Applied Mathematical Sciences
Volume 112
Editors
J.E. Marsden L. Sirovich
Advisors
S. Antman J.K. Hale
P. Holmes T. Kambe J. Keller
B.J. Matkowsky C.S. Peskin
Springer
New York
Berlin
Heidelberg
Barcelona
Hong Kong
London
Milan
Paris
Singapore
Tokyo
Applied Mathematical Sciences
1. John: Partial Differential Equations, 4th ed.
2. Sirovich: Techniques of Asymptotic Analysis.
3. Hale: Theory of Functional Differential
Equations, 2nd ed.
4. Perots: Combinatorial Methods.
5. von Mises/Friedrichs: Fluid Dynamics.
6. Freiberger/Grenander: A Short Course in
Computational Probability and Statistics.
7. Pipkin: Lectures on Viscoelasticity Theory.
8. Giacaglia: Perturbation Methods in Non-linear
Systems.
9. Friedrichs: Spectral Theory of Operators in
Hilbert Space.
10. Stroud: Numerical Quadrature and Solution of
Ordinary Differential Equations.
11. Wolovich: Linear Multivariable Systems.
12. Berkovilz: Optimal Control Theory.
13. Bluman/Cole: Similarity Methods for Differential
Equations.
14. Yoshizawa: Stability Theory and the Existence of
Periodic Solution and Almost Periodic Solutions.
15. Braun: Differential Equations and Their
Applications, 3rd ed.
16. Lefscbetz: Applications of Algebraic Topology.
17. Collatz/Wetterling: Optimization Problems.
18. Grenander: Pattern Synthesis; Lectures in Pattern
Theory, Vol. I.
19. Marsden/McCracken: Hopf Bifurcation and Its
Applications.
20. Driver: Ordinary and Delay Differential
Equations.
21. Courant/Friedrichs: Supersonic Flow and Shock
Waves.
22. Rouche/Habets/Laloy: Stability Theory by
Liapunov's Direct Method.
23. Lamperti: Stochastic Processes: A Survey of the
Mathematical Theory.
24. Grenander: Pattern Analysis: Lectures in Pattern
Theory, Vol. IL
25. Davies: Integral Transforms and Their
Applications, 2nd ed.
26. Kushner/Clark: Stochastic Approximation
Methods for Constrained and Unconstrained
Systems.
27. de Boor: A Practical Guide to Splines.
28. Keilson: Markov Chain Models—Rarity and
Exponentiality.
29. de Veubeke: A Course in Elasticity.
30. Sniatycki: Geometric Quantization and Quantum
Mechanics.
31. Reid: Sturmian Theory for Ordinary Differential
Equations.
32. Meis/Markowitz: Numerical Solution of Partial
Differential Equations.
33. Grenander: Regular Structures: Lectures in
Pattern Theory, Vol. III.
34. Kevorkian/Cole: Perturbation Methods in Applied
Mathematics.
35. Carr: Applications of Centre Manifold Theory.
36. Bengtsson/Ghil/Kallen: Dynamic Meteorology:
Data Assimilation Methods.
37. Saperstone: Semidynamical Systems in Infinite
Dimensional Spaces.
38. Lichtenberg/Lieberman: Regular and Chaotic
Dynamics, 2nd ed.
39. Piccini/Stampacchia/Vidossich: Ordinary
Differential Equations in R".
40. Naylor/Sell: Linear Operator Theory in
Engineering and Science.
41. Sparrow: The Lorenz Equations: Bifurcations,
Chaos, and Strange Attractors.
42. Guckenheimer/Holmes: Nonlinear Oscillations,
Dynamical Systems, and Bifurcations of Vector
Fields.
43. Ockendon/Taylor: Inviscid Fluid Flows.
44. Pazy: Semigroups of Linear Operators and
Applications to Partial Differential Equations.
45. Glashojf/Gustafson: Linear Operations and
Approximation: An Introduction to the
Theoretical Analysis and Numerical Treatment of
Semi-Infinite Programs.
46. Wilcox: Scattering Theory for Diffraction
Gratings.
47. Hale et al: An Introduction to Infinite
Dimensional Dynamical Systems—Geometric
Theory.
48. Murray: Asymptotic Analysis.
49. Ladyzhenskaya: The Boundary-Value Problems
of Mathematical Physics.
50. Wilcox: Sound Propagation in Stratified Fluids.
51. Golubitsky/Schaejfer: Bifurcation and Groups in
Bifurcation Theory, Vol. I.
52. Chipol: Variational Inequaliries and Flow in
Porous Media.
53. Majda: Compressible Fluid Flow and System of
Conservation Laws in Several Space Variables.
54. Wasow: Linear Turning Point Theory.
55. Yosida: Operational Calculus: A Theory of
Hyperfunctions.
56. Chang/Howes: Nonlinear Singular Perturbation
Phenomena: Theory and Applicafions.
57. Reinhardt: Analysis of Approximafion Methods
for Differential and Integral Equations.
58. Dwoyer/Hussaini/Voigt (eds): Theoredcal
Approaches to Turbulence.
59. Sanders/Verhulst: Averaging Methods in
Nonlinear Dynamical Systems.
60. Ghil/Childress: Topics in Geophysical Dynamics:
Atmospheric Dynamics, Dynamo Theory and
Climate Dynamics.
(continued following index)
Yuri A. Kuznetsov
Elements of Applied
Bifurcation Theory
Second Edition
With 251 Illustrations
Springer
Yuri A. Kuznetsov
Department of Mathematics
Utrecht University
Budapestlaan 6
3584 CD Utrecht
The Netherlands
and
Institute of Mathematical Problems of Biology
Russian Academy of Sciences
142292 Pushchino, Moscow Region
Russia
Editors
I. Karatzas
Departments of Mathematics and Statistics
Columbia University
New York, NY 10027, USA
M. Yor
CNRS, Laboratoire de Probabilites
Universite Pierre et Marie Curie
4, Place Jussieu, Tour 56
F-75252 Paris Cedex 05, France
Mathematics Subject Classification (2000): 34C23, 37Gxx, 37M20, 3704
Library of Congress Cataloging-in-Publication Data
Kuznet sov, lU. A. (iDril Aleksandrovich)
Elements of applied bifurcation theoryA'uri A. Kuznetsov.—2nd
ed.
p.
cffl. — (Applied mathematical sciences; 112)
Includes bibliographical references and index.
ISBN 0-387-98382-1 (hardcover: alk. paper)
1. Bifurcation theory. I. Title. II. Series: Applied
mathematical sciences (Springer-Verlag New York, Inc.); v. 112.
QA1.A647 vol, 112 1998
[QA380]
515'.352—dc21
97-39336
© 1998, 1995 Springer-Verlag New York, Inc.
All rights reserved. This work may not be translated or copied in whole or in part without the
written permission of the pubUsher (Springer-Verlag New York, Inc., 175 Fifth Avenue, New York,
NY 10010, USA), except for brief excerpts in connection with reviews or scholarly analysis. Use in
connection with any form of information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed is forbidden.
The use of general descriptive names, trade names, trademarks, etc., in this publication, even if the
former are not especially identified, is not to be taken as a sign that such names, as understood by the
Trade Marks and Merchandise Marks Act, may accordingly be used freely by anyone.
ISBN 0-387-98382-1
SPIN 10841547
Springer-Verlag New York Berlin Heidelberg
A member of BertelsmannSpringer Science+Business Media GmbH
To my family
Preface to the Second Edition
The favorable reaction to the first edition of this book confirmed that the
publication of such an application-oriented text on bifurcation theory of
dynamical systems was well timed. The selected topics indeed cover major practical issues of applying the bifurcation theory to finite-dimensional
problems. This new edition preserves the structure of the first edition while
updating the context to incorporate recent theoretical developments, in
particular, new and improved numerical methods for bifurcation analysis.
The treatment of some topics has been clarified.
Major additions can be summarized as follows: In Chapter 3, an elementary proof of the topological equivalence of the original and truncated
normal forms for the fold bifurcation is given. This makes the analysis of
codimension-one equilibrium bifurcations of ODEs in the book complete.
This chapter also includes an example of the Hopf bifurcation analysis in a
planar system using MAPLE, a symbolic manipulation software. Chapter
4 includes a detailed normal form analysis of the Neimark-Sacker bifurcation in the delayed logistic map. In Chapter 5, we derive explicit formulas for the critical normal form coefficients of all codim 1 bifurcations
of n-dimensional iterated maps (i.e., fold, flip, and Neimark-Sacker bifurcations). The section on homoclinic bifurcations in n-dimensional ODEs
in Chapter 6 is completely rewritten and introduces the Melnikov integral that allows us to verify the regularity of the manifold splitting under
parameter variations. Recently proved results on the existence of center
manifolds near homoclinic bifurcations are also included. By their means
the study of generic codim 1 homoclinic bifurcations in n-dimensional systems is reduced to that in some two-, three-, or four-dimensional systems.
viii
Preface to the Second Edition
Two- and three-dimensional cases are treated in the main text, while the
analysis of bifurcations in four-dimensional systems with a homoclinic orbit
to a focus-focus is outlined in the new appendix. In Chapter 7, an explicit
example of the “blue sky” bifurcation is discussed. Chapter 10, devoted to
the numerical analysis of bifurcations, has been changed most substantially.
We have introduced bordering methods to continue fold and Hopf bifurcations in two parameters. In this approach, the defining function for the
bifurcation used in the minimal augmented system is computed by solving
a bordered linear system. It allows for explicit computation of the gradient of this function, contrary to the approach when determinants are used
as the defining functions. The main text now includes BVP methods to
continue codim 1 homoclinic bifurcations in two parameters, as well as all
codim 1 limit cycle bifurcations. A new appendix to this chapter provides
test functions to detect all codim 2 homoclinic bifurcations involving a single homoclinic orbit to an equilibrium. The software review in Appendix
3 to this chapter is updated to present recently developed programs, including AUTO97 with HomCont, DsTool, and CONTENT providing the
information on their availability by ftp.
A number of misprints and minor errors have been corrected while preparing this edition. I would like to thank many colleagues who have sent
comments and suggestions, including E. Doedel (Concordia University,
Montreal), B. Krauskopf (VU, Amsterdam), S. van Gils (TU Twente, Enschede), B. Sandstede (WIAS, Berlin), W.-J. Beyn (Bielefeld University),
F.S. Berezovskaya (Center for Ecological Problems and Forest Productivity,
Moscow), E. Nikolaev and E.E. Shnoll (IMPB, Pushchino, Moscow Region),
W. Langford (University of Guelph), O. Diekmann (Utrecht University),
and A. Champneys (University of Bristol).
I am thankful to my wife, Lioudmila, and to my daughters, Elena and
Ouliana, for their understanding, support, and patience, while I was working on this book and developing the bifurcation software CONTENT.
Finally, I would like to acknowledge the Research Institute for Applications of Computer Algebra (RIACA, Eindhoven) for the financial support
of my work at CWI (Amsterdam) in 1995–1997.
Yuri A. Kuznetsov
Amsterdam
September 1997
Preface to the First Edition
During the last few years, several good textbooks on nonlinear dynamics have appeared for graduate students in applied mathematics. It seems,
however, that the majority of such books are still too theoretically oriented and leave many practical issues unclear for people intending to apply
the theory to particular research problems. This book is designed for advanced undergraduate or graduate students in mathematics who will participate in applied research. It is also addressed to professional researchers
in physics, biology, engineering, and economics who use dynamical systems
as modeling tools in their studies. Therefore, only a moderate mathematical
background in geometry, linear algebra, analysis, and differential equations
is required. A brief summary of general mathematical terms and results,
which are assumed to be known in the main text, appears at the end of
the book. Whenever possible, only elementary mathematical tools are used.
For example, we do not try to present normal form theory in full generality, instead developing only the portion of the technique sufficient for our
purposes.
The book aims to provide the student (or researcher) with both a solid
basis in dynamical systems theory and the necessary understanding of the
approaches, methods, results, and terminology used in the modern applied
mathematics literature. A key theme is that of topological equivalence and
codimension, or “what one may expect to occur in the dynamics with a
given number of parameters allowed to vary.” Actually, the material covered is sufficient to perform quite complex bifurcation analysis of dynamical systems arising in applications. The book examines the basic topics
of bifurcation theory and could be used to compose a course on nonlin-
x
Preface to the First Edition
ear dynamical systems or systems theory. Certain classical results, such
as Andronov-Hopf and homoclinic bifurcation in two-dimensional systems,
are presented in great detail, including self-contained proofs. For more complex topics of the theory, such as homoclinic bifurcations in more than two
dimensions and two-parameter local bifurcations, we try to make clear the
relevant geometrical ideas behind the proofs but only sketch them or, sometimes, discuss and illustrate the results but give only references of where
to find the proofs. This approach, we hope, makes the book readable for a
wide audience and keeps it relatively short and able to be browsed. We also
present several recent theoretical results concerning, in particular, bifurcations of homoclinic orbits to nonhyperbolic equilibria and one-parameter
bifurcations of limit cycles in systems with reflectional symmetry. These
results are hardly covered in standard graduate-level textbooks but seem
to be important in applications.
In this book we try to provide the reader with explicit procedures for
application of general mathematical theorems to particular research problems. Special attention is given to numerical implementation of the developed techniques. Several examples, mainly from mathematical biology, are
used as illustrations.
The present text originated in a graduate course on nonlinear systems
taught by the author at the Politecnico di Milano in the Spring of 1991. A
similar postgraduate course was given at the Centrum voor Wiskunde en
Informatica (CWI, Amsterdam) in February, 1993. Many of the examples
and approaches used in the book were first presented at the seminars held
at the Research Computing Centre1 of the Russian Academy of Sciences
(Pushchino, Moscow Region).
Let us briefly characterize the content of each chapter.
Chapter 1. Introduction to dynamical systems. In this chapter we
introduce basic terminology. A dynamical system is defined geometrically
as a family of evolution operators ϕt acting in some state space X and
parametrized by continuous or discrete time t. Some examples, including
symbolic dynamics, are presented. Orbits, phase portraits, and invariant
sets appear before any differential equations, which are treated as one of
the ways to define a dynamical system. The Smale horseshoe is used to illustrate the existence of very complex invariant sets having fractal structure.
Stability criteria for the simplest invariant sets (equilibria and periodic orbits) are formulated. An example of infinite-dimensional continuous-time
dynamical systems is discussed, namely, reaction-diffusion systems.
Chapter 2. Topological equivalence, bifurcations, and structural
stability of dynamical systems. Two dynamical systems are called topologically equivalent if their phase portraits are homeomorphic. This notion is
1
Renamed in 1992 as the Institute of Mathematical Problems of Biology
(IMPB).
Preface to the First Edition
xi
then used to define structurally stable systems and bifurcations. The topological classification of generic (hyperbolic) equilibria and fixed points of
dynamical systems defined by autonomous ordinary differential equations
(ODEs) and iterated maps is given, and the geometry of the phase portrait
near such points is studied. A bifurcation diagram of a parameter-dependent
system is introduced as a partitioning of its parameter space induced by
the topological equivalence of corresponding phase portraits. We introduce
the notion of codimension (codim for short) in a rather naive way as the
number of conditions defining the bifurcation. Topological normal forms
(universal unfoldings of nondegenerate parameter-dependent systems) for
bifurcations are defined, and an example of such a normal form is demonstrated for the Hopf bifurcation.
Chapter 3. One-parameter bifurcations of equilibria in continuous-time dynamical systems. Two generic codim 1 bifurcations – tangent (fold) and Andronov-Hopf – are studied in detail following the same
general approach: (1) formulation of the corresponding topological normal
form and analysis of its bifurcations; (2) reduction of a generic parameterdependent system to the normal form up to terms of a certain order; and
(3) demonstration that higher-order terms do not affect the local bifurcation diagram. Step 2 (finite normalization) is performed by means of
polynomial changes of variables with unknown coefficients that are then
fixed at particular values to simplify the equations. Relevant normal form
and nondegeneracy (genericity) conditions for a bifurcation appear naturally at this step. An example of the Hopf bifurcation in a predator-prey
system is analyzed.
Chapter 4. One-parameter bifurcations of fixed points in discrete-time dynamical systems. The approach formulated in Chapter 3 is
applied to study tangent (fold), flip (period-doubling), and Hopf (NeimarkSacker) bifurcations of discrete-time dynamical systems. For the NeimarkSacker bifurcation, as is known, a normal form so obtained captures only
the appearance of a closed invariant curve but does not describe the orbit
structure on this curve. Feigenbaum’s universality in the cascade of period
doublings is explained geometrically using saddle properties of the perioddoubling map in an appropriate function space.
Chapter 5. Bifurcations of equilibria and periodic orbits in ndimensional dynamical systems. This chapter explains how the results
on codim 1 bifurcations from the two previous chapters can be applied to
multidimensional systems. A geometrical construction is presented upon
which a proof of the Center Manifold Theorem is based. Explicit formulas
are derived for the quadratic coefficients of the Taylor approximations to
the center manifold for all codim 1 bifurcations in both continuous and
discrete time. An example is discussed where the linear approximation of
the center manifold leads to the wrong stability analysis of an equilibrium.
We present in detail a projection method for center manifold computation
that avoids the transformation of the system into its eigenbasis. Using this
xii
Preface to the First Edition
method, we derive a compact formula to determine the direction of a Hopf
bifurcation in multidimensional systems. Finally, we consider a reactiondiffusion system on an interval to illustrate the necessary modifications of
the technique to handle the Hopf bifurcation in some infinite-dimensional
systems.
Chapter 6. Bifurcations of orbits homoclinic and heteroclinic
to hyperbolic equilibria. This chapter is devoted to the generation of
periodic orbits via homoclinic bifurcations. A theorem due to Andronov
and Leontovich describing homoclinic bifurcation in planar continuous-time
systems is formulated. A simple proof is given which uses a constructive
C 1 -linearization of a system near its saddle point. All codim 1 bifurcations
of homoclinic orbits to saddle and saddle-focus equilibrium points in threedimensional ODEs are then studied. The relevant theorems by Shil’nikov
are formulated together with the main geometrical constructions involved
in their proofs. The role of the orientability of invariant manifolds is emphasized. Generalizations to more dimensions are also discussed. An application of Shil’nikov’s results to nerve impulse modeling is given.
Chapter 7. Other one-parameter bifurcations in continuoustime dynamical systems. This chapter treats some bifurcations of homoclinic orbits to nonhyperbolic equilibrium points, including the case of
several homoclinic orbits to a saddle-saddle point, which provides one of
the simplest mechanisms for the generation of an infinite number of periodic orbits. Bifurcations leading to a change in the rotation number on an
invariant torus and some other global bifurcations are also reviewed. All
codim 1 bifurcations of equilibria and limit cycles in Z2 -symmetric systems
are described together with their normal forms.
Chapter 8. Two-parameter bifurcations of equilibria in continuous-time dynamical systems. One-dimensional manifolds in the direct product of phase and parameter spaces corresponding to the tangent
and Hopf bifurcations are defined and used to specify all possible codim 2
bifurcations of equilibria in generic continuous-time systems. Topological
normal forms are presented and discussed in detail for the cusp, BogdanovTakens, and generalized Andronov-Hopf (Bautin) bifurcations. An example
of a two-parameter analysis of Bazykin’s predator-prey model is considered
in detail. Approximating symmetric normal forms for zero-Hopf and HopfHopf bifurcations are derived and studied, and their relationship with the
original problems is discussed. Explicit formulas for the critical normal form
coefficients are given for the majority of the codim 2 cases.
Chapter 9. Two-parameter bifurcations of fixed points in discrete-time dynamical systems. A list of all possible codim 2 bifurcations
of fixed points in generic discrete-time systems is presented. Topological normal forms are obtained for the cusp and degenerate flip bifurcations with explicit formulas for their coefficients. An approximate normal
form is presented for the Neimark-Sacker bifurcation with cubic degeneracy (Chenciner bifurcation). Approximating normal forms are expressed
Preface to the First Edition
xiii
in terms of continuous-time planar dynamical systems for all strong resonances (1:1, 1:2, 1:3, and 1:4). The Taylor coefficients of these continuoustime systems are explicitly given in terms of those of the maps in question.
A periodically forced predator-prey model is used to illustrate resonant
phenomena.
Chapter 10. Numerical analysis of bifurcations. This final chapter
deals with numerical analysis of bifurcations, which in most cases is the only
tool to attack real problems. Numerical procedures are presented for the
location and stability analysis of equilibria and the local approximation
of their invariant manifolds as well as methods for the location of limit
cycles (including orthogonal collocation). Several methods are discussed
for equilibrium continuation and detection of codim 1 bifurcations based
on predictor-corrector schemes. Numerical methods for continuation and
analysis of homoclinic bifurcations are also formulated.
Each chapter contains exercises, and we have provided hints for the most
difficult of them. The references and comments to the literature are summarized at the end of each chapter as separate bibliographical notes. The
aim of these notes is mainly to provide a reader with information on further reading. The end of a theorem’s proof (or its absence) is marked by
the symbol 2, while that of a remark (example) is denoted by ♦ (3),
respectively.
As is clear from this Preface, there are many important issues this book
does not touch. In fact, we study only the first bifurcations on a route to
chaos and try to avoid the detailed treatment of chaotic dynamics, which
requires more sophisticated mathematical tools. We do not consider important classes of dynamical systems such as Hamiltonian systems (e.g.,
KAM-theory and Melnikov methods are left outside the scope of this book).
Only introductory information is provided on bifurcations in systems with
symmetries. The list of omissions can easily be extended. Nevertheless, we
hope the reader will find the book useful, especially as an interface between
undergraduate and postgraduate studies.
This book would have never appeared without the encouragement and
help from many friends and colleagues to whom I am very much indebted.
The idea of such an application-oriented book on bifurcations emerged in
discussions and joint work with A.M. Molchanov, A.D. Bazykin, E.E. Shnol,
and A.I. Khibnik at the former Research Computing Centre of the USSR
Academy of Sciences (Pushchino). S. Rinaldi asked me to prepare and give a
course on nonlinear systems at the Politecnico di Milano that would be useful for applied scientists and engineers. O. Diekmann (CWI, Amsterdam)
was the first to propose the conversion of these brief lecture notes into a
book. He also commented on some of the chapters and gave friendly support during the whole project. S. van Gils (TU Twente, Enschede) read the
manuscript and gave some very useful suggestions that allowed me to improve the content and style. I am particularly thankful to A.R. Champneys
xiv
Preface to the First Edition
of the University of Bristol, who reviewed the whole text and not only corrected the language but also proposed many improvements in the selection
and presentation of the material. Certain topics have been discussed with J.
Sanders (VU/RIACA/CWI, Amsterdam), B. Werner (University of Hamburg), E. Nikolaev (IMPB, Pushchino), E. Doedel (Concordia University,
Montreal), B. Sandstede (IAAS, Berlin), M. Kirkilonis (CWI, Amsterdam),
J. de Vries (CWI, Amsterdam), and others, whom I would like to thank.
Of course, the responsibility for all remaining mistakes is mine. I would
also like to thank A. Heck (CAN, Amsterdam) and V.V. Levitin (IMPB,
Pushchino/CWI, Amsterdam) for computer assistance. Finally, I thank the
Nederlandse Organisatie voor Wetenschappelijk Onderzoek (NWO) for providing financial support during my stay at CWI, Amsterdam.
Yuri A. Kuznetsov
Amsterdam
December 1994
Contents
Preface to the Second Edition
vii
Preface to the First Edition
ix
1 Introduction to Dynamical Systems
1.1 Definition of a dynamical system . . . . . . . . . . . . . . .
1.1.1 State space . . . . . . . . . . . . . . . . . . . . . . .
1.1.2 Time . . . . . . . . . . . . . . . . . . . . . . . . . . .
1.1.3 Evolution operator . . . . . . . . . . . . . . . . . . .
1.1.4 Definition of a dynamical system . . . . . . . . . . .
1.2 Orbits and phase portraits . . . . . . . . . . . . . . . . . . .
1.3 Invariant sets . . . . . . . . . . . . . . . . . . . . . . . . . .
1.3.1 Definition and types . . . . . . . . . . . . . . . . . .
1.3.2 Example 1.9 (Smale horseshoe) . . . . . . . . . . . .
1.3.3 Stability of invariant sets . . . . . . . . . . . . . . .
1.4 Differential equations and dynamical systems . . . . . . . .
1.5 Poincaré maps . . . . . . . . . . . . . . . . . . . . . . . . .
1.5.1 Time-shift maps . . . . . . . . . . . . . . . . . . . .
1.5.2 Poincaré map and stability of cycles . . . . . . . . .
1.5.3 Poincaré map for periodically forced systems . . . .
1.6 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . .
1.7 Appendix 1: Infinite-dimensional dynamical systems defined
by reaction-diffusion equations . . . . . . . . . . . . . . . .
1.8 Appendix 2: Bibliographical notes . . . . . . . . . . . . . .
1
1
2
5
5
7
8
11
11
12
16
18
23
24
25
30
31
33
37
xvi
Preface to the First Edition
2 Topological Equivalence, Bifurcations,
and Structural Stability of Dynamical Systems
2.1 Equivalence of dynamical systems . . . . . . . . . . . . . . .
2.2 Topological classification of generic equilibria and fixed points
2.2.1 Hyperbolic equilibria in continuous-time systems . .
2.2.2 Hyperbolic fixed points in discrete-time systems . .
2.2.3 Hyperbolic limit cycles . . . . . . . . . . . . . . . . .
2.3 Bifurcations and bifurcation diagrams . . . . . . . . . . . .
2.4 Topological normal forms for bifurcations . . . . . . . . . .
2.5 Structural stability . . . . . . . . . . . . . . . . . . . . . . .
2.6 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . .
2.7 Appendix: Bibliographical notes . . . . . . . . . . . . . . . .
3 One-Parameter Bifurcations of Equilibria
in Continuous-Time Dynamical Systems
3.1 Simplest bifurcation conditions . . . . . .
3.2 The normal form of the fold bifurcation .
3.3 Generic fold bifurcation . . . . . . . . . .
3.4 The normal form of the Hopf bifurcation .
3.5 Generic Hopf bifurcation . . . . . . . . . .
3.6 Exercises . . . . . . . . . . . . . . . . . .
3.7 Appendix 1: Proof of Lemma 3.2 . . . . .
3.8 Appendix 2: Bibliographical notes . . . .
39
39
46
46
49
54
57
63
68
73
76
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
79
. 79
. 80
. 83
. 86
. 91
. 104
. 108
. 111
4 One-Parameter Bifurcations of Fixed Points
in Discrete-Time Dynamical Systems
4.1 Simplest bifurcation conditions . . . . . . . . . . . . .
4.2 The normal form of the fold bifurcation . . . . . . . .
4.3 Generic fold bifurcation . . . . . . . . . . . . . . . . .
4.4 The normal form of the flip bifurcation . . . . . . . . .
4.5 Generic flip bifurcation . . . . . . . . . . . . . . . . . .
4.6 The “normal form” of the Neimark-Sacker bifurcation
4.7 Generic Neimark-Sacker bifurcation . . . . . . . . . . .
4.8 Exercises . . . . . . . . . . . . . . . . . . . . . . . . .
4.9 Appendix 1: Feigenbaum’s universality . . . . . . . . .
4.10 Appendix 2: Proof of Lemma 4.3 . . . . . . . . . . . .
4.11 Appendix 3: Bibliographical notes . . . . . . . . . . .
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
113
113
114
116
119
121
125
129
138
139
143
149
5 Bifurcations of Equilibria and Periodic Orbits
in n-Dimensional Dynamical Systems
5.1 Center manifold theorems . . . . . . . . . . . . . . .
5.1.1 Center manifolds in continuous-time systems
5.1.2 Center manifolds in discrete-time systems . .
5.2 Center manifolds in parameter-dependent systems .
5.3 Bifurcations of limit cycles . . . . . . . . . . . . . . .
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
151
151
152
156
157
162
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
Preface to the First Edition
5.4
5.5
5.6
5.7
xvii
Computation of center manifolds . . . . . . . . . . . . . . .
5.4.1 Quadratic approximation to center manifolds
in eigenbasis . . . . . . . . . . . . . . . . . . . . . .
5.4.2 Projection method for center manifold computation
Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . .
Appendix 1: Hopf bifurcation in reaction-diffusion systems
on the interval with Dirichlet boundary conditions . . . . .
Appendix 2: Bibliographical notes . . . . . . . . . . . . . .
6 Bifurcations of Orbits Homoclinic and Heteroclinic
to Hyperbolic Equilibria
6.1 Homoclinic and heteroclinic orbits . . . . . . . . . . .
6.2 Andronov-Leontovich theorem . . . . . . . . . . . . . .
6.3 Homoclinic bifurcations in three-dimensional systems:
Shil’nikov theorems . . . . . . . . . . . . . . . . . . . .
6.4 Homoclinic bifurcations in n-dimensional systems . . .
6.4.1 Regular homoclinic orbits: Melnikov integral .
6.4.2 Homoclinic center manifolds . . . . . . . . . . .
6.4.3 Generic homoclinic bifurcations in Rn . . . . .
6.5 Exercises . . . . . . . . . . . . . . . . . . . . . . . . .
6.6 Appendix 1: Focus-focus homoclinic bifurcation
in four-dimensional systems . . . . . . . . . . . . . . .
6.7 Appendix 2: Bibliographical notes . . . . . . . . . . .
165
165
171
186
189
193
195
. . . 195
. . . 200
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
213
228
229
232
236
238
. . . 241
. . . 247
7 Other One-Parameter Bifurcations
in Continuous-Time Dynamical Systems
249
7.1 Codim 1 bifurcations of homoclinic orbits to nonhyperbolic
equilibria . . . . . . . . . . . . . . . . . . . . . . . . . . . . 250
7.1.1 Saddle-node homoclinic bifurcation on the plane . . 250
7.1.2 Saddle-node and saddle-saddle homoclinic
bifurcations in R3 . . . . . . . . . . . . . . . . . . . 253
7.2 “Exotic” bifurcations . . . . . . . . . . . . . . . . . . . . . . 262
7.2.1 Nontransversal homoclinic orbit to a hyperbolic cycle 263
7.2.2 Homoclinic orbits to a nonhyperbolic limit cycle . . 263
7.3 Bifurcations on invariant tori . . . . . . . . . . . . . . . . . 267
7.3.1 Reduction to a Poincaré map . . . . . . . . . . . . . 267
7.3.2 Rotation number and orbit structure . . . . . . . . . 269
7.3.3 Structural stability and bifurcations . . . . . . . . . 270
7.3.4 Phase locking near a Neimark-Sacker bifurcation:
Arnold tongues . . . . . . . . . . . . . . . . . . . . . 272
7.4 Bifurcations in symmetric systems . . . . . . . . . . . . . . 276
7.4.1 General properties of symmetric systems . . . . . . . 276
7.4.2 Z2 -equivariant systems . . . . . . . . . . . . . . . . . 278
7.4.3 Codim 1 bifurcations of equilibria in Z2 -equivariant
systems . . . . . . . . . . . . . . . . . . . . . . . . . 280
xviii
Preface to the First Edition
7.4.4
7.5
7.6
Codim 1 bifurcations of cycles
in Z2 -equivariant systems . . . . . . . . . . . . . . . 283
Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . . 288
Appendix 1: Bibliographical notes . . . . . . . . . . . . . . 290
8 Two-Parameter Bifurcations of Equilibria
in Continuous-Time Dynamical Systems
8.1 List of codim 2 bifurcations of equilibria . . . . . . . . . . .
8.1.1 Codim 1 bifurcation curves . . . . . . . . . . . . . .
8.1.2 Codim 2 bifurcation points . . . . . . . . . . . . . .
8.2 Cusp bifurcation . . . . . . . . . . . . . . . . . . . . . . . .
8.2.1 Normal form derivation . . . . . . . . . . . . . . . .
8.2.2 Bifurcation diagram of the normal form . . . . . . .
8.2.3 Effect of higher-order terms . . . . . . . . . . . . . .
8.3 Bautin (generalized Hopf) bifurcation . . . . . . . . . . . .
8.3.1 Normal form derivation . . . . . . . . . . . . . . . .
8.3.2 Bifurcation diagram of the normal form . . . . . . .
8.3.3 Effect of higher-order terms . . . . . . . . . . . . . .
8.4 Bogdanov-Takens (double-zero) bifurcation . . . . . . . . .
8.4.1 Normal form derivation . . . . . . . . . . . . . . . .
8.4.2 Bifurcation diagram of the normal form . . . . . . .
8.4.3 Effect of higher-order terms . . . . . . . . . . . . . .
8.5 Fold-Hopf (zero-pair) bifurcation . . . . . . . . . . . . . . .
8.5.1 Derivation of the normal form . . . . . . . . . . . . .
8.5.2 Bifurcation diagram of the truncated normal form .
8.5.3 Effect of higher-order terms . . . . . . . . . . . . . .
8.6 Hopf-Hopf bifurcation . . . . . . . . . . . . . . . . . . . . .
8.6.1 Derivation of the normal form . . . . . . . . . . . . .
8.6.2 Bifurcation diagram of the truncated normal form .
8.6.3 Effect of higher-order terms . . . . . . . . . . . . . .
8.7 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . .
8.8 Appendix 1: Limit cycles and homoclinic orbits of Bogdanov
normal form . . . . . . . . . . . . . . . . . . . . . . . . . . .
8.9 Appendix 2: Bibliographical notes . . . . . . . . . . . . . .
9 Two-Parameter Bifurcations of Fixed Points
in Discrete-Time Dynamical Systems
9.1 List of codim 2 bifurcations of fixed points . . . . . .
9.2 Cusp bifurcation . . . . . . . . . . . . . . . . . . . .
9.3 Generalized flip bifurcation . . . . . . . . . . . . . .
9.4 Chenciner (generalized Neimark-Sacker) bifurcation .
9.5 Strong resonances . . . . . . . . . . . . . . . . . . . .
9.5.1 Approximation by a flow . . . . . . . . . . .
9.5.2 1:1 resonance . . . . . . . . . . . . . . . . . .
9.5.3 1:2 resonance . . . . . . . . . . . . . . . . . .
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
293
294
294
297
301
301
303
305
307
307
312
313
314
314
321
324
330
330
337
342
349
349
356
366
369
382
390
393
393
397
400
404
408
408
410
415
Preface to the First Edition
.
.
.
.
.
428
435
446
457
460
10 Numerical Analysis of Bifurcations
10.1 Numerical analysis at fixed parameter values . . . . . . . .
10.1.1 Equilibrium location . . . . . . . . . . . . . . . . . .
10.1.2 Modified Newton’s methods . . . . . . . . . . . . . .
10.1.3 Equilibrium analysis . . . . . . . . . . . . . . . . . .
10.1.4 Location of limit cycles . . . . . . . . . . . . . . . .
10.2 One-parameter bifurcation analysis . . . . . . . . . . . . . .
10.2.1 Continuation of equilibria and cycles . . . . . . . . .
10.2.2 Detection and location of codim 1 bifurcations . . .
10.2.3 Analysis of codim 1 bifurcations . . . . . . . . . . .
10.2.4 Branching points . . . . . . . . . . . . . . . . . . . .
10.3 Two-parameter bifurcation analysis . . . . . . . . . . . . . .
10.3.1 Continuation of codim 1 bifurcations of equilibria
and fixed points . . . . . . . . . . . . . . . . . . . .
10.3.2 Continuation of codim 1 limit cycle bifurcations . .
10.3.3 Continuation of codim 1 homoclinic orbits . . . . . .
10.3.4 Detection and location of codim 2 bifurcations . . .
10.4 Continuation strategy . . . . . . . . . . . . . . . . . . . . .
10.5 Exercises . . . . . . . . . . . . . . . . . . . . . . . . . . . .
10.6 Appendix 1: Convergence theorems for Newton methods . .
10.7 Appendix 2: Detection of codim 2 homoclinic bifurcations .
10.7.1 Singularities detectable via eigenvalues . . . . . . . .
10.7.2 Orbit and inclination flips . . . . . . . . . . . . . . .
10.7.3 Singularities along saddle-node homoclinic curves . .
10.8 Appendix 3: Bibliographical notes . . . . . . . . . . . . . .
463
464
464
466
469
472
478
479
484
488
495
501
A Basic Notions from Algebra, Analysis, and Geometry
A.1 Algebra . . . . . . . . . . . . . . . . . . . . . . . . . . .
A.1.1 Matrices . . . . . . . . . . . . . . . . . . . . . . .
A.1.2 Vector spaces and linear transformations . . . . .
A.1.3 Eigenvectors and eigenvalues . . . . . . . . . . .
A.1.4 Invariant subspaces, generalized eigenvectors,
and Jordan normal form . . . . . . . . . . . . . .
A.1.5 Fredholm Alternative Theorem . . . . . . . . . .
A.1.6 Groups . . . . . . . . . . . . . . . . . . . . . . .
A.2 Analysis . . . . . . . . . . . . . . . . . . . . . . . . . . .
A.2.1 Implicit and Inverse Function Theorems . . . . .
A.2.2 Taylor expansion . . . . . . . . . . . . . . . . . .
A.2.3 Metric, normed, and other spaces . . . . . . . . .
9.6
9.7
9.8
9.5.4 1:3 resonance . . . . . . . . .
9.5.5 1:4 resonance . . . . . . . . .
Codim 2 bifurcations of limit cycles .
Exercises . . . . . . . . . . . . . . .
Appendix 1: Bibliographical notes .
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
xix
501
507
510
514
515
517
525
526
527
529
534
535
.
.
.
.
.
.
.
.
541
541
541
543
544
.
.
.
.
.
.
.
.
.
.
.
.
.
.
545
546
546
547
547
548
549
xx
Preface to the First Edition
A.3 Geometry . . . .
A.3.1 Sets . . .
A.3.2 Maps . .
A.3.3 Manifolds
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
.
550
550
551
551
References
553
Index
577