Periodic Travelling Wave
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In mathematics, a periodic travelling wave (or wavetrain) is a
periodic function A periodic function, also called a periodic waveform (or simply periodic wave), is a function that repeats its values at regular intervals or periods. The repeatable part of the function or waveform is called a ''cycle''. For example, the t ...
of one-
dimension In physics and mathematics, the dimension of a mathematical space (or object) is informally defined as the minimum number of coordinates needed to specify any point within it. Thus, a line has a dimension of one (1D) because only one coo ...
al
space Space is a three-dimensional continuum containing positions and directions. In classical physics, physical space is often conceived in three linear dimensions. Modern physicists usually consider it, with time, to be part of a boundless ...
that moves with constant speed. Consequently, it is a special type of spatiotemporal
oscillation Oscillation is the repetitive or periodic variation, typically in time, of some measure about a central value (often a point of equilibrium) or between two or more different states. Familiar examples of oscillation include a swinging pendulum ...
that is a periodic function of both space and time. Periodic travelling waves play a fundamental role in many mathematical equations, including self-oscillatory systems,N. Kopell, L.N. Howard (1973) "Plane wave solutions to reaction–diffusion equations", ''Stud. Appl. Math.'' 52: 291–328.I. S. Aranson, L. Kramer (2002) "The world of the complex Ginzburg–Landau equation", ''Rev. Mod. Phys.'' 74: 99–143
DOI:10.1103/RevModPhys.74.99
/ref> excitable systems and reaction–diffusion–advection systems.J.A. Sherratt, G. J. Lord (2007) "Nonlinear dynamics and pattern bifurcations in a model for vegetation stripes in semi-arid environments", ''Theor. Popul. Biol.'' 71 (2007): 1–11
DOI:10.1016/j.tpb.2006.07.009
/ref> Equations of these types are widely used as
mathematical model A mathematical model is an abstract and concrete, abstract description of a concrete system using mathematics, mathematical concepts and language of mathematics, language. The process of developing a mathematical model is termed ''mathematical m ...
s of biology, chemistry and physics, and many examples in phenomena resembling periodic travelling waves have been found
empirically In philosophy, empiricism is an Epistemology, epistemological view which holds that true knowledge or justification comes only or primarily from Sense, sensory experience and empirical evidence. It is one of several competing views within ...
. The mathematical theory of periodic travelling waves is most fully developed for
partial differential equation In mathematics, a partial differential equation (PDE) is an equation which involves a multivariable function and one or more of its partial derivatives. The function is often thought of as an "unknown" that solves the equation, similar to ho ...
s, but these solutions also occur in a number of other types of mathematical system, including integrodifferential equations, integrodifference equations, coupled map lattices and
cellular automata A cellular automaton (pl. cellular automata, abbrev. CA) is a discrete model of computation studied in automata theory. Cellular automata are also called cellular spaces, tessellation automata, homogeneous structures, cellular structures, tessel ...
. As well as being important in their own right, periodic travelling waves are significant as the one-dimensional equivalent of
spiral wave Spiral waves are travelling waves that rotate outward from a center in a spiral. They are a feature of many excitable media. Spiral waves have been observed in various biological systems including systems such as heart ventricular fibrillation, ...
s and target patterns in two-dimensional space, and of scroll waves in three-dimensional space.


History of research

While periodic travelling waves have been known as solutions of the
wave equation The wave equation is a second-order linear partial differential equation for the description of waves or standing wave fields such as mechanical waves (e.g. water waves, sound waves and seismic waves) or electromagnetic waves (including light ...
since the 18th century, their study in
nonlinear systems In mathematics and science, a nonlinear system (or a non-linear system) is a system in which the change of the output is not proportional to the change of the input. Nonlinear problems are of interest to engineers, biologists, physicists, mathem ...
began in the 1970s. A key early research paper was that of
Nancy Kopell Nancy Jane Kopell (born November 8, 1942, New York City) is an American mathematician and professor at Boston University. She is co-director of the Center for Computational Neuroscience and Neural Technology (CompNet). She organized and directs th ...
and Lou Howard which proved several fundamental results on periodic travelling waves in reaction–diffusion equations. This was followed by significant research activity during the 1970s and early 1980s. There was then a period of inactivity, before interest in periodic travelling waves was renewed by mathematical work on their generation,J. A. Sherratt (1994) "Irregular wakes in reaction-diffusion waves", ''Physica D'' 70: 370–382
DOI:10.1016/0167-2789(94)90072-8
/ref>S.V. Petrovskii, H. Malchow (1999) "A minimal model of pattern formation in a prey–predator system", ''Math. Comp. Modelling'' 29: 49–63
DOI:10.1016/S0895-7177(99)00070-9
/ref> and by their detection in
ecology Ecology () is the natural science of the relationships among living organisms and their Natural environment, environment. Ecology considers organisms at the individual, population, community (ecology), community, ecosystem, and biosphere lev ...
, in spatiotemporal data sets on cyclic populations.E. Ranta, V. Kaitala (1997) "Travelling waves in vole population dynamics", ''Nature'' 390: 456
DOI:10.1038/37261
/ref>X. Lambin, D. A. Elston, S. J. Petty, J. L. MacKinnon (1998) "Spatial asynchrony and periodic travelling waves in cyclic populations of field voles", ''Proc. R. Soc. Lond.'' B 265: 1491–1496
DOI:10.1098/rspb.1998.0462
/ref> Since the mid-2000s, research on periodic travelling waves has benefitted from new computational methods for studying their
stability Stability may refer to: Mathematics *Stability theory, the study of the stability of solutions to differential equations and dynamical systems ** Asymptotic stability ** Exponential stability ** Linear stability **Lyapunov stability ** Marginal s ...
and absolute stability.J.D.M. Rademacher, B. Sandstede, A. Scheel (2007) "Computing absolute and essential spectra using continuation", ''Physica D'' 229: 166–183
DOI:10.1016/j.physd.2007.03.016
/ref>M. J. Smith, J. D. M. Rademacher, J. A. Sherratt (2009) "Absolute stability of wavetrains can explain spatiotemporal dynamics in reaction-diffusion systems of lambda-omega type", ''SIAM J. Appl. Dyn. Systems'' 8: 1136–1159
DOI:10.1137/090747865
/ref>


Families

The existence of periodic travelling waves usually depends on the
parameter A parameter (), generally, is any characteristic that can help in defining or classifying a particular system (meaning an event, project, object, situation, etc.). That is, a parameter is an element of a system that is useful, or critical, when ...
values in a mathematical equation. If there is a periodic travelling wave solution, then there is typically a family of such solutions, with different wave speeds. For partial differential equations, periodic travelling waves typically occur for a continuous range of wave speeds.


Stability

An important question is whether a periodic travelling wave is
stable A stable is a building in which working animals are kept, especially horses or oxen. The building is usually divided into stalls, and may include storage for equipment and feed. Styles There are many different types of stables in use tod ...
or
unstable In dynamical systems instability means that some of the outputs or internal state (controls), states increase with time, without bounds. Not all systems that are not Stability theory, stable are unstable; systems can also be marginal stability ...
as a solution of the original mathematical system. For partial differential equations, it is typical that the wave family subdivides into
stable A stable is a building in which working animals are kept, especially horses or oxen. The building is usually divided into stalls, and may include storage for equipment and feed. Styles There are many different types of stables in use tod ...
and
unstable In dynamical systems instability means that some of the outputs or internal state (controls), states increase with time, without bounds. Not all systems that are not Stability theory, stable are unstable; systems can also be marginal stability ...
parts. For unstable periodic travelling waves, an important subsidiary question is whether they are absolutely or convectively unstable, meaning that there are or are not stationary growing linear modes.B. Sandstede, A. Scheel (2000) "Absolute and convective instabilities of waves on unbounded and large bounded domains", ''Physica D'' 145: 233–277
DOI:10.1016/S0167-2789(00)00114-7
/ref> This issue has only been resolved for a few partial differential equations.


Generation

A number of mechanisms of periodic travelling wave generation are now well established. These include: * Heterogeneity: spatial noise in parameter values can generate a series of bands of periodic travelling waves. This is important in applications to oscillatory chemical reactions, where impurities can cause target patterns or spiral waves, which are two-dimensional generalisations of periodic travelling waves. This process provided the motivation for much of the work on periodic travelling waves in the 1970s and early 1980s. Landscape heterogeneity has also been proposed as a cause of the periodic travelling waves seen in ecology.D. M. Johnson, O. N. Bjornstad, A.M. Liebhold (2006) "Landscape mosaic induces travelling waves of insect outbreaks", ''Oecologia'' 148: 51–60
DOI:10.1007/s00442-005-0349-0
/ref> * Invasions, which can leave a periodic travelling wave in their wake.K. Nozaki, N. Bekki (1983) "Pattern selection and spatiotemporal transition to chaos in the Ginzburg–Landau equation", ''Phys. Rev. Lett.'' 51: 2171-2174
DOI:10.1103/PhysRevLett.51.2171
/ref> This is important in the Taylor–Couette system in the presence of through flow, in chemical systems such as the
Belousov–Zhabotinsky reaction A Belousov–Zhabotinsky reaction, or BZ reaction, is one of a class of reactions that serve as a classical example of non-equilibrium thermodynamics, resulting in the establishment of a nonlinear chemical oscillator. The only common element in ...
and in
predator-prey Predation is a biological interaction in which one organism, the predator, kills and eats another organism, its prey. It is one of a family of common feeding behaviours that includes parasitism and micropredation (which usually do not kill ...
systems in
ecology Ecology () is the natural science of the relationships among living organisms and their Natural environment, environment. Ecology considers organisms at the individual, population, community (ecology), community, ecosystem, and biosphere lev ...
.S.V. Petrovskii, H. Malchow (2001) "Wave of chaos: new mechanism of pattern formation in spatio-temporal population dynamics", ''Theor. Pop. Biol.'' 59: 157–174
DOI:10.1006/tpbi.2000.1509
/ref> * Domain boundaries with
Dirichlet Johann Peter Gustav Lejeune Dirichlet (; ; 13 February 1805 – 5 May 1859) was a German mathematician. In number theory, he proved special cases of Fermat's last theorem and created analytic number theory. In Mathematical analysis, analysis, h ...
or
Robin Robin most commonly refers to several species of passerine birds. Robin may also refer to: Animals * Australasian robins, red-breasted songbirds of the family Petroicidae * Many members of the subfamily Saxicolinae (Old World chats), inclu ...
boundary conditions. This is potentially important in
ecology Ecology () is the natural science of the relationships among living organisms and their Natural environment, environment. Ecology considers organisms at the individual, population, community (ecology), community, ecosystem, and biosphere lev ...
, where Robin or Dirichlet conditions correspond to a boundary between habitat and a surrounding hostile environment. However definitive
empirical evidence Empirical evidence is evidence obtained through sense experience or experimental procedure. It is of central importance to the sciences and plays a role in various other fields, like epistemology and law. There is no general agreement on how the ...
on the cause of waves is hard to obtain for ecological systems. * Migration driven by pursuit and evasion. This may be significant in
ecology Ecology () is the natural science of the relationships among living organisms and their Natural environment, environment. Ecology considers organisms at the individual, population, community (ecology), community, ecosystem, and biosphere lev ...
. * Migration between sub-populations, which again has potential
ecological Ecology () is the natural science of the relationships among living organisms and their environment. Ecology considers organisms at the individual, population, community, ecosystem, and biosphere levels. Ecology overlaps with the closely re ...
significance. In all of these cases, a key question is which member of the periodic travelling wave family is selected. For most mathematical systems this remains an open problem.


Spatiotemporal chaos

It is common that for some
parameter A parameter (), generally, is any characteristic that can help in defining or classifying a particular system (meaning an event, project, object, situation, etc.). That is, a parameter is an element of a system that is useful, or critical, when ...
values, the periodic travelling waves arising from a wave generation mechanism are unstable. In such cases the solution usually evolves to spatiotemporal
chaos Chaos or CHAOS may refer to: Science, technology, and astronomy * '' Chaos: Making a New Science'', a 1987 book by James Gleick * Chaos (company), a Bulgarian rendering and simulation software company * ''Chaos'' (genus), a genus of amoebae * ...
. Thus the solution involves a spatiotemporal transition to chaos via the periodic travelling wave.


Lambda–omega systems and the complex Ginzburg–Landau equation

There are two particular mathematical systems that serve as prototypes for periodic travelling waves, and which have been fundamental to the development of mathematical understanding and theory. These are the "lambda-omega" class of reaction–diffusion equations \frac=\frac+\lambda(r)u-\omega(r)v \frac=\frac+\omega(r)u+\lambda(r)v (r = \sqrt) and the complex Ginzburg–Landau equation. \frac = A + (1 + ib)\frac - (1 + ic), A, ^2 A (''A'' is complex-valued). Note that these systems are the same if , and . Both systems can be simplified by rewriting the equations in terms of the amplitude (''r'' or , ''A'', ) and the phase (arctan(''v''/''u'') or arg ''A''). Once the equations have been rewritten in this way, it is easy to see that solutions with constant amplitude are periodic travelling waves, with the phase being a linear function of
space Space is a three-dimensional continuum containing positions and directions. In classical physics, physical space is often conceived in three linear dimensions. Modern physicists usually consider it, with time, to be part of a boundless ...
and time. Therefore, ''u'' and ''v'', or Re(''A'') and Im(''A''), are
sinusoidal A sine wave, sinusoidal wave, or sinusoid (symbol: ∿) is a periodic wave whose waveform (shape) is the trigonometric sine function. In mechanics, as a linear motion over time, this is '' simple harmonic motion''; as rotation, it correspond ...
functions of space and time. These exact solutions for the periodic travelling wave families enable a great deal of further analytical study. Exact conditions for the
stability Stability may refer to: Mathematics *Stability theory, the study of the stability of solutions to differential equations and dynamical systems ** Asymptotic stability ** Exponential stability ** Linear stability **Lyapunov stability ** Marginal s ...
of the periodic travelling waves can be found, and the condition for absolute stability can be reduced to the solution of a simple
polynomial In mathematics, a polynomial is a Expression (mathematics), mathematical expression consisting of indeterminate (variable), indeterminates (also called variable (mathematics), variables) and coefficients, that involves only the operations of addit ...
. Also exact solutions have been obtained for the selection problem for waves generated by invasions and by zero Dirichlet boundary conditions.N. Bekki, K. Nozaki (1985) "Formations of spatial patterns and holes in the generalized Ginzburg–Landau equation", ''Phys. Lett. A'' 110: 133–135
DOI: 10.1016/0375-9601(85)90759-5
/ref> In the latter case, for the complex Ginzburg–Landau equation, the overall solution is a stationary Nozaki-Bekki hole. Much of the work on periodic travelling waves in the complex Ginzburg–Landau equation is in the
physics Physics is the scientific study of matter, its Elementary particle, fundamental constituents, its motion and behavior through space and time, and the related entities of energy and force. "Physical science is that department of knowledge whi ...
literature, where they are usually known as
plane wave In physics Physics is the scientific study of matter, its Elementary particle, fundamental constituents, its motion and behavior through space and time, and the related entities of energy and force. "Physical science is that department of ...
s.


Numerical computation of periodic travelling waves and their stability

For most mathematical equations, analytical calculation of periodic travelling wave solutions is not possible, and therefore it is necessary to perform numerical computations. For
partial differential equation In mathematics, a partial differential equation (PDE) is an equation which involves a multivariable function and one or more of its partial derivatives. The function is often thought of as an "unknown" that solves the equation, similar to ho ...
s, denote by ''x'' and ''t'' the (one-dimensional) space and time variables, respectively. Then periodic travelling waves are functions of the travelling wave variable ''z''=''x''-''c'' ''t''. Substituting this solution form into the partial differential equations gives a system of
ordinary differential equation In mathematics, an ordinary differential equation (ODE) is a differential equation (DE) dependent on only a single independent variable (mathematics), variable. As with any other DE, its unknown(s) consists of one (or more) Function (mathematic ...
s known as the travelling wave equations. Periodic travelling waves correspond to
limit cycle In mathematics, in the study of dynamical systems with two-dimensional phase space, a limit cycle is a closed trajectory in phase space having the property that at least one other trajectory spirals into it either as time approaches infinity o ...
s of these equations, and this provides the basis for numerical computations. The standard computational approach is
numerical continuation Numerical continuation is a method of computing approximate solutions of a system of parameterized nonlinear equations, :F(\mathbf u,\lambda) = 0. The parameter \lambda is usually a real scalar and the ''solution'' \mathbf u is an ''n''-vector. Fo ...
of the travelling wave equations. One first performs a continuation of a
steady state In systems theory, a system or a process is in a steady state if the variables (called state variables) which define the behavior of the system or the process are unchanging in time. In continuous time, this means that for those properties ''p' ...
to locate a
Hopf bifurcation In the mathematics of dynamical systems and differential equations, a Hopf bifurcation is said to occur when varying a parameter of the system causes the set of solutions (trajectories) to change from being attracted to (or repelled by) a fixed ...
point. This is the starting point for a branch (family) of periodic travelling wave solutions, which one can follow by numerical continuation. In some (unusual) cases both end points of a branch (family) of periodic travelling wave solutions are
homoclinic In the study of dynamical systems, a homoclinic orbit is a path through phase space which joins a saddle equilibrium point to itself. More precisely, a homoclinic orbit lies in the intersection of the stable manifold and the unstable manifold o ...
solutions, in which case one must use an external starting point, such as a numerical solution of the partial differential equations. Periodic travelling wave
stability Stability may refer to: Mathematics *Stability theory, the study of the stability of solutions to differential equations and dynamical systems ** Asymptotic stability ** Exponential stability ** Linear stability **Lyapunov stability ** Marginal s ...
can also be calculated numerically, by computing the
spectrum A spectrum (: spectra or spectrums) is a set of related ideas, objects, or properties whose features overlap such that they blend to form a continuum. The word ''spectrum'' was first used scientifically in optics to describe the rainbow of co ...
. This is made easier by the fact that the spectrum of periodic travelling wave solutions of partial differential equations consists entirely of
essential spectrum In mathematics, the essential spectrum of a bounded operator (or, more generally, of a densely defined closed linear operator) is a certain subset of its spectrum, defined by a condition of the type that says, roughly speaking, "fails badly to be ...
. Possible numerical approaches include Hill's method and numerical continuation of the spectrum. One advantage of the latter approach is that it can be extended to calculate boundaries in
parameter A parameter (), generally, is any characteristic that can help in defining or classifying a particular system (meaning an event, project, object, situation, etc.). That is, a parameter is an element of a system that is useful, or critical, when ...
space between stable and unstable waves Software: The free,
open-source software Open-source software (OSS) is Software, computer software that is released under a Open-source license, license in which the copyright holder grants users the rights to use, study, change, and Software distribution, distribute the software an ...
package Wavetrain http://www.ma.hw.ac.uk/wavetrain is designed for the numerical study of periodic travelling waves. Using
numerical continuation Numerical continuation is a method of computing approximate solutions of a system of parameterized nonlinear equations, :F(\mathbf u,\lambda) = 0. The parameter \lambda is usually a real scalar and the ''solution'' \mathbf u is an ''n''-vector. Fo ...
, Wavetrain is able to calculate the form and stability of periodic travelling wave solutions of partial differential equations, and the regions of parameter space in which waves exist and in which they are stable.


Applications

Examples of phenomena resembling periodic travelling waves that have been found
empirically In philosophy, empiricism is an Epistemology, epistemological view which holds that true knowledge or justification comes only or primarily from Sense, sensory experience and empirical evidence. It is one of several competing views within ...
include the following. * Many natural populations undergo multi-year cycles of abundance. In some cases these population cycles are spatially organised into a periodic travelling wave. This behaviour has been found in
vole Voles are small rodents that are relatives of lemmings and hamsters, but with a stouter body; a longer, hairy tail; a slightly rounder head; smaller eyes and ears; and differently formed molars (high-crowned with angular cusps instead of lo ...
s in Fennoscandia and Northern UK, geometrid moths in Northern Fennoscandia, larch budmoths in the European Alps and
red grouse The red grouse (''Lagopus scotica'') is a medium-sized bird of the grouse family which is found in Calluna, heather moorland in Great Britain and Ireland. It was formerly classified as a subspecies of the willow ptarmigan (''Lagopus lagopus'') ...
in Scotland. * In semi-deserts,
vegetation Vegetation is an assemblage of plants and the ground cover they provide. It is a general term, without specific reference to particular Taxon, taxa, life forms, structure, Spatial ecology, spatial extent, or any other specific Botany, botanic ...
often self-organises into spatial patterns. On slopes, this typically consists of stripes of vegetation running parallel to the contours, separated by stripes of bare ground; this type of banded vegetation is sometimes known as
Tiger bush Tiger bush, or brousse tigrée in the French language, is a patterned vegetation community and ground consisting of alternating bands of trees, shrubs, or grass separated by bare ground or low herb cover, that run roughly parallel to conto ...
. Many observational studies have reported slow movement of the stripes in the uphill direction. However, in a number of other cases the data points clearly to stationary patterns, and the question of movement remains controversial. The conclusion that is most consistent with available data is that some banded vegetation patterns move while others do not. Patterns in the former category have the form of periodic travelling waves. * Travelling bands occur in
oscillatory Oscillation is the repetitive or periodic variation, typically in time, of some measure about a central value (often a point of equilibrium) or between two or more different states. Familiar examples of oscillation include a swinging pendulum ...
and excitable chemical reactions. They were observed in the 1970s in the
Belousov–Zhabotinsky reaction A Belousov–Zhabotinsky reaction, or BZ reaction, is one of a class of reactions that serve as a classical example of non-equilibrium thermodynamics, resulting in the establishment of a nonlinear chemical oscillator. The only common element in ...
and they formed an important motivation for the mathematical work done on periodic travelling waves at that time. More recent research has also exploited the capacity to link the experimentally observed bands with mathematical theory of periodic travelling waves via detailed modelling. * Periodic travelling waves occur in the Sun, as part of the
solar cycle The Solar cycle, also known as the solar magnetic activity cycle, sunspot cycle, or Schwabe cycle, is a periodic 11-year change in the Sun's activity measured in terms of Modern Maximum, variations in the number of observed sunspots on the Sun ...
. They are a consequence of the generation of the Sun's
magnetic field A magnetic field (sometimes called B-field) is a physical field that describes the magnetic influence on moving electric charges, electric currents, and magnetic materials. A moving charge in a magnetic field experiences a force perpendicular ...
by the
solar dynamo The solar dynamo is a physical process that generates the Sun's magnetic field. It is explained with a variant of the dynamo theory. A naturally occurring electric generator in the Sun's interior produces electric currents and a magnetic field, ...
. As such, they are related to
sunspot Sunspots are temporary spots on the Sun's surface that are darker than the surrounding area. They are one of the most recognizable Solar phenomena and despite the fact that they are mostly visible in the solar photosphere they usually aff ...
s. * In
hydrodynamics In physics, physical chemistry and engineering, fluid dynamics is a subdiscipline of fluid mechanics that describes the flow of fluids – liquids and gases. It has several subdisciplines, including (the study of air and other gases in ...
,
convection Convection is single or Multiphase flow, multiphase fluid flow that occurs Spontaneous process, spontaneously through the combined effects of material property heterogeneity and body forces on a fluid, most commonly density and gravity (see buoy ...
patterns often involve periodic travelling waves. Specific instances include binary fluid convection and heated wire convection. * Patterns of periodic travelling wave form occur in the "printer's instability", in which the thin gap between two rotating acentric cylinders is filled with oil.P. Habdas, M. J. Case, J. R. de Bruyn (2001) "Behavior of sink and source defects in a one-dimensional traveling finger pattern", ''Phys. Rev. E'' 63: art.\ no.\ 06630
DOI:10.1103/PhysRevE.63.066305
/ref>


See also

*
Plane wave In physics Physics is the scientific study of matter, its Elementary particle, fundamental constituents, its motion and behavior through space and time, and the related entities of energy and force. "Physical science is that department of ...
*
Reaction–diffusion system Reaction–diffusion systems are mathematical models that correspond to several physical phenomena. The most common is the change in space and time of the concentration of one or more chemical substances: local chemical reactions in which the su ...
*
Wave In physics, mathematics, engineering, and related fields, a wave is a propagating dynamic disturbance (change from List of types of equilibrium, equilibrium) of one or more quantities. ''Periodic waves'' oscillate repeatedly about an equilibrium ...


References

{{reflist Wave mechanics