Matrix Operations and Transformations: Guide and Examples
Learn about matrix addition, subtraction, scalar multiplication, matrix multiplication, determinants, inverse matrices, equation solving using matrices, and geometric transformations through detailed examples and explanations.
Matrix Operations and Transformations: Guide and Examples
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Unit 39 39.1 Matrix Additional and Subtraction
If a matrix has m rows and n columns, we say that its dimensions are m x n. For example is a 2 x 2 matrix ? is a 2 x 3 matrix ? You can only add and subtract matrices with the same dimensions; you do this by adding and subtracting their corresponding elements.
Example 1 (a) (b) ? ? ? ? ? ? ? ? ? ?
Example 2 If what are the values of a, b, c and d? Solution Subtracting gives Hence ? ? ? ? ? ? ? ?
Unit 39 39.2 Scalar Multiplication
For scalar multiplication, you multiply each element of the matrix by the scalar (number) so Example If then ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ?
Unit 39 39.3 Matrix Multiplication 1
You can multiply two matrices, A and B, together and write only if the number of columns of A = number of rows of B; that is, if A has dimension m x n and B has dimension n x k, then the resulting matrix, C, has dimensions m x k. To find, C, we multiply corresponding elements of each row of A by elements of each column of B and add. The following examples show you how the calculation is done. Example If and , then A is a 2 x 2 matrix and B is a 2 x 1 matrix, so C = AB is defined and is a 2 x 1 matrix, given by: ? ? ? ? ? ?
Unit 39 39.4 Matrix Multiplication 2
Here we show a matrix multiplication that is not commutative Consider and First we calculate AB. ? ? ? ? ? ? ? ? ? ? ? ?
Here we consider a matrix multiplication that is not commutative Consider and And now for BA. ? ? ? ? ? ? ? ? ? ? ? ? Is AB = BA? No Hence matrix multiplication is NOT commutative ?
Unit 39 39.5 Determinants
For a 2 x 2 square matrix its determinant is the number defined by Example 1 What is detA if ? Solution ? ? ? ? ?
For a 2 x 2 square matrix its determinant is the number defined by Example 2 If what is the value of x that would make detM = 0 ? Solution ? ? ? ? ? ? A matrix, M, for which detM = 0 is called a singular matrix.
Unit 39 39.6 Inverse Matrices
For a 2 x 2 matrix, M, its inverse , is defined by You can always find the inverse of M if it is non-singular, that is . For Example If find and verify that Solution Hence where ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ?
Unit 39 39.7 Solving Equations
You can write the simultaneous equation In the form when You can solve for X by multiplying by This gives or So we first need to find . Now and Hence ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ?
Unit 39 39.8 Geometrical Transformations
You can use matrices to describe transformations. We write where is transformed into Lets look at the common transformations
? ? ? ?
? ? ?
Unit 39 39.9 Geometric Transformations: Example
Example A triangle, XYZ, with coordinates X (4, 5), Y(-3, 2) and Z(-1, 4) is mapped onto triangle Xʹ Yʹ Zʹ by a transformation • Calculate the coordinates of the vertices of triangle Xʹ Yʹ Zʹ • Solution ? i.e. ? ? i.e. ? ? i.e. ?
Example A triangle, XYZ, with coordinates X (4, 5), Y(-3, 2) and Z(-4, 4) is mapped onto triangle Xʹ Yʹ Zʹ by a transformation • A matrix maps triangle Xʹ Yʹ Zʹ onto triangle • Xʹʹ Yʹʹ Zʹʹ. Determine the 2 x 2 matrix, Q, which maps triangle XYZ onto Xʹʹ Yʹʹ Zʹʹ. • Solution • Xʹʹ = NXʹ = NMX so Xʹʹ = QX where ? ? ? ?
Example A triangle, XYZ, with coordinates X (4, 5), Y(-3, 2) and Z(-4, 4) is mapped onto triangle Xʹ Yʹ Zʹ by a transformation • Show that the matrix which maps triangle Xʹʹ Yʹʹ Zʹʹ back onto XYZ is equal to Q. • Solution • so QXʹʹ = X and similarly QYʹʹ = Y and QZʹʹ = Z • Thus Q maps Xʹʹ Yʹʹ Zʹʹ back to XYZ ? ? ? ? ? ? ? ? ? ? ? ? ?