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Determinants · Determinants

Rank of a matrix

An engineer connects several sensors to the same control system and needs to know how many of them provide genuinely new information: one of them may, deep down, be a combination of the others. That question (how many rows or columns of a matrix are "independent") is exactly what the rank measures.

Before you start, make sure you know: Factorising polynomials (1st Bachillerato)
Before you start, make sure you know: Linear combinations of vectors. Bases (1st Bachillerato)

What the rank of a matrix measures

If a row is a multiple of another, or is the sum of two others, it does not add a new direction: it is "surplus" as far as the rank is concerned, even though it still takes up a row of the matrix.

Comparison of three rows of a matrix where one row is double the first and is therefore redundant, leaving two independent rows. F1 = (1, 2, 3) F2 = (2, 4, 6) = 2·F1 F3 = (0, 1, 1) repeated new
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Determine the rank of the following matrix $A$ by observing the relationship between its rows: $$A = \begin{pmatrix} 1 & 2 & 3 \\ 2 & 4 & 6 \\ 0 & 1 & 1 \end{pmatrix}$$

Determine the rank of the following matrix $A$ by observing the relationship between its rows:

$$A = \begin{pmatrix} 1 & 2 & 3 \\ 2 & 4 & 6 \\ 0 & 1 & 1 \end{pmatrix}$$
Solve
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Calculate the rank of the matrix $B$ by finding the highest-order minor that is nonzero: $$B = \begin{pmatrix} 1 & 0 & 5 \\ -2 & 1 & 3 \end{pmatrix}$$ a) State the…

Calculate the rank of the matrix $B$ by finding the highest-order minor that is nonzero:

$$B = \begin{pmatrix} 1 & 0 & 5 \\ -2 & 1 & 3 \end{pmatrix}$$
  1. a) State the highest possible order of a minor of $B$ and how many minors of that order can be formed.
  1. b) Calculate one of those minors and check whether it is nonzero.
  1. c) Write the rank of $B$ and justify your answer.
Solve

The rank using minors

Diagram of a rectangular matrix highlighting the selection of square submatrices for calculating its minors. 215 0-13 421 minor of order 2 (2)(-1) − (1)(0) = −2 ≠ 0 ↳ so rank ≥ 2 already
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In the matrix $C$, identify the element $a_{23}$ and calculate its cofactor $A_{23}$: $$C = \begin{pmatrix} 2 & 1 & 5 \\ 0 & -1 & 3 \\ 4 & 2 & 1 \end{pmatrix}$$

In the matrix $C$, identify the element $a_{23}$ and calculate its cofactor $A_{23}$:

$$C = \begin{pmatrix} 2 & 1 & 5 \\ 0 & -1 & 3 \\ 4 & 2 & 1 \end{pmatrix}$$
Solve
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Find the determinant of the matrix $B$ using Sarrus' rule: $$B = \begin{pmatrix} 1 & 0 & 3 \\ 2 & 1 & -1 \\ 0 & 4 & 2 \end{pmatrix}$$

Find the determinant of the matrix $B$ using Sarrus' rule:

$$B = \begin{pmatrix} 1 & 0 & 3 \\ 2 & 1 & -1 \\ 0 & 4 & 2 \end{pmatrix}$$
Solve

The method of bordered minors

Diagram of the bordering process showing the successive extension of a minor from order 1 to orders 2 and 3. 1×1 2×2 3×3 border row by row and column by column
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Determine the rank of the matrix $B$ according to the values of the real parameter $a$:…

Determine the rank of the matrix $B$ according to the values of the real parameter $a$:

$B = \begin{pmatrix} 1 & a & 1 & 2 \\ 2 & -1 & a & 1 \\ 1 & 10 & -3 & 5 \end{pmatrix}$

Remember that for a matrix of dimensions $3 \times 4$, the maximum possible rank is $3$.

Solve
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A robotics engineer is programming the movement of a mechanical arm in three-dimensional space. The sensors detect three force vectors that determine the stability of…

A robotics engineer is programming the movement of a mechanical arm in three-dimensional space. The sensors detect three force vectors that determine the stability of the system. The matrix representing these forces is:

$$M = \begin{pmatrix} k & 1 & 1 & 0 \\ 1 & k & 1 & 2 \\ 1 & 1 & k & k \end{pmatrix}$$

You are asked to:

  1. Determine the rank of the matrix $M$ in terms of the real parameter $k$.

  2. Is there any value of $k$ for which the forces are linearly dependent but the rank of the matrix is maximum? Explain your answer based on the theory of minors.

Solve

Rank according to a parameter

When the matrix depends on a letter $k$, the rank can change depending on the value it takes. The strategy is always the same: calculate the largest possible determinant as a function of $k$, factorise it and study what happens at its roots.

Decision diagram for discussing the rank according to a parameter from the roots of the main determinant. k = −2 k = 1 k < −2rk = 3 −2 < k < 1rk = 3 k > 1rk = 3 rk = 2 rk = 1
Practice★★☆Not started
Determine the rank of the following matrix $A$ depending on the possible values of the real parameter $k$:…

Determine the rank of the following matrix $A$ depending on the possible values of the real parameter $k$:

$A = \begin{pmatrix} k & 1 & 1 \\ 1 & k & 1 \\ 1 & 1 & k \end{pmatrix}$

Determine for which values of $k$ the rank is $1$, $2$ or $3$.

k k₁ = ? k₂ = ? A = k 1 1 1 k 1 1 1 k rg(A) = 1 ? rg(A) = 2 ? rg(A) = 3 ? |A| = 0 k = ? rg(A) = ? rg(A) = ? rg(A) = ? rg(A) = ? rg(A) = ?
Solve
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Study the linear dependence of the rows of the matrix $A$ according to the values of the real parameters $a$ and $b$: $$A = \begin{pmatrix} 1 & a & b \\ a & 1 & b \\ a &…

Study the linear dependence of the rows of the matrix $A$ according to the values of the real parameters $a$ and $b$:

$$A = \begin{pmatrix} 1 & a & b \\ a & 1 & b \\ a & b & 1 \end{pmatrix}$$

Determine for which values of $(a, b)$ the rank of $A$ is equal to 1. Describe geometrically what relationship the row vectors have when this occurs.

Solve

Rank, determinant and the product of matrices

Concept diagram relating a non-zero determinant to maximum rank and showing the bound on the rank of a product of matrices. |A| ≠ 0 → rk(A) = n |A| = 0 → rk(A) < n rk(A·B) ≤ min(rk(A), rk(B)) if one of the two is singular, the product cannot have maximum rank
Practice★★☆Not started
In the design of a graphics engine for a video game, a transformation matrix $M$ is required to be invertible in order to undo movements. Given the matrix:…

In the design of a graphics engine for a video game, a transformation matrix $M$ is required to be invertible in order to undo movements. Given the matrix:

$M = \begin{pmatrix} 1 & 0 & -1 \\ 0 & m & 3 \\ 4 & 1 & -m \end{pmatrix}$

  1. a) Find the values of the real parameter $m$ for which the matrix $M$ does not possess an inverse.
  1. b) For the value $m = 2$, calculate the value of the determinant of the inverse matrix, $|M^{-1}|$.
Solve
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Given the $3 \times 3$ matrices $A$ and $B$, you know that $A$ has rank $3$ and that the determinant of $B$ is $|B| = 0$. a) What is the value of the determinant of the…

Given the $3 \times 3$ matrices $A$ and $B$, you know that $A$ has rank $3$ and that the determinant of $B$ is $|B| = 0$.

  1. a) What is the value of the determinant of the product $|A \cdot B|$? Justify your answer.
  1. b) Is it possible for the rank of the product matrix $A \cdot B$ to be $3$? Explain why, based on the relationship between the determinant and the rank.
Solve

Back to the start: If you arrange the measurements in a matrix where each row represents a sensor, the rank tells you how many sensors provide new, independent information; the rest are linear combinations of the others.

Summary

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