Soliton
A solitary wave is a localized "wave of translation" that arises from a balance between nonlinear and dispersive effects. In most types of solitary waves, the pulse width depends on the amplitude. A soliton is a solitary wave that behaves like a "particle", in that it satisfies the following conditions (Scott, 2005):
- It must maintain its shape when it moves at constant speed.
- When a soliton interacts with another soliton, it emerges from the "collision" unchanged except possibly for a phase shift.
That is, for a conservative (non-dissipative) system, a soliton is a solitary wave whose amplitude, shape, and velocity are conserved after a collision with another soliton. In Section 5, we provide code that is set up to show the collision between two soliton solutions of the Korteweg-de Vries (KdV) equation. We show the result of running this code in Figure 1 and Figure 2.
In the physics literature, the terms "soliton" and "solitary wave" are often used interchangeably. Solitary waves (and solitons) arise in both continuous systems such as the KdV equation and discrete systems such as the Toda lattice (Toda, 1967) (Toda, 1989) and in both one and multiple spatial dimensions. Key issues in studying solitary waves also include linear versus nonlinear (of course), integrable versus nonintegrable, persistent versus transient, asymptotics (i.e., consideration of time scales), localization in physical space versus Fourier space, and the effects of noise.
Although it seems that solitons are now sometimes taken for granted, they are in fact very special objects (Scott, 2005):
- Without the benefit of hindsight, it is absolutely amazing that solitons exist at all. One might have expected nonlinearity to destroy such structures, particularly in light of decades of experience with low-dimensional nonlinear dynamical systems.
- Many physical systems can be modeled quite successfully using equations that admit soliton solutions. Indeed, solitons and solitary waves have been observed in numerous situations and often dominate long-time behavior.
- Equations with soliton solutions have a profound mathematical structure.
Historical development
Let's start with a brief historical overview. For additional information, see (Heyerhoff 1997) (Scott, 2005).
The first recorded solitary wave was observed in the 1834 when a young engineer named John Scott Russell was hired for a summer job to investigate how to improve the efficiency of designs for barges that were designated to ply canals---particularly the Union Canal near Edinburgh, Scotland. One August day, the tow rope that was connecting the mules to the barge broke and the barge suddenly stopped---but the mass of water in front of its blunt prow "... rolled forward with great velocity, assuming the form of a large solitary elevation, a rounded, smooth and well defined heap of water, which continued its course along the channel without change of form or diminution of speed." (Russell, 1844)
Russell pursued this serendipitous observation and "... followed it [the launched 'Wave of Translation'] on horseback, and overtook it still rolling on at a rate of some eight or nine miles per hour, preserving its original form some thirty feet long and a foot to a foot and a half in height." He then conducted controlled laboratory experiments using a wave tank and quantified the phenomenon in an 1844 publication (Russell, 1844). He demonstrated four facts:
- The solitary waves that he observed had a hyperbolic secant shape.
- A sufficiently large initial mass of water can produce two or more independent near-solitary waves that separate in time.
- Solitary waves can cross each other "without change of any kind".
- In a shallow water channel of height \(h\ ,\) a solitary wave of amplitude \(A\) travels at a speed of \([g(A+h)]^{1/2}\ ,\) where \(g\) is the gravitational acceleration. That is, larger-amplitude waves move faster than smaller ones---a nonlinear effect.
In 1895, Dutch physicist Diederick Korteweg and his student Gustav de Vries (KdV) derived a nonlinear partial differential equation (PDE) (de Vries, 1895) (Scott, 2005), \[ \tag{1} \phi_t + \phi_{xxx} + 6\phi\phi_x = 0, \]
that now bears their name. Korteweg and de Vries argued that the KdV equation (1)
could describe Russell's experiments. Equation (1) shows that the rate of change of the wave's height in time is governed by the sum of two terms: a nonlinear one (the amplitude effect) and a dispersive one (the effect that causes waves of different wavelengths to travel with different velocities). Korteweg and de Vries found a periodic solution in addition to a solitary-wave solution that resembled the wave that Russell had followed. These solutions arose as a result of a balance between nonlinearity and dispersion. Their work and Russell's observations fell into obscurity and were ignored by mathematicians, physicists, and engineers studying water waves until 1965 when Norman Zabusky and Martin Kruskal published their numerical solutions of the KdV equation (and invented the term "soliton") (Zabusky, 1965). Kruskal derived (1) as an asymptotic (continuum) description of oscillations of unidirectional waves propagating on the "cubic" Fermi-Pasta-Ulam (FPU) nonlinear lattice (Fermi, 1955)(Porter, 2009b)(Weissert, 1997). Meanwhile, Morikazu Toda became the first to discover a soliton in a discrete, integrable system (the system is now referred to as the Toda lattice) (Toda, 1967).
In 1965, Gary Deem, Zabusky, and Kruskal (Deem, 1965) produced films that showed interacting solitary waves in an FPU lattice, the KdV equation, and a modified KdV equation; see the discussion in the review article (Zabusky, 1984). We depict the dynamics of solitons in the KdV equation in the space-time diagram of Figure 1. Robert Miura recognized the significance of this result and found an exact transformation between this modified KdV equation and equation (1) (Miura, 1976). This awakened the mathematical study of solitons, as Clifford Gardner, John Greene, Martin Kruskal, and Robert Miura in 1967 were able to solve the initial-value problem for the KdV equation by introducing the inverse scattering method (Miura, 1968)(Gardner, 1967)(Gardner, 1974), providing an appropriate notion of integrability for continuum frameworks. Vladimir Zakharov and Alexei Borisovich Shabat generalized the inverse scattering method in 1972 when they solved the nonlinear Schrödinger (NLS) equation, another model nonlinear PDE, demonstrating both its integrability and the existence of soliton solutions. In 1973, Mark Ablowitz, David Kaup, Alan Newell, and Harvey Segur demonstrated the existence of soliton solutions (and proved the integrability) of several other nonlinear PDEs, including the sine-Gordon equation (which was already known to be integrable based on Albert Backlünd's 19th century investigations of surfaces with constant negative Gaussian curvature). Other researchers have subsequently derived other integrable PDEs (in both one and multiple spatial dimensions) and constructed accompanying soliton solutions. As the Kadomtsev-Petviashvili (KP) equation illustrates (see Section 3), one needs to be more nuanced as to what constitutes a "soliton" in multiple spatial dimensions. When studying solitary waves in nonintegrable equations, analytical techniques typically rely on perturbative methods, asymptotic analysis, and/or variational approximations (Kivshar, 1989) (Scott, 2005) An important example of a nonintegrable system with exact solutions for isolated solitary waves are the coupled mode equations for fiber Bragg gratings in optics.
Research on solitary waves and solitons remains one of the most vibrant areas of mathematics and physics (Scott, 2005). It has had a broad and far-reaching impact in myriad fields ranging from the purest mathematics to experimental science. This has led to crucial results in integrable systems, nonlinear dynamics, optics, biophysics, supersymmetry, and more. Later in this article, we will discuss some of the types and applications of solitary waves. First, we construct soliton solutions to (1).
Explicit construction of the KdV soliton
It is illustrative to demonstrate the construction of the soliton solution of the KdV equation (1) explicitly. We start with the ansatz \[ \tag{2} \phi = \psi(y)\,, \qquad y = x - Ut, \]
which describes a wave translating with speed \(U\ .\) Inserting this into (1) yields \[ \tag{3} -U\psi' + \psi''' + 6\psi\psi' = 0, \]
where \(' \equiv \frac{d}{dy}\ .\) Integrating (3) and then multiplying the resulting equation by \(\psi '\) and integrating again yields \[ \tag{4} -\frac{U}{2}\psi^2 + \frac{1}{2}(\psi')^2 + \psi^3 + G_1\psi + G_2 = 0, \] where \(G_1\) and \(G_2\) are constants of integration.
We want a solution in the form of a localized pulse, so we need \(\psi\ ,\) \(\psi '\ ,\) and all higher derivatives to vanish as \(y \rightarrow \pm \infty\ .\) This implies that \(G_1 = G_2 = 0\ .\) [If one keeps nonzero constants, one can instead derive extended waves in the form of elliptic functions (Whitham, 1974).] This gives \[ \tag{5} -\frac{U}{2}\psi^2 + \frac{1}{2}(\psi')^2 + \psi^3 = 0. \]
Solving (5) by separation of variables yields \[ \tag{6} \phi(x,t) = \frac{U}{2}{\rm sech}^2\left\{\frac{\sqrt{U}}{2}(x-Ut-x_0)\right\}, \]
where \(x_0\) is a constant. We depict the solution (6) in Figure 4.
The solitary wave menagerie
Since the discovery of solitary waves and solitons, a menagerie of localized pulses has been investigated in both one dimension and multiple spatial dimensions (Scott, 2005), though one must be nuanced when considering what constitutes a solitary wave (or even a localized solution) in multiple spatial dimensions. Many localized pulses have been given a moniker ending in "on" for conciseness, although they do not in general have similar interaction properties as solitons. The most prominent examples include the following:
- Envelope Solitons (Scott, 2005): Solitary-wave descriptions of the envelopes of waves, such as those that arise from the propagation of modulated plane waves in a dispersive nonlinear medium with an amplitude-dependent dispersion relation. One typically uses the descriptor bright to describe solitary waves whose peak intensity is larger than the background (reflecting applications in optics) and the descriptor dark to describe solitary waves with lower intensity than the background.
- Solitary waves with discontinuous derivatives: Examples of such solitary waves include compactons (Rosenau, 2005), which have finite (compact) support, and peakons (Camassa, 1993), whose peaks have a discontinuous first derivative. There have also been studies of cuspons (Scott, 2005), which have a singularity in the first derivative rather than simply a discontinuity.
- Gap solitons (Scott, 2005)(Carretero-González, 2008): Solitary waves that occur in finite gaps in the spectrum of continuous systems. For example, gap solitons have been studied rather thoroughly in NLS equations with spatially periodic potentials and have been observed experimentally in the context of both nonlinear optics and Bose-Einstein condensation.
- Intrinsic Localized Modes (ILMs) (Campbell, 2004)(Flach, 2008): ILMs, or discrete breathers, are extremely spatially-localized, time-periodic, stable or very long-lived excitations in spatially extended, discrete, periodic (or quasiperiodic) systems. (At present, it is not clear whether analogous time-quasiperiodic solutions can be constructed for general lattice equations.) ILMs, which are localized in real space, arise in a large variety of nonlinear lattice models and are typically independent of the number of spatial dimensions of the lattice, the size of the lattice (which is, however, assumed to be large), and (for the most part) the precise choice of nonlinear forces acting on the lattice. The mechanism that permits the existence of ILMs has been understood theoretically for more than a decade, and such waves have now been observed in a wide variety of physical systems.
- \(q\)-breathers (Mishagin, 2008)(Flach, 2008)(Flach, 2005)(Checin, 2002)(Checin, 2005): Exact time-periodic solutions of spatially extended nonlinear systems that are continued from the normal modes of a corresponding linear system. In contrast to ILMs, \(q\)-breathers are localized in normal-mode (Fourier) space, so that almost all of the energy is locked into a single Fourier mode for all time. (The label \(q\) refers to the wave number of the normal mode.) They also provide the best-known explanation for FPU recurrences.
- Topological Solitons (Scott, 2005): Solitons, such as some solutions to the sine-Gordon equation, that emerge because of topological constraints. One example is a skyrmion, which is the solitary-wave solution of a nuclear model whose topological charge is the baryon number. Other examples include domain walls, which refer to interfaces that separate distinct regions of order and which form spontaneously when a discrete symmetry (such as time-reversal symmetry) is broken, screw dislocations in crystalline lattices, and the magnetic monopole. One-dimensional topological solitons are necessarily kinks, which we discuss below.
- Kinks (Scott, 2005): The only one-dimensional topological solitary wave, it represents a twist in the value of a solution and causes a transition from one value to another. Kinks can sometimes be represented using heteroclinic orbits, whereas pulse-like solitary waves can sometimes be represented using homoclinic orbits. Kinks are sometimes used to represent domain walls.
- Vortex Solitons (Kevrekidis, 2008) (Scott, 2005): A term often applied to phenomena such as vortex rings (a moving, rotating, toroidal object) and vortex lines (which are always tangent to the local vorticity). Coherent vortex-like structures also arise in dissipative systems.
- Dissipative Solitons (Cross, 1993) (Scott, 2005)(Purwins, 2005): Stable localized structures that arise in spatially extended dissipative systems. They are often studied in the context of nonlinear reaction-diffusion systems.
- Oscillons (Umbanhowar, 1996): A localized standing wave that arises in granular and other dissipative media that results from, e.g., the vertical vibration of a plate topped by a layer of free particles.
- Higher-Dimensional Solitary Waves (Scott, 2005): Solitary waves and other localized (and partially localized) structures have also been studied in higher-dimensional settings. One example of a genuine two-dimensional soliton is the "lump" solution of the KP equation of the first type (i.e., the KP1 equation). This type of soliton decays algebraically rather than exponentially and is sometimes described as "weakly localized". The KP1 equation also has unstable line soliton solutions (a generalization of the soliton solutions of the KdV equation), which decay exponentially in all but a finite number of directions. The KP equation of the second type (i.e., the KP2 equation) differs from the KP1 equation in that it has the opposite sign in front of its diffusion term. The KP2 equation has stable line-soliton solutions, which (unlike line solitons in the KP1 equation) can merge with each other to form a single line soliton (which can, in turn, disintegrate into two separate line solitons).
Numerous generalizations of the above examples have also been investigated, as one can consider chains of solitons, discrete analogs of the above examples (such as discrete vortex solitons), semi-discrete examples (such as spatiotemporal solitary waves in arrays of optical fibers), one type of soliton "embedded" in another type, solitary waves in nonlocal media, quantum solitary waves, and more.
Applications
Solitary waves of all flavors arise ubiquitously in fluid mechanics, optics, atomic physics, biophysics, and more (Scott, 2005)(Dauxois, 2006)(Porter, 2009b)(Remoissenet, 1999). It is impossible to discuss these manifestations exhaustively, so we show a few exciting figures and restrict ourselves to brief discussions of some of our favorite examples:
- Nonlinear Optics (Scott, 2005)(Agrawal, 1995)(Porter, 2009c)(Efremidis, 2003)(Stegeman, 1999)(Segev, 1992): Solitary waves are omnipresent in nonlinear optics. There have been extensive experimental and theoretical investigations about both spatial solitary waves, in which nonlinearity balances diffraction, and temporal solitary waves, in which nonlinearity balances dispersion. From a mathematical perspective, continuous nonlinear Schrödinger (NLS) equations are among the hallmark models in nonlinear optics, as they describe dispersive envelope waves (via solitary-wave solutions of the NLS) of the electric field in optical bers, and discrete NLS (DNLS) equations can be used to describe the dynamics of pulses in, e.g., optical waveguide arrays and photorefractive crystals. Classes of solitary waves known as second-harmonic generation (SHG) solitary waves, which are so-named because they occur in \(\chi^2\) (second-order nonlinearity) materials in optics, have been created experimentally in both spatial and temporal domains (Di Trapani, 1998). Such materials have also been used to provide perhaps the only experimental generation of spatiotemporal solitary waves, in which there is a simultaneous balance of diffraction by self-focusing modulation and dispersion by phase modulation (Liu, 1999). There have also been numerous studies of light bullets, which are three-dimensional localized pulses in self-focusing media with anomalous group dispersion. The properties of optical solitary waves can be manipulated experimentally through both "dispersion management" and "nonlinearity management" (Malomed, 2005)(Centurion, 2006).
- Bose-Einstein Condensates (BECs) (Kevrekidis, 2008)(Carretero-González, 2008)(Porter, 2009c): At very low temperatures, particles in a dilute Bose gas can occupy the same quantum (ground) state, forming a BEC, a coherent cloud of atoms which appears as a sharp peak in both position and momentum space. As the gas is cooled, a large fraction of the atoms in the gas condense via a quantum phase transition, which occurs when the wavelengths of individual atoms overlap and behave identically. The macroscopic dynamics of BECs near zero temperature is modeled by an NLS equation known as the Gross-Pitaevskii (GP) equation. BEC solitary waves of numerous types have also been modeled using other models, such as DNLS equations. Because of the similarity of the model equations, many of the solitary-wave phenomena that were originally studied in the context of nonlinear optics arise here as well, and the extreme tunability of BECs has been a major boon for both theoretical and experimental studies. For example, bright solitary waves were created in \(^{7}\)Li atoms (Khaykovich, 2002)(Strecker, 2002) and gap solitons have been created in \(^{87}\)Rb (Eiermann, 2004). Additionally, there have been several theoretical studies on manipulating the properties of solitary waves in BECs via nonlinearity management (which can be achieved in principle by exploiting the properties of Feshbach resonances) (Malomed, 2005). Many novel types of solitary-wave structures have now been created in BEC laboratories, and research on nonlinear waves in BECs continues to develop at a rapid pace. One of the most important current experimental challenges for work on solitary waves in BECs (and also nonlinear optics) is the creation of stable two-dimensional and three-dimensional solitary waves in the presence of cubic self-focusing nonlinearity, as such structures must be stabilized in order to prevent them from collapsing (in accord with theoretical predictions).
- Water Waves (Scott, 2005)(Whitham, 1974)(Kharif, 2009)(El, 2002): Russell's "wave of translation" was a water-wave soliton, and (as discussed above) Korteweg and de Vries derived their nonlinear wave equation to describe the shallow water waves that Russell had observed. The KdV equation arises in the long-wavelength limit, and shallow-water solitary waves have been the subject of numerous laboratory experiments. Solitary waves also arise in deep water, as shown by the pioneering work of Vladimir Zakharov who derived an envelope wave description whose limiting case satisfies an NLS equation (Zakharov, 1968). Additionally, solitary-wave solutions have been constructed in more sophisticated models in fluid dynamics, and there has been a lot of work on myriad types of solitary waves. For instance, various scientists have attempted to explain the large and seemingly spontaneous freak waves (or rogue waves) as solitary waves. Additionally, tidal bores have been explained in terms of dispersive shock waves, which consist of a front followed by a train of solitary waves. Other interesting studies have focused on turbulent velocity fields that can arise from the breaking of solitary waves (Ting, 2008), 3D vortex structures under breaking waves (Watanabe, 2005), and the spilling and plunging of waves (Jensen, 2005).
- Biophysics (Scott, 2005)(Davydov, 1982)(Scott, 1992)(Peyrard, 2004)(Campbell, 2004): There have been some attempts to use solitary-wave descriptions to describe various biophysical phenomena. One example is the Davydov soliton, which satisfies an equation that was designed to model energy transfer in hydrogen-bonded spines that stabilize protein \(\alpha\)-helices. The Davydov soliton represents a state composed of an excitation of amide-I and its associated hydrogen-bond distortion. It has been used to describe a local conformational change of the DNA \(\alpha\)-helix, and there now exists experimental evidence of such states. Another type of DNA solitary wave was introduced by Peyrard and Bishop, who interpreted solitary-wave solutions of a model for DNA denaturization as bubbles that appear in the DNA structure as temperature is increased. The Peyrard-Bishop model also admits ILM solutions, and ILMs have also been investigated both theoretically and experimentally in the context of biopolymers. Using a model similar to Davydov's, local modes in molecular crystals have also been described using solitary waves. More controversially, solitary waves have recently been used in neuroscience as an alternative to the accepted Hodgkin-Huxley model to describe the traveling of signals along a cell's membrane (Heimburg, 2005).
- Microelectromechanical (MEM) and Nanoelectromechanical (NEM) Devices (Campbell, 2004)(Sato, 2003)(Kenig, 2009): Among the primary classes of systems in which ILMs have been studied are MEMs or NEMs consisting of arrays of nonlinear oscillators (such as cantilevers).
- Josephson Junctions (Scott, 2005)(Campbell, 2004): A Josephson junction is a nonlinear oscillator consisting of two weakly coupled superconductors that are connected by a non-conducting barrier. Such junctions might prove to be important for producing quantum-mechanical circuits such as superconducting quantum interference devices (SQUIDs). Additionally, some of the most visually striking ILMs have been observed in arrays of Josephson junctions. The first experimental realization of an array of such junctions revealed excitations that arose from spatially localized voltage drops at particular junctions as a homogeneous DC bias current traversed an annular array. Solitary waves in "long Josephson junctions", which are much longer than the intrinsic length scale known as the Josephson penetration depth (which is of the order 1--1000 \(\mu\)m), are known as fluxons because they contain one quantum of magnetic flux.
- Granular Crystals (Sen, 2008)(Nesterenko, 2001)(Boechler, 2010): Granular crystals consist of a tightly-packed array of solid particles that deform when they contact each other. They are modeled by an FPU-like set of equations with an asymmetric potential (there is only a force when the particles are squeezing each other) arising from the Hertzian description for contact between elastic particles. Granular crystals exhibit a highly nonlinear dynamic response, and the equations of motion give zero when they are linearized (although additional, linear forces, such as gravity and precompression, can also be included with appropriate experimental setups). Taking a long-wavelength asymptotic limit of the equations of motion gives a partial differential equation whose only diffusion term is nonlinear. This equation admits traveling compacton solutions that closely match waves that have observed experimentally. Other types of solitary waves, including ILMs, have been observed in the presence of precompression.
- Surface Waves (Scott, 2005)(Cross, 1993)(Umbanhowar, 1996): Numerous interesting nonlinear wave phenomena can occur on the surface of a "continuum" (e.g., fluids, solids, and appropriate granular materials---which can often be modeled using continuum descriptions), and some of them admit solitary-wave descriptions. Although it can be applied more broadly, the term surface wave is often used to refer to a relatively specific class of examples. These include the pattern-forming standing waves called Faraday waves that form, e.g., on the surface of continua housed in vertically vibrated receptacles [similar phenomena have now also been seen in other settings, such as BECs (Engels, 2007) ]; soliton-like oscillons that switch between peaks and craters and have been demonstrated in vertically-vibrated plates of granular materials, viscous fluids, and colloids; and acoustic surface waves, which travel along the surfaces of solid materials.
- Plasmas (Scott, 2005)(Kourakis, 2005): One of the convenient testbeds to study the dynamics of solitary waves has been plasmas, which consist of a large number of charged particles. For example, the KdV equation has been used to describe the local ion density (reflecting the local departure of the charge from neutrality) in a perturbation of the charge density. Other equations that admit soliton and solitary-wave solutions, including the Kadomtsev-Petviashvili (KP) equations and more complicated variants of both the KdV and KP equations, are also prominent in the study of plasmas. Dusty plasmas, which contain small suspended particles, have been modeled using nonlinear oscillator chains that admit several types of solitary-wave solutions (such as ILMs).
- Field Theory (Deligne, 1999)(Rajaraman, 1987)(Manton, 2001)(Mason, 1997)(Coleman, 1985): Solitons and their relatives, such as instantons, are also important in both classical and quantum field theory. Topological solitons such as monopoles, kinks, vortices, and skyrmions are key to the modern understanding of field theory. (Non-topological solitons such as Q-balls have generally played a less central role than their topological counterparts.) In \((1 + 1)\)-dimensional quantum field theory, topological soliton solutions of the sine-Gordon equation can be mapped to elementary excitations of the Thirring model (an exactly solvable quantum field theory). This provides a toy model for more physically relevant examples in which the role of solitons is played by magnetic monopoles that can be mapped to electrically charged elementary particles via an equivalence that is given the name strong-weak duality or, more commonly, S-duality. S-duality is also an essential feature of string theory. Instantons give non-perturbative corrections to path integrals, and they play a crucial role in quantum field theory (especially in tunneling phenomena). Because of their algebraic structure, topological instantons can sometimes be constructed explicitly using methods from subjects such as twistor theory. Topological solitons also arise in various parts of string theory and supergravity (such as in studies of \(D\)-branes and \(NS\)-branes), as well as in the study of defects such as domain walls and cosmic strings.
- Bulk Solitary Waves in Solid Waveguides (Samsonov, 2001)(Porubov, 2005)(Khusnutdinova, 2008): Elastic rods, plates, and layered structures are ubiquitous in modern constructions and devices. Nonlinearity can arise both from finite values of strain ("geometric nonlinearity") and from material properties ("physical nonlinearity"). Longitudinal bulk ("density") solitary waves can propagate in solid waveguides when nonlinearity is balanced by spatial dispersion due to the non-negligible transverse size of a waveguide. In the simplest cases, the solitary waves can be modelled as solutions of a "doubly dispersive" Boussinesq-type equation that contains two kinds of dispersion terms of the same order of magnitude. In contrast to linear waves and shock waves, bulk solitary waves in homogeneous solid waveguides do not exhibit significant decay or shape transformation, which suggests that these waves could be used for nondestructive testing of inhomogeneous waveguides. Splitting ("delamination") in a layered waveguide results in generation of a train of solitary waves from a single incident solitary wave. This has been observed in experiments using holographic interferometry (Dreiden, 2010).
MATLAB code
% kdv.m - Solve KdV equation by Fourier spectral/ETDRK4 scheme % A.-K. Kassam and L. N. Trefethen 4/03 % % This code solves the Korteweg-de Vries eq. u_t+uu_x+u_xxx=0 % with periodic BCs on [-pi,pi] and initial condition given by % a pair of solitons. The curve evolves up to t=0.005 and at % the end u(x=0) is printed to 6-digit accuracy. Changing N % to 384 and h to 2.5e-7 improves this to 10 digits but takes % four times longer. % Set up grid and two-soliton initial data: N = 256; x = (2*pi/N)*(-N/2:N/2-1)'; A = 25; B = 16; u = 3*A^2*sech(.5*(A*(x+2))).^2+3*B^2*sech(.5*(B*(x+1))).^2; p = plot(x,u,'linewidth',3); axis([-pi pi -200 2200]), grid on % Precompute ETDRK4 scalar quantities (Kassam-Trefethen): h = 1e-6; % time step k = [0:N/2-1 0 -N/2+1:-1]'; % wave numbers L = 1i*k.^3; % Fourier multipliers E = exp(h*L); E2 = exp(h*L/2); M = 64; % no. pts for complex means r = exp(2i*pi*((1:M)-0.5)/M); % roots of unity LR = h*L(:,ones(M,1))+r(ones(N,1),:); Q = h*mean( (exp(LR/2)-1)./LR ,2); f1 = h*mean((-4-LR+exp(LR).*(4-3*LR+LR.^2))./LR.^3,2); f2 = h*mean( (4+2*LR+exp(LR).*(-4+2*LR))./LR.^3,2); f3 = h*mean((-4-3*LR-LR.^2+exp(LR).*(4-LR))./LR.^3,2); g = -.5i*k; % Time-stepping by ETDRK4 formula (Cox-Matthews): set(gcf,'doublebuffer','on') disp('press <return> to begin'), pause % wait for user input t = 0; step = 0; v = fft(u); while t+h/2 < .005 step = step+1; t = t+h; Nv = g.*fft(real(ifft(v)).^2); a = E2.*v+Q.*Nv; Na = g.*fft(real(ifft(a)).^2); b = E2.*v+Q.*Na; Nb = g.*fft(real(ifft(b)).^2); c = E2.*a+Q.*(2*Nb-Nv); Nc = g.*fft(real(ifft(c)).^2); v = E.*v+(Nv.*f1+(Na+Nb).*f2+Nc.*f3); if mod(step,25)==0 u = real(ifft(v)); set(p,'ydata',u) title(sprintf('t = %7.5f',t),'fontsize',18), drawnow end end text(-2.4,900,sprintf('u(0) = %11.7f',u(N/2+1)),... 'fontsize',18,'color','r')
Acknowledgements
We thank Margaret Beck, Paul Bressloff, Zhigang Chen, Chiara Daraio, Lars English, Roger Grimshaw, Atle Jensen, Panos Kevrekidis, Karima Khusnutdinova, Ron Lifshitz, Boris Malomed, Lionel Mason, John Ockendon, Dmitry Pelinovsky, Alexander Samsonov, and Donald Spector for useful comments. We thank Eric Cornell, Galina Dreiden, Chris Eilbeck, Peter Engels, Lars English, Irina Semenova, Paul Umbanhowar, and Xiaosheng Wang for permission to use figures and Nick Trefethen for permission to use code. We also thank Bernard Deconinck and Boris Malomed for the comments in their reviews of the initial submitted version of this article.
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Books and Book Chapters
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- Dauxois, T and Peyrard, M (2006). Physics of Solitons, Cambridge University Press, Cambridge, UK.
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- Drazin, P G and Johnson, R S (1996). Solitons: An Introduction, Cambridge University Press, Cambridge, UK.
- Faddeev, L D; Takhtajan, L A and Reyman, A G (2007). Hamiltonian Methods in the Theory of Solitons, Springer-Verlag, Berlin, Germany.
- Filippov, A T (2000). The Versatile Soliton Springer-Verlag, Berlin, Germany.
- Gallavotti, G (2008). The Fermi-Pasta-Ulam Problem: A Status Report, Lecture Notes in Physics, Vol. 728, Springer-Verlag, Berlin, Germany.
- Heyerhoff, M (1997). The History of the Early Period of Soliton Theory, available here, in English and German.
- Kevrekidis, P G; Frantzeskakis, D J and Carretero-González, R (2008). Emergent Phenomena in Bose-Einstein Condensates: Theory and Experiment, Springer-Verlag, Berlin, Germany.
- Kharif, C; Pelinovsky, E and Slunyaev, A (2009). Rogue Waves in the Ocean, Springer-Verlag, Berlin, Germany.
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- Purwins, H G; Bödeker, H U and Liehr, A W (2005). Dissipative Solitons in Reaction-Diffusion Systems, in Dissipative Solitons (N. Akhmediev, A. Ankiewicz, Eds.), Lecture Notes in Physics, Springer-Verlag, Berlin, Germany.
- Rajaraman, R (1987). Solitons and Instantons: An Introduction to Solitons and Instantons in Quantum Field Theory, North-Holland Personal Library, Amsterdam, The Netherlands.
- Remoissenet, M (1999). Waves Called Solitons: Concepts and Experiments, 3rd edition, Springer-Verlag, Berlin, Germany.
- Russell, J S (1885). The Wave of Translation in the Oceans of Water, Air and Ether, Trübner & Co., London, UK .
- Samsonov, A M (2001). Strain Solitons in Solids and How to Construct Them, Chapman & Hall/CRC, Boca Raton, FL.
- Scott, A C (2005). Encyclopedia of Nonlinear Science, Routledge, Taylor & Francis Group, New York, NY.
- Scott, A C (2007). The Nonlinear Universe, Springer-Verlag, Berlin, Germany.
- Toda, M (1989). Nonlinear Waves and Solitons, Springer-Verlag, Berlin, Germany.
- Weissert, T P (1997). The Genesis of Simulation in Dynamics: Pursuing the Fermi-Pasta-Ulam Problem, Springer-Verlag, Berlin, Germany.
- Whitham, G B (1974). Linear and Nonlinear Waves, Wiley-Interscience, New York NY.
- Grimshaw, R (2005). Nonlinear waves in Fluids: Recent Advances and Modern Applications, Springer-Verlag, Berlin, Germany.
Films
- Deem, G S; Zabusky, N J and Kruskal, M D (1965). Formation, Propagation, and Interaction of Solitons: Numerical Solutions of Differential Equations Describing Wave Motion in Nonlinear Dispersive Media Film Library of the Bell Telephone Laboratories, Inc., Whippany, NJ.
Recommended reading
Some useful books, review articles, and expository articles on solitary waves are the following:
- D. K. Campbell, S. Flach, Yu. S. Kivshar, Localizing Energy Through Nonlinearity and Discreteness, Physics Today 57(1):43-49 (2004).
- T. Dauxois, M. Peyrard, Physics of Solitons, Cambridge University Press, Cambridge, UK (2006).
- P. G. Drazin, R. S. Johnson, Solitons: An Introduction, Cambridge University Press, Cambridge, UK (1996).
- A. T. Filippov, The Versatile Soliton, Springer-Verlag, Berlin, Germany (2000).
- M. A. Porter, N. J. Zabusky, B. Hu, D. K. Campbell, Fermi, Pasta, Ulam and the Birth of Experimental Mathematics, American Scientist 97(6):214-222 (2009).
- M. Remoissenet, Waves Called Solitons: Concepts and Experiments, 3rd edition, Springer-Verlag, Berlin, Germany (1999).
- A. C. Scott (Ed.), Encyclopedia of Nonlinear Science, Routledge, Taylor & Francis Group, New York, NY (2005).
- A. C. Scott, The Nonlinear Universe, Springer-Verlag, Berlin, Germany (2007).
- G. B. Whitham, Linear and Nonlinear Waves, Wiley-Interscience, New York, NY (1974).
External links
- Wikipedia entry for soliton (Also see the links therein).
- Wikipedia entry for Category:Solitons
- Recreation of John Scott Russell's soliton at the Union Canal in Edinburgh
- The soliton web page maintained by Heriot-Watt University
- Discrete breather animation
- Soliton Laboratory
- Solitons and Soliton Collisions
- Optical Lattice Solitons (didactic article)
- Video of Two-Soliton Solution of KdV Equation (from this website, you can find other interesting soliton videos.)
- Solitons from the Korteweg-de Vries Equation (see also the related demonstrations that are linked on this site.)
- Solitons & Nonlinear Wave Equations
- The Toda Lattice
- An explicitly solvable nonlinear wave equation
- Dispersive PDE wiki
- Wikiwaves (the water waves wiki)
- Quantum Optics at San Jose State University: Movies and Animations
See also
The following scholarpedia articles are germane to the present discussion:
- Nonlinear Schrodinger systems: continuous and discrete
- Kadomtsev-Petviashvili equation
- Fermi-Pasta-Ulam nonlinear lattice oscillations
- Fermi Pasta Ulam systems (FPU): mathematical aspects
- Linear and nonlinear waves
- Dispersive shock waves
- Dynamical systems
- Hamiltonian systems
- Korteweg-de Vries equation and its inverse scattering method
- Partial differential equation
- Compactons
- MATLAB
- Nonlinear optics and photonics: solitons and localized structures
- Bose condensation: mathematical aspects
- Discrete breathers