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Let A be a \(3 \times 2\) matrix. Explain why the equation \(A{\bf{x}} = {\bf{b}}\) cannot be consistent for all b in \({\mathbb{R}^3}\). Generalize your argument to the case of an arbitrary A with more rows than columns.

Short Answer

Expert verified

The equation \(A{\bf{x}} = {\bf{b}}\) is not consistent because one of the rows does not have pivot positions.

Step by step solution

01

Writing the definition of \(A{\bf{x}}\)

The column of matrix \(A\) is represented as \(\left[ {\begin{array}{*{20}{c}}{{a_1}}&{{a_2}}&{ \cdot \cdot \cdot }&{{a_n}}\end{array}} \right]\), and vector x is represented as \(\left[ {\begin{array}{*{20}{c}}{{x_1}}\\ \vdots \\{{x_n}}\end{array}} \right]\).

According to the definition, the weights in a linear combination of matrix A columns are represented by the entries in vector x.

The matrix equation as a vector equation can be written as shown below:

\(\begin{array}{c}A{\bf{x}} = \left[ {\begin{array}{*{20}{c}}{{a_1}}&{{a_2}}&{ \cdot \cdot \cdot }&{{a_n}}\end{array}} \right)\left[ {\begin{array}{*{20}{c}}{{x_1}}\\ \vdots \\{{x_n}}\end{array}} \right]\\b = {x_1}{a_1} + {x_2}{a_2} + \cdots + {x_n}{a_n}\end{array}\)

The number of columns in matrix \(A\) should be equal to the number of entries in vector x so that \(A{\bf{x}}\) can be defined.

02

Writing the condition for a consistent solution

Consider an \(m \times n\) ordered matrix A. Let \(m = n\), which means the number of rows is equal to the number of columns.

For \(m = n\), the matrix has maximum \(n\) pivot positions that can be filled by \(m\) rows. The equation \(A{\bf{x}} = {\bf{b}}\) is consistent in this case.

Again, consider an \(m \times n\) ordered matrix A. Let \(m > n\), which means the number of rows is greater than the number of columns.

For \(m > n\), the matrix has maximum \(n\) pivot positions that cannot be filled by \(m\) rows. So, the equation \(A{\bf{x}} = {\bf{b}}\) is not consistent.

03

Checking the consistency for \(3 \times 2\) matrix

In a \(3 \times 2\) matrix, the number of rows is greater than the number of columns, i.e., \(m > n\). So, the matrix has a maximum of two pivot columns and two pivot positions.

04

Checking the consistency for \(3 \times 2\) matrix

In a \(3 \times 2\) matrix, two pivot positions are not enough to cover three rows

(as \(3 > 2\)). So, one of the rows does not have a pivot position.

It means the matrix cannot be consistent for all bin \({\mathbb{R}^3}\).

Thus, the equation \(A{\bf{x}} = {\bf{b}}\) is not consistent.

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Most popular questions from this chapter

Suppose an experiment leads to the following system of equations:

\(\begin{aligned}{c}{\bf{4}}.{\bf{5}}{x_{\bf{1}}} + {\bf{3}}.{\bf{1}}{x_{\bf{2}}} = {\bf{19}}.{\bf{249}}\\1.6{x_{\bf{1}}} + 1.1{x_{\bf{2}}} = 6.843\end{aligned}\) (3)

  1. Solve system (3), and then solve system (4), below, in which the data on the right have been rounded to two decimal places. In each case, find the exactsolution.

\(\begin{aligned}{c}{\bf{4}}.{\bf{5}}{x_{\bf{1}}} + {\bf{3}}.{\bf{1}}{x_{\bf{2}}} = {\bf{19}}.{\bf{25}}\\1.6{x_{\bf{1}}} + 1.1{x_{\bf{2}}} = 6.8{\bf{4}}\end{aligned}\) (4)

  1. The entries in (4) differ from those in (3) by less than .05%. Find the percentage error when using the solution of (4) as an approximation for the solution of (3).
  1. Use your matrix program to produce the condition number of the coefficient matrix in (3).

Solve each system in Exercises 1–4 by using elementary row operations on the equations or on the augmented matrix. Follow the systematic elimination procedure.

  1. \(\begin{aligned}{c}{x_1} + 5{x_2} = 7\\ - 2{x_1} - 7{x_2} = - 5\end{aligned}\)

If Ais a 2×2matrix with eigenvalues 3 and 4 and if localid="1668109698541" u→ is a unit eigenvector of A, then the length of vector Alocalid="1668109419151" u→cannot exceed 4.

Question: There exists a 2x2 matrix such thatA[12]=[34].

In Exercise 23 and 24, make each statement True or False. Justify each answer.

24.

a. Any list of five real numbers is a vector in \({\mathbb{R}^5}\).

b. The vector \({\mathop{\rm u}\nolimits} \) results when a vector \({\mathop{\rm u}\nolimits} - v\) is added to the vector \({\mathop{\rm v}\nolimits} \).

c. The weights \({{\mathop{\rm c}\nolimits} _1},...,{c_p}\) in a linear combination \({c_1}{v_1} + \cdot \cdot \cdot + {c_p}{v_p}\) cannot all be zero.

d. When are \({\mathop{\rm u}\nolimits} \) nonzero vectors, Span \(\left\{ {u,v} \right\}\) contains the line through \({\mathop{\rm u}\nolimits} \) and the origin.

e. Asking whether the linear system corresponding to an augmented matrix \(\left[ {\begin{array}{*{20}{c}}{{{\rm{a}}_{\rm{1}}}}&{{{\rm{a}}_{\rm{2}}}}&{{{\rm{a}}_{\rm{3}}}}&{\rm{b}}\end{array}} \right]\) has a solution amounts to asking whether \({\mathop{\rm b}\nolimits} \) is in Span\(\left\{ {{a_1},{a_2},{a_3}} \right\}\).

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