the scientific basis , 2001 .

[109]  Martin S. Fridson,et al.  Trends , 1948, Bankmagazin.

[110]  Awadhesh Prasad,et al.  Unexpected robustness against noise of a class of nonhyperbolic chaotic attractors. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[111]  Henk A. Dijkstra,et al.  Temporal variability of the wind-driven quasi-geostrophic double gyre ocean circulation: Basic bifurcation diagrams , 1997 .

[112]  Franco Isprimeau,et al.  Multiple Equilibria and Low-Frequency Variability of the Wind-Driven Ocean Circulation , 2002 .

[113]  R. F. Williams,et al.  Structural stability of Lorenz attractors , 1979 .

[114]  P. R. Julian,et al.  Observations of the 40-50-day tropical oscillation - a review , 1994 .

[115]  M. Ghil,et al.  Trends, interdecadal and interannual oscillations in global sea-surface temperatures , 1998 .

[116]  E. Simonnet Quantization of the Low-Frequency Variability of the Double-Gyre Circulation , 2005 .

[117]  L. Arnold,et al.  Normal Forms for Random Differential-Equations , 1995 .