Exam
PhD Preliminary Qualifying Examination Applied Mathematics August 13, 2001
Fall 2001 · 10 questions in this exam.
Questions in This Exam
Ordered by the question sequence in the original exam.
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Question 1
- Describe the Gram-Schmidt orthogonalization procedure for a set of \(n\)-vectors \(\{u_1,u_2,\ldots ,u_k\}\).
- Suppose \(k<n\) and that the vectors \(\{u_1,u_2,\ldots ,u_k\}\) are linearly independent. Show that the Gram-Schmidt procedure is equivalent to factoring the matrix \(U\) with column vectors \(\{u_1,u_2,\ldots ,u_k\}\) as \(U=QR\) where \(R\) is triangular. What is the structure of \(Q\)?
- Use this factorization of \(U\) to find the least-squares solution of \(Ux=b\).
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Question 2
The dilation equation is \[ \phi (x)=\sum _k c_k\phi (2x-k). \] Show that the function \[ N_2(x)= \begin {cases} x, & 0<x<1,\\ 2-x, & 1\le x<2,\\ 0, & \text {elsewhere} \end {cases} \] satisfies the dilation equation. What are the values of \(c_k\)? Are the wavelets formed from \(N_2(x)\) an orthogonal set? Why or why not?
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Question 3
- State the Riesz Representation Theorem.
- Use the Riesz Representation theorem to prove that a bounded linear operator on a Hilbert Space has an adjoint. Prove that the adjoint is a bounded linear operator on the Hilbert space.
- Find the adjoint for the operator \[ (Ku)(y)=\int _0^1 \min (x,y)u(x)\,dx. \]
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Question 4
- What is the weak formulation for the boundary value problem \(u''=f(x)\) subject to boundary conditions \(u(0)=u(1)=0\)?
- Let \(\phi (x)=N_2(x+1)\) where \(N_2(x)\) is the piecewise linear function given in Problem A.2. Divide the unit interval \([0,1]\) interval \(N\) uniform subintervals with endpoints at \(x_k=\frac {k}{N}\), \(k=0,\ldots ,N\). Use \(\phi (x)\) to define a finite element basis for continuous piecewise linear functions on the unit interval which interpolates function values at \(x_k\). Suppose \(u_k=u(x_k)\) is known. Express \(u(x)\) in terms of \(\phi (x)\).
- Use the Galerkin method to find equations for \(u_k=u(x_k)\) that approximately solve the boundary value problem in part (a), using the piecewise linear finite element basis.
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Question 5
- Find all conditions on \(\alpha \), \(\beta \), \(\gamma \), and \(f(x)\) for which solutions of \[ u''+\alpha ^2u=f(x),\qquad u(0)=\beta ,\qquad \alpha u'(0)-u'(1)=\gamma \] exist.
- Find an integral representation for the solution in the case that \(\alpha =0\).
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Question 6
Evaluate \[ \int _0^\infty \frac {\sqrt {x}}{x^2+1}\,dx. \]
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Question 7
Remark: For this problem you may use without proof that \[ \frac {1}{2\pi }\int _{-\infty }^{\infty }e^{i\mu x}\,d\mu =\delta (x). \]
- Suppose \(f(x)\) has the Fourier transform \(F(\mu )\). Evaluate \[ \int _{-\infty }^{\infty } f(x)\overline {f(x-k)}\,dx \] in terms of \(F(\mu )\).
- Use this identity to prove that the set \(\{\operatorname {sinc}(t-k)\}_{k=-\infty }^{\infty }\) forms an orthonormal set.
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Question 8
- Derive the “diffusion” or “heat” equation in several spatial dimensions.
- In the derivation of this equation, it is routinely assumed that \[ \frac {d}{dt}\int _\Omega u(x,t)\,dx=\int _\Omega \frac {\partial u}{\partial t}\,dx. \] Under what conditions is this interchange of order valid? Prove your result. Hint: Examine the function \[ w(t)=\int _0^t\left (\int _\Omega \frac {\partial u(x,t)}{\partial t}\,dx\right )\,dt. \]
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Question 9
Find an integral representation for the solution of the telegrapher’s equation \[ u_{tt}+au_t+bu=u_{xx} \] with \(u(0,t)=f(t)\) and \(u_x(0,t)=g(t)\) specified for all time.
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Question 10
- Find the leading order behavior of \[ G(x)=\int _0^\infty \cos \left (x\left (\frac {t^3}{3}-t\right )\right )\,dt \] for large \(x\).
- Outline the method to find more terms in the asymptotic expansion of \(G(x)\).
Useful information: \[ \int _{-\infty }^{\infty }\cos (ax^2)\,dx =\int _{-\infty }^{\infty }\sin (ax^2)\,dx =\sqrt {\frac {\pi }{2a}}. \]