18.06 Problem Set 13¶

Due Wednesday, December 7 at 11am. This is the last pset in 18.06 this term and the last pset covered on exam 3.

Problem 1 (5 + 5 points)¶

For the following parts, use one (or more) of the equivalent properties (from class) that define positive-definiteness. (There are multiple possible approaches.)

(a) If $A$ and $B$ are positive-definite $m \times m$ matrices, why must their sum $A + B$ be positive definite?

(b) If $B$ is a positive-definite $m \times m$ matrix and $C$ is an $m \times n$ matrix with full column rank, why must $C^H B C$ be positive-definite?

Problem 2 (5 points)¶

In class, we analyzed a system with $n$ masses and $n+1$ springs and showed that it satisfied an equation $$ m \frac{d^2x}{dt^2} = -D^T K D x $$ for the vector $x \in \mathbb{R}^n$ of displacements, and we showed that $-D^T (K/m) D $ was negative-definite, and that this led to oscillating solutions.

Suppose that the masses are not identical, and let $M$ be the diagonal $n \times n$ matrix of masses $m_1,\ldots,m_n > 0$. If we define $y = \sqrt{M} x$, then show that $\frac{d^2y}{dt^2} = By$ where $B$ is negative-definite, and hence we still have oscillating solutions.

Problem 3 (5 + 5 + 5 points)¶

The nullspace $N(A)$ of the real matrix $A$ is spanned by the vector $v = \begin{pmatrix} 1 \\ 2 \\ 3 \\ 4 \end{pmatrix}$.

(a) Give an eigenvector and eigenvalue of the matrix $B = (3I - A^T A)(3I + A^T A)^{-1}$.

(b) Aside from the eigenvalue identified in (a), if you consider all other eigenvalues $\lambda$ of $B$, which of the following must be true? (Indicate all that apply.)

  • purely real, purely imaginary, zero, negative real part, positive real part, $|\lambda| < 1$, $|\lambda| > 1$, $|\lambda| \le 1$, and/or $|\lambda| \ge 1$?

Justify your answer.

(c) Give a good approximate formula for $B^n \begin{pmatrix} 0 \\ -1 \\ 0 \\ 8 \end{pmatrix}$ for a large $n$ (give an explicit numerical vector).