Integrable Systems
Integrable Systems
1.II.31D
Part II, 2005 commentLet satisfy the linear singular integral equation
where denotes the principal value integral and denotes a counterclockwise smooth closed contour, enclosing the origin but not the points .
(a) Formulate the associated Riemann-Hilbert problem.
(b) For this Riemann-Hilbert problem, find the index, the homogeneous canonical solution and the solvability condition.
(c) Find .
2.II.31C
Part II, 2005 commentSuppose satisfies the equation
where etc.
(a) Find the 1-soliton solution.
[You may use, without proof, the indefinite integral .]
(b) Express the self-similar solution of the equation in terms of a solution, denoted by , of the Painlevé II equation.
(c) Using the Ansatz
find a particular solution of the mKdV equation in terms of a solution of the Airy equation
3.II.31A
Part II, 2005 commentLet be an off-diagonal matrix. The matrix NLS equation
admits the Lax pair
where is a matrix and denotes the matrix commutator.
Let be a matrix-valued function decaying as . Let satisfy the -matrix Riemann-Hilbert problem
(a) Find expressions for and , in terms of the coefficients in the large expansion of , so that solves
and
(b) Use the result of (a) to establish that
(c) Show that the above results provide a linearization of the matrix NLS equation. What is the disadvantage of this approach in comparison with the inverse scattering method?
1.II.31E
Part II, 2006 comment(a) Let satisfy the heat equation
Find the function , which depends linearly on , such that the heat equation can be written in the form
Use this equation to construct a Lax pair for the heat equation.
(b) Use the above result, as well as the Cole-Hopf transformation, to construct a Lax pair for the Burgers equation
(c) Find the second-order ordinary differential equation satisfied by the similarity solution of the so-called cylindrical equation:
2.II.31E
Part II, 2006 commentLet satisfy the singular integral equation
where denotes the circle of radius 2 centred on the origin, denotes the principal value integral and is a constant. Derive the associated Riemann-Hilbert problem, and compute the canonical solution of the corresponding homogeneous problem.
Find the value of such that exists, and compute the unique solution if takes this value.
3.II.31E
Part II, 2006 commentThe solution of the initial value problem of the equation is given by
where the scalar function can be obtained by solving the following RiemannHilbert problem:
and are the boundary values of functions of that are analytic for and tend to unity as . The functions and can be determined from the initial condition .
Assume that can be written in the form
where as a function of is analytic for and tends to unity as and are constants and .
(a) By solving the above Riemann-Hilbert problem find a linear equation relating and .
(b) By solving this equation explicitly in the case that and letting , compute the one-soliton solution.
(c) Assume that is such that has a simple zero at . Discuss the dominant form of the solution as and .
1.II.31E
Part II, 2007 comment(i) Using the Cole-Hopf transformation
map the Burgers equation
to the heat equation
(ii) Given that the solution of the heat equation on the infinite line with initial condition is given by
show that the solution of the analogous problem for the Burgers equation with initial condition is given by
where the function is to be determined in terms of .
(iii) Determine the ODE characterising the scaling reduction of the spherical modified Korteweg-de Vries equation
2.II.31E
Part II, 2007 commentSolve the following linear singular equation
where denotes the unit circle, and denotes the principal value integral.
3.II.31E
Part II, 2007 commentFind a Lax pair formulation for the linearised NLS equation
Use this Lax pair formulation to show that the initial value problem on the infinite line of the linearised NLS equation is associated with the following Riemann-Hilbert problem
By deforming the above problem obtain the Riemann-Hilbert problem and hence the linear integral equation associated with the following system of nonlinear evolution PDEs
1.II.31C
Part II, 2008 commentDefine an integrable system in the context of Hamiltonian mechanics with a finite number of degrees of freedom and state the Arnold-Liouville theorem.
Consider a six-dimensional phase space with its canonical coordinates , , and the Hamiltonian
where and where is an arbitrary function. Show that both and are first integrals.
State the Jacobi identity and deduce that the Poisson bracket
is also a first integral. Construct a suitable expression out of to demonstrate that the system admits three first integrals in involution and thus satisfies the hypothesis of the Arnold-Liouville theorem.
2.II.31C
Part II, 2008 commentDescribe the inverse scattering transform for the equation, paying particular attention to the Lax representation and the evolution of the scattering data.
[Hint: you may find it helpful to consider the operator
3.II.31C
Part II, 2008 commentLet and be matrix-valued functions of depending on the auxiliary parameter . Consider a system of linear PDEs
where is a column vector whose components depend on . Derive the zero curvature representation as the compatibility conditions for this system.
Assume that
and show that (1) is compatible if the function satisfies the PDE
for some which should be determined.
Show that the transformation
forms a symmetry group of the PDE (2) and find the vector field generating this group.
Find the ODE characterising the group-invariant solutions of (2).
Paper 3, Section II, B
Part II, 2009 commentConsider the partial differential equation
where and are non-negative integers.
(i) Find a Lie point symmetry of of the form
where are non-zero constants, and find a vector field generating this symmetry. Find two more vector fields generating Lie point symmetries of (*) which are not of the form and verify that the three vector fields you have found form a Lie algebra.
(ii) Put in a Hamiltonian form.
Paper 1, Section II, B
Part II, 2009 commentLet be a smooth function on a -dimensional phase space with local coordinates . Write down the Hamilton equations with the Hamiltonian given by and state the Arnold-Liouville theorem.
By establishing the existence of sufficiently many first integrals demonstrate that the system of coupled harmonic oscillators with the Hamiltonian
where are constants, is completely integrable. Find the action variables for this system.
Paper 2, Section II, B
Part II, 2009 commentLet be a Schrödinger operator and let be another differential operator which does not contain derivatives with respect to and such that
Show that the eigenvalues of are independent of , and deduce that if is an eigenfunction of then so is . [You may assume that is self-adjoint.]
Let be an eigenfunction of corresponding to an eigenvalue which is nondegenerate. Show that there exists a function such that
Assume
where are functions. Show that the system is equivalent to a pair of first order matrix PDEs
where and are matrices which should be determined.
Paper 1, Section II, E
Part II, 2010 commentDefine a Poisson structure on an open set in terms of an anti-symmetric matrix , where . By considering the Poisson brackets of the coordinate functions show that
Now set and consider , where is the totally antisymmetric symbol on with . Find a non-constant function such that
Consider the Hamiltonian
where is a constant symmetric matrix and show that the Hamilton equations of motion with are of the form
where the constants should be determined in terms of .
Paper 2, Section II, E
Part II, 2010 commentConsider the Gelfand-Levitan-Marchenko (GLM) integral equation
with , where are positive constants and are constants. Consider separable solutions of the form
and reduce the GLM equation to a linear system
where the matrix and the vector should be determined.
How is related to solutions of the equation?
Set where are constants. Show that the corresponding one soliton solution of the equation is given by
[You may use any facts about the Inverse Scattering Transform without proof.]
Paper 3, Section II, E
Part II, 2010 commentConsider a vector field
on , where and are constants. Find the one-parameter group of transformations generated by this vector field.
Find the values of the constants such that generates a Lie point symmetry of the modified equation ( )
Show that the function given by satisfies the KdV equation and find a Lie point symmetry of corresponding to the Lie point symmetry of which you have determined from .
Paper 1, Section II, A
Part II, 2011 commentDefine a finite-dimensional integrable system and state the Arnold-Liouville theorem.
Consider a four-dimensional phase space with coordinates , where and is periodic with period . Let the Hamiltonian be
Show that the corresponding Hamilton equations form an integrable system.
Determine the sign of the constant so that the motion is periodic on the surface . Demonstrate that in this case, the action variables are given by
where are positive constants which you should determine.
Paper 2, Section II, A
Part II, 2011 commentConsider the Poisson structure
where are polynomial functionals of . Assume that tend to zero as .
(i) Show that .
(ii) Write down Hamilton's equations for corresponding to the following Hamiltonians:
(iii) Calculate the Poisson bracket , and hence or otherwise deduce that the following overdetermined system of partial differential equations for is compatible:
[You may assume that the Jacobi identity holds for (1).]
(iv) Find a symmetry of (3) generated by for some constant which should be determined. Construct a vector field corresponding to the one parameter group
where should be determined from the symmetry requirement. Find the Lie algebra generated by the vector fields .
Paper 3, Section II, A
Part II, 2011 commentLet and be matrix-valued functions. Consider the following system of overdetermined linear partial differential equations:
where is a column vector whose components depend on . Using the consistency condition of this system, derive the associated zero curvature representation (ZCR)
where denotes the usual matrix commutator.
(i) Let
Find a partial differential equation for which is equivalent to the .
(ii) Assuming that and in do not depend on , show that the trace of does not depend on , where is any positive integer. Use this fact to construct a first integral of the ordinary differential equation
Paper 3, Section II, D
Part II, 2012 commentConsider a one-parameter group of transformations acting on
where is a group parameter and are constants.
(a) Find a vector field which generates this group.
(b) Find two independent Lie point symmetries and of the
which are of the form (1).
(c) Find three functionally-independent invariants of , and do the same for . Find a non-constant function which is invariant under both and .
(d) Explain why all the solutions of (2) that are invariant under a two-parameter group of transformations generated by vector fields
are of the form , where is a function of one variable. Find an ODE for characterising these group-invariant solutions.
Paper 2, Section II, D
Part II, 2012 commentConsider the equation for the function
(a) Write equation (1) in the Hamiltonian form
where the functional should be given. Use equation (1), together with the boundary conditions and as , to show that is independent of .
(b) Use the Gelfand-Levitan-Marchenko equation
to find the one soliton solution of the KdV equation, i.e.
[Hint. Consider , with , where are constants, and should be regarded as a parameter in equation (2). You may use any facts about the Inverse Scattering Transform without proof.]
Paper 1, Section II, D
Part II, 2012 commentState the Arnold-Liouville theorem.
Consider an integrable system with six-dimensional phase space, and assume that on any Liouville tori , where .
(a) Define the action variables and use Stokes' theorem to show that the actions are independent of the choice of the cycles.
(b) Define the generating function, and show that the angle coordinates are periodic with period .
Paper 3, Section II, C
Part II, 2013 commentLet and be two complex-valued matrix functions, smoothly differentiable in their variables. We wish to explore the solution of the overdetermined linear system
for some twice smoothly differentiable vector function .
Prove that, if the overdetermined system holds, then the functions and obey the zero curvature representation
Let and
where subscripts denote derivatives, is the complex conjugate of and is a constant. Find the compatibility condition on the function so that and obey the zero curvature representation.
Paper 2, Section II, 32C
Part II, 2013 commentConsider the Hamiltonian system
where .
When is the transformation canonical?
Prove that, if the transformation is canonical, then the equations in the new variables are also Hamiltonian, with the same Hamiltonian function .
Let , where is a symmetric nonsingular matrix. Determine necessary and sufficient conditions on for the transformation to be canonical.
Paper 1, Section II, C
Part II, 2013 commentQuoting carefully all necessary results, use the theory of inverse scattering to derive the 1-soliton solution of the equation
Paper 3, Section II, D
Part II, 2014 commentWhat does it mean to say that a finite-dimensional Hamiltonian system is integrable? State the Arnold-Liouville theorem.
A six-dimensional dynamical system with coordinates is governed by the differential equations
for , where are positive constants. Show that these equations can be written in the form
for an appropriate function . By introducing the coordinates
show that the system can be written in Hamiltonian form
for some Hamiltonian which you should determine.
Show that the three functions
are first integrals of the Hamiltonian system.
Making use of the fundamental Poisson brackets and , show that
Hence show that the Hamiltonian system is integrable.
Paper 2, Section II, D
Part II, 2014 commentLet be a smooth function that decays rapidly as and let denote the associated Schrödinger operator. Explain very briefly each of the terms appearing in the scattering data
associated with the operator . What does it mean to say is reflectionless?
Given , define the function
If is the unique solution to the GLM equation
what is the relationship between and ?
Now suppose that is time dependent and that it solves the KdV equation . Show that obeys the Lax equation
Show that the discrete eigenvalues of are time independent.
In what follows you may assume the time-dependent scattering data take the form
Show that if is reflectionless, then the solution to the KdV equation takes the form
where is an matrix which you should determine.
Assume further that , where is smooth and decays rapidly at infinity. Show that, for any fixed ,
Comment briefly on the significance of this result.
[You may assume for a non-singular matrix .]
Paper 1, Section II, D
Part II, 2014 commentConsider the coordinate transformation
Show that defines a one-parameter group of transformations. Define what is meant by the generator of a one-parameter group of transformations and compute it for the above case.
Now suppose . Explain what is meant by the first prolongation of . Compute in this case and deduce that
Similarly find .
Define what is meant by a Lie point symmetry of the first-order differential equation . Describe this condition in terms of the vector field that generates the Lie point symmetry. Consider the case
where is an arbitrary smooth function of one variable. Using , show that generates a Lie point symmetry of the corresponding differential equation.
Paper 1, Section II, D
Part II, 2015 commentLet be an evolution equation for the function . Assume and all its derivatives decay rapidly as . What does it mean to say that the evolution equation for can be written in Hamiltonian form?
The modified KdV (mKdV) equation for is
Show that small amplitude solutions to this equation are dispersive.
Demonstrate that the mKdV equation can be written in Hamiltonian form and define the associated Poisson bracket ,} on the space of functionals of u. Verify that the Poisson bracket is linear in each argument and anti-symmetric.
Show that a functional is a first integral of the mKdV equation if and only if , where is the Hamiltonian.
Show that if satisfies the mKdV equation then
Using this equation, show that the functional
Poisson-commutes with the Hamiltonian.
Paper 2, Section II, D
Part II, 2015 comment(a) Explain how a vector field
generates a 1-parameter group of transformations in terms of the solution to an appropriate differential equation. [You may assume the solution to the relevant equation exists and is unique.]
(b) Suppose now that . Define what is meant by a Lie-point symmetry of the ordinary differential equation
(c) Prove that every homogeneous, linear ordinary differential equation for admits a Lie-point symmetry generated by the vector field
By introducing new coordinates
which satisfy and , show that every differential equation of the form
can be reduced to a first-order differential equation for an appropriate function.
Paper 3, Section II, D
Part II, 2015 commentLet and be real matrices, with symmetric and antisymmetric. Suppose that
Show that all eigenvalues of the matrix are -independent. Deduce that the coefficients of the polynomial
are first integrals of the system.
What does it mean for a -dimensional Hamiltonian system to be integrable? Consider the Toda system with coordinates obeying
where here and throughout the subscripts are to be determined modulo 3 so that and . Show that
is a Hamiltonian for the Toda system.
Set and . Show that
Is this coordinate transformation canonical?
By considering the matrices
or otherwise, compute three independent first integrals of the Toda system. [Proof of independence is not required.]
Paper 3, Section II, D
Part II, 2016 commentWhat is meant by an auto-Bäcklund transformation?
The sine-Gordon equation in light-cone coordinates is
where and is to be understood modulo . Show that the pair of equations
constitute an auto-Bäcklund transformation for (1).
By noting that is a solution to (1), use the transformation (2) to derive the soliton (or 'kink') solution to the sine-Gordon equation. Show that this solution can be expressed as
for appropriate constants and .
[Hint: You may use the fact that const.]
The following function is a solution to the sine-Gordon equation:
Verify that this represents two solitons travelling towards each other at the same speed by considering constant and taking an appropriate limit.
Paper 1, Section II, D
Part II, 2016 commentWhat does it mean for an evolution equation to be in Hamiltonian form? Define the associated Poisson bracket.
An evolution equation is said to be bi-Hamiltonian if it can be written in Hamiltonian form in two distinct ways, i.e.
for Hamiltonian operators and functionals . By considering the sequence defined by the recurrence relation
show that bi-Hamiltonian systems possess infinitely many first integrals in involution. [You may assume that can always be solved for , given .]
The Harry Dym equation for the function is
This equation can be written in Hamiltonian form with
Show that the Harry Dym equation possesses infinitely many first integrals in involution. [You need not verify the Jacobi identity if your argument involves a Hamiltonian operator.]
Paper 2, Section II, D
Part II, 2016 commentWhat does it mean for to describe a 1-parameter group of transformations? Explain how to compute the vector field
that generates such a 1-parameter group of transformations.
Suppose now . Define the th prolongation, , of and the vector field which generates it. If is defined by show that
where and are functions to be determined.
The curvature of the curve in the -plane is given by
Rotations in the -plane are generated by the vector field
Show that the curvature at a point along a plane curve is invariant under such rotations. Find two further transformations that leave invariant.
Paper 1, Section II, A
Part II, 2017 commentDefine a Lie point symmetry of the first order ordinary differential equation 0. Describe such a Lie point symmetry in terms of the vector field that generates it.
Consider the -dimensional Hamiltonian system governed by the differential equation
Define the Poisson bracket . For smooth functions show that the associated Hamiltonian vector fields satisfy
If is a first integral of , show that the Hamiltonian vector field generates a Lie point symmetry of . Prove the converse is also true if has a fixed point, i.e. a solution of the form .
Paper 2, Section II, A
Part II, 2017 commentLet and be non-singular matrices depending on which are periodic in with period . Consider the associated linear problem
for the vector . On the assumption that these equations are compatible, derive the zero curvature equation for .
Let denote the matrix satisfying
where is the identity matrix. You should assume is unique. By considering , show that the matrix satisfies the Lax equation
Deduce that are first integrals.
By considering the matrices
show that the periodic Sine-Gordon equation has infinitely many first integrals. [You need not prove anything about independence.]
Paper 3, Section II, A
Part II, 2017 commentLet be a smooth solution to the equation
which decays rapidly as and let be the associated Schrödinger operator. You may assume and constitute a Lax pair for KdV.
Consider a solution to which has the asymptotic form
Find evolution equations for and . Deduce that is -independent.
By writing in the form
show that
Deduce that are first integrals of KdV.
By writing a differential equation for (with real), show that these first integrals are trivial when is even.
Paper 1, Section II, A
Part II, 2018 commentLet be equipped with the standard symplectic form so that the Poisson bracket is given by:
for real-valued functions on . Let be a Hamiltonian function.
(a) Write down Hamilton's equations for , define a first integral of the system and state what it means that the system is integrable.
(b) State the Arnol'd-Liouville theorem.
(c) Define complex coordinates by , and show that if are realvalued functions on then:
(d) For an anti-Hermitian matrix with components , let . Show that:
where is the usual matrix commutator.
(e) Consider the Hamiltonian:
Show that is integrable and describe the invariant tori.
[In this question , and the summation convention is understood for these indices.]
Paper 2, Section II, A
Part II, 2018 comment(a) Let be two families of linear operators, depending on a parameter , which act on a Hilbert space with inner product , . Suppose further that for each is self-adjoint and that is anti-self-adjoint. State 's equation for the pair , and show that if it holds then the eigenvalues of are independent of .
(b) For , define the inner product:
Let be the operators:
where are smooth, real-valued functions. You may assume that the normalised eigenfunctions of are smooth functions of , which decay rapidly as for all .
(i) Show that if are smooth and rapidly decaying towards infinity then:
Deduce that the eigenvalues of are real.
(ii) Show that if Lax's equation holds for , then must satisfy the Boussinesq equation:
where are constants whose values you should determine. [You may assume without proof that the identity:
holds for smooth, rapidly decaying
Paper 3, Section II, A
Part II, 2018 commentSuppose is a smooth one-parameter group of transformations acting on .
(a) Define the generator of the transformation,
where you should specify and in terms of .
(b) Define the prolongation of and explicitly compute in terms of .
Recall that if is a Lie point symmetry of the ordinary differential equation:
then it follows that whenever .
(c) Consider the ordinary differential equation:
for a smooth function. Show that if generates a Lie point symmetry of this equation, then:
(d) Find all the Lie point symmetries of the equation:
where is an arbitrary smooth function.
Paper 3, Section II, C
Part II, 2019 commentSuppose is a smooth one-parameter group of transformations acting on , with infinitesimal generator
(a) Define the prolongation of , and show that
where you should give an explicit formula to determine the recursively in terms of and .
(b) Find the prolongation of each of the following generators:
(c) Given a smooth, real-valued, function , the Schwarzian derivative is defined by,
Show that,
for where are real functions which you should determine. What can you deduce about the symmetries of the equations: (i) , (ii) , (iii) ?
Paper 2, Section II, C
Part II, 2019 commentSuppose is a smooth, real-valued, function of which satisfies for all and as . Consider the Sturm-Liouville operator:
which acts on smooth, complex-valued, functions . You may assume that for any there exists a unique function which satisfies:
and has the asymptotic behaviour:
(a) By analogy with the standard Schrödinger scattering problem, define the reflection and transmission coefficients: . Show that . [Hint: You may wish to consider for suitable functions and
(b) Show that, if , there exists no non-trivial normalizable solution to the equation
Assume now that , such that and 0 as . You are given that the operator defined by:
satisfies:
(c) Show that form a Lax pair if the Harry Dym equation,
is satisfied. [You may assume .]
(d) Assuming that solves the Harry Dym equation, find how the transmission and reflection amplitudes evolve as functions of .
Paper 1, Section II, C
Part II, 2019 commentLet be equipped with its standard Poisson bracket.
(a) Given a Hamiltonian function , write down Hamilton's equations for . Define a first integral of the system and state what it means that the system is integrable.
(b) Show that if then every Hamiltonian system is integrable whenever
Let be another phase space, equipped with its standard Poisson bracket. Suppose that is a Hamiltonian function for . Define and let the combined phase space be equipped with the standard Poisson bracket.
(c) Show that if and are both integrable, then so is , where the combined Hamiltonian is given by:
(d) Consider the -dimensional simple harmonic oscillator with phase space and Hamiltonian given by:
where . Using the results above, or otherwise, show that is integrable for .
(e) Is it true that every bounded orbit of an integrable system is necessarily periodic? You should justify your answer.
Paper 1, Section II, 33C
Part II, 2020 comment(a) Show that if is a symmetric matrix and is skew-symmetric then is symmetric.
(b) Consider the real symmetric matrix
(i.e. for , all other entries being zero) and the real skew-symmetric matrix
(i.e. for , all other entries being zero).
(i) Compute .
(ii) Assume that the are smooth functions of time so the matrix also depends smoothly on . Show that the equation implies that
for some function which you should find explicitly.
(iii) Using the transformation show that
for . [Use the convention ]
(iv) Deduce that given a solution of equation ( , there exist matrices depending on time such that , and explain how to obtain first integrals for from this.
Paper 2, Section II, 33C
Part II, 2020 comment(i) Explain how the inverse scattering method can be used to solve the initial value problem for the equation
including a description of the scattering data associated to the operator , its time dependence, and the reconstruction of via the inverse scattering problem.
(ii) Solve the inverse scattering problem for the reflectionless case, in which the reflection coefficient is identically zero and the discrete scattering data consists of a single bound state, and hence derive the 1-soliton solution of .
(iii) Consider the direct and inverse scattering problems in the case of a small potential , with arbitrarily small: . Show that the reflection coefficient is given by
and verify that the solution of the inverse scattering problem applied to this reflection coefficient does indeed lead back to the potential when calculated to first order in
Paper 3, Section II, 32C
Part II, 2020 comment(a) Given a smooth vector field
on define the prolongation of of arbitrary order .
Calculate the prolongation of order two for the group of transformations of given for by
and hence, or otherwise, calculate the prolongation of order two of the vector field . Show that both of the equations and are invariant under this action of , and interpret this geometrically.
(b) Show that the sine-Gordon equation
admits the group , where
as a group of Lie point symmetries. Show that there is a group invariant solution of the form where is an invariant formed from the independent variables, and hence obtain a second order equation for where .
Paper 1 , Section II, 33D
Part II, 2021 comment(a) Let and be matrix-valued functions, whilst is a vector-valued function. Show that the linear system
is over-determined and derive a consistency condition on that is necessary for there to be non-trivial solutions.
(b) Suppose that
where is a scalar function. Obtain a partial differential equation for that is equivalent to your consistency condition from part (a).
(c) Now let and suppose is independent of . Show that the trace of is constant for all positive integers . Hence, or otherwise, construct a non-trivial first integral of the equation
Paper 2, Section II, 34D
Part II, 2021 comment(a) Explain briefly how the linear operators and can be used to give a Lax-pair formulation of the equation .
(b) Give a brief definition of the scattering data
attached to a smooth solution of the KdV equation at time . [You may assume to be rapidly decreasing in .] State the time dependence of and , and derive the time dependence of from the Lax-pair formulation.
(c) Show that
satisfies . Now let be the solution of the equation
and let , where . Defining by , show that
(d) Given that obeys the equations
where , deduce that
and hence that solves the equation.
Paper 3, Section II, 32D
Part II, 2021 comment(a) Consider the group of transformations of given by , where . Show that this acts as a group of Lie symmetries for the equation .
(b) Let and define . Show that the vector field generates the group of phase rotations .
(c) Show that the transformations of defined by
form a one-parameter group generated by the vector field
and find the second prolongation of the action of . Hence find the coefficients and in the second prolongation of ,
complex conjugate .
(d) Show that the group of transformations in part (c) acts as a group of Lie symmetries for the nonlinear Schrödinger equation . Given that solves the nonlinear Schrödinger equation for any , find a solution which describes a solitary wave travelling at arbitrary speed .