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In Exercises 37 and 38, the given matrix determines a linear

transformation \(T\). Find all x such that \(T\left( {\bf{x}} \right) = 0\).

38. \(\left[ {\begin{array}{*{20}{c}}{ - 9}&{ - 4}&{ - 9}&4\\5&{ - 8}&{ - 7}&6\\7&{11}&{16}&{ - 9}\\9&{ - 7}&{ - 4}&5\end{array}} \right]\)

Short Answer

Expert verified

The values of x such that \(T\left( {\bf{x}} \right) = 0\) are the multiples of \(\left( { - 3, - 5, - 7,4} \right)\).

Step by step solution

01

Convert the matrix into the row reduction echelon form

Consider matrix \(A = \left[ {\begin{array}{*{20}{c}}{ - 9}&{ - 4}&{ - 9}&4\\5&{ - 8}&{ - 7}&6\\7&{11}&{16}&{ - 9}\\9&{ - 7}&{ - 4}&5\end{array}} \right]\).

Use code in the MATLAB to obtain the row-reduced echelon form as shown below:

\(\begin{array}{l} > > {\rm{ A }} = {\rm{ }}\left[ { - 9{\rm{ }} - 4{\rm{ }} - 9{\rm{ }}4;{\rm{ }}5{\rm{ }} - 8{\rm{ }} - 7{\rm{ }}6;{\rm{ }}7{\rm{ }}11{\rm{ }}16{\rm{ }} - 9;{\rm{ }}9{\rm{ }} - 7{\rm{ }} - 4{\rm{ }}5{\rm{ }}} \right];\\ > > {\rm{ U}} = {\rm{rref}}\left( {\rm{A}} \right)\end{array}\)

\(\left[ {\begin{array}{*{20}{c}}{ - 9}&{ - 4}&{ - 9}&4\\5&{ - 8}&{ - 7}&6\\7&{11}&{16}&{ - 9}\\9&{ - 7}&{ - 4}&5\end{array}} \right] \sim \left[ {\begin{array}{*{20}{c}}1&0&0&{3/4}\\0&1&0&{5/4}\\0&0&1&{ - 7/4}\\0&0&0&0\end{array}} \right]\)

02

Write the matrix into the system of equations

It is observed that there are four columns in the given matrix, which means there should be four entries in vector x.

Thus, the equation \(A{\bf{x}} = 0\) can be written as shown below:

\(\begin{aligned} A{\bf{x}} &= 0\\\left[ {\begin{array}{*{20}{c}}1&0&0&{3/4}\\0&1&0&{5/4}\\0&0&1&{ - 7/4}\\0&0&0&0\end{array}} \right]\left[ {\begin{array}{*{20}{c}}{{x_1}}\\{{x_2}}\\{{x_3}}\\{{x_4}}\end{array}} \right] &= \left[ {\begin{array}{*{20}{c}}0\\0\\0\\0\end{array}} \right]\end{aligned}\)

Write the above matrix equation in the system of equations as shown below:

\(\begin{aligned}{c}{x_1}\left[ {\begin{array}{*{20}{c}}1\\0\\0\\0\end{array}} \right] + {x_2}\left[ {\begin{array}{*{20}{c}}0\\1\\0\\0\end{array}} \right] + {x_3}\left[ {\begin{array}{*{20}{c}}0\\0\\1\\0\end{array}} \right] + {x_4}\left[ {\begin{array}{*{20}{c}}{3/4}\\{5/4}\\{ - 7/4}\\0\end{array}} \right] &= \left[ {\begin{array}{*{20}{c}}0\\0\\0\\0\end{array}} \right]\\\left[ {\begin{array}{*{20}{c}}{{x_1} + \left( 0 \right){x_2} + \left( 0 \right){x_3} + \left( {3/4} \right){x_4}}\\{\left( 0 \right){x_1} + {x_2} + \left( 0 \right){x_3} + \left( {5/4} \right){x_4}}\\{\left( 0 \right){x_1} + \left( 0 \right){x_2} + {x_3} + \left( { - 7/4} \right){x_4}}\\{\left( 0 \right){x_1} + \left( 0 \right){x_2} + \left( 0 \right){x_3} + \left( 0 \right){x_4}}\end{array}} \right] &= \left[ {\begin{array}{*{20}{c}}0\\0\\0\\0\end{array}} \right]\end{aligned}\)

So, the system of equations is shown below:

\(\begin{array}{c}{x_1} + \frac{3}{4}{x_4} = 0\\{x_2} + \frac{5}{4}{x_4} = 0\\{x_3} - \frac{7}{4}{x_4} = 0\end{array}\)

03

Separate the variables into free and basic variables

From the above equations, \({x_1}\), \({x_2}\), and \({x_3}\) correspond to the pivot positions. So, \({x_1}\), \({x_2}\), and \({x_3}\) are basic variables, and \({x_4}\) is a free variable.

Let \({x_4} = t\).

04

Obtain the value of basic variables in parametric forms

Substitute the value \({x_4} = t\) in the equation \({x_1} + \frac{3}{4}{x_4} = 0\) to obtain the general solution.

\(\begin{aligned}{c}{x_1} + \frac{3}{4}\left( t \right) &= 0\\{x_1} &= - \frac{{3t}}{4}\end{aligned}\)

Substitute the value \({x_4} = t\) in the equation \({x_2} + \frac{5}{4}{x_4} = 0\) to obtain the general solution.

\(\begin{aligned}{c}{x_2} + \frac{5}{4}\left( t \right) &= 0\\{x_2} &= - \frac{{5t}}{4}\end{aligned}\)

Substitute the value \({x_4} = t\) in the equation \({x_3} - \frac{7}{4}{x_4} = 0\) to obtain the general solution.

\(\begin{aligned}{c}{x_3} - \frac{7}{4}\left( t \right) &= 0\\{x_3} &= \frac{{7t}}{4}\end{aligned}\)

05

Write the solution in a parametric form

Obtain the vector in a parametric form by using \({x_1} = - \frac{{3t}}{4}\), \({x_2} = - \frac{{5t}}{4}\), \({x_3} = \frac{{7t}}{4}\), and \({x_4} = t\).

\(\begin{aligned}{c}\left[ {\begin{array}{*{20}{c}}{{x_1}}\\{{x_2}}\\{{x_3}}\\{{x_4}}\end{array}} \right] &= \left[ {\begin{array}{*{20}{c}}{ - 3t/4}\\{ - 5t/4}\\{ - 7t/4}\\t\end{array}} \right]\\ &= t\left[ {\begin{array}{*{20}{c}}{ - 3/4}\\{ - 5/4}\\{ - 7/4}\\1\end{array}} \right]\end{aligned}\)

Or, it can be written as shown below:

\(\left[ {\begin{array}{*{20}{c}}{{x_1}}\\{{x_2}}\\{{x_3}}\\{{x_4}}\end{array}} \right] = \frac{{{x_4}}}{4}\left[ {\begin{array}{*{20}{c}}{ - 3}\\{ - 5}\\{ - 7}\\4\end{array}} \right]\)

So, the solution in the parametric vector form is \(\left[ {\begin{array}{*{20}{c}}{{x_1}}\\{{x_2}}\\{{x_3}}\\{{x_4}}\end{array}} \right] = \frac{{{x_4}}}{4}\left[ {\begin{array}{*{20}{c}}{ - 3}\\{ - 5}\\{ - 7}\\4\end{array}} \right]\) or \({\bf{x}} = \frac{{{x_4}}}{4}\left[ {\begin{array}{*{20}{c}}{ - 3}\\{ - 5}\\{ - 7}\\4\end{array}} \right]\).

Thus, the values of x such that \(T\left( {\bf{x}} \right) = 0\) are the multiples of \(\left( { - 3, - 5, - 7,4} \right)\).

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Most popular questions from this chapter

In Exercises 23 and 24, key statements from this section are either quoted directly, restated slightly (but still true), or altered in some way that makes them false in some cases. Mark each statement True or False, and justify your answer.(If true, give the approximate location where a similar statement appears, or refer to a de铿乶ition or theorem. If false, give the location of a statement that has been quoted or used incorrectly, or cite an example that shows the statement is not true in all cases.) Similar true/false questions will appear in many sections of the text.

24.

a. Elementary row operations on an augmented matrix never change the solution set of the associated linear system.

b. Two matrices are row equivalent if they have the same number of rows.

c. An inconsistent system has more than one solution.

d. Two linear systems are equivalent if they have the same solution set.

Consider the problem of determining whether the following system of equations is consistent:

\(\begin{aligned}{c}{\bf{4}}{x_1} - {\bf{2}}{x_2} + {\bf{7}}{x_3} = - {\bf{5}}\\{\bf{8}}{x_1} - {\bf{3}}{x_2} + {\bf{10}}{x_3} = - {\bf{3}}\end{aligned}\)

  1. Define appropriate vectors, and restate the problem in terms of linear combinations. Then solve that problem.
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  1. Define an appropriate linear transformation T using the matrix in (b), and restate the problem in terms of T.

An important concern in the study of heat transfer is to determine the steady-state temperature distribution of a thin plate when the temperature around the boundary is known. Assume the plate shown in the figure represents a cross section of a metal beam, with negligible heat flow in the direction perpendicular to the plate. Let \({T_1},...,{T_4}\) denote the temperatures at the four interior nodes of the mesh in the figure. The temperature at a node is approximately equal to the average of the four nearest nodes鈥攖o the left, above, to the right, and below. For instance,

\({T_1} = \left( {10 + 20 + {T_2} + {T_4}} \right)/4\), or \(4{T_1} - {T_2} - {T_4} = 30\)

33. Write a system of four equations whose solution gives estimates

for the temperatures \({T_1},...,{T_4}\).

Suppose \(a,b,c,\) and \(d\) are constants such that \(a\) is not zero and the system below is consistent for all possible values of \(f\) and \(g\). What can you say about the numbers \(a,b,c,\) and \(d\)? Justify your answer.

28. \(\begin{array}{l}a{x_1} + b{x_2} = f\\c{x_1} + d{x_2} = g\end{array}\)

Consider a dynamical system x(t+1)=Ax(t)with two components. The accompanying sketch shows the initial state vector x0and two eigenvectors 1and2of A (with eigen values 1and2 respectively). For the given values of 1and2, draw a rough trajectory. Consider the future and the past of the system.

1=1.2,2=1.1

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