Math Problem Statement

Show that the transformation T defined by T(x1, x2) = (2x1 − 3x2, x1 + 4, 4x2) is not linear.

Solution

Let's analyze the problem and determine whether the transformation TT, defined by:

T(x1,x2)=(2x13x2x1+44x2)T(x_1, x_2) = \begin{pmatrix} 2x_1 - 3x_2 \\ x_1 + 4 \\ 4x_2 \end{pmatrix} is linear or not.

Conditions for Linearity

A transformation TT is linear if it satisfies the following two properties:

  1. Additivity: T(u+v)=T(u)+T(v)T(\mathbf{u} + \mathbf{v}) = T(\mathbf{u}) + T(\mathbf{v})
  2. Homogeneity (Scaling): T(cu)=cT(u)T(c\mathbf{u}) = cT(\mathbf{u}) for any scalar cc.

Step 1: Test Zero Vector

First, we must check what T(0)T(\mathbf{0}) equals. If TT is linear, then: T(0,0)=0T(0, 0) = 0

Substitute x1=0x_1 = 0 and x2=0x_2 = 0 into the transformation: T(0,0)=(2(0)3(0)0+44(0))=(040)T(0, 0) = \begin{pmatrix} 2(0) - 3(0) \\ 0 + 4 \\ 4(0) \end{pmatrix} = \begin{pmatrix} 0 \\ 4 \\ 0 \end{pmatrix}

Since T(0,0)0T(0, 0) \neq \mathbf{0}, this shows that TT is not linear, because a linear transformation must map the zero vector to the zero vector.

Conclusion

The transformation TT is not linear because it does not satisfy the condition T(0)=0T(0) = 0.

Would you like more details or have any questions on this? Here are some related questions to expand on this topic:

  1. What are some examples of linear transformations?
  2. Can a transformation be non-linear if it satisfies additivity but not homogeneity?
  3. How does the concept of linearity apply to higher-dimensional transformations?
  4. What is the importance of the zero vector in determining linearity?
  5. Can a non-linear transformation be approximated by a linear one under certain conditions?

Tip: Always check the behavior of the zero vector when verifying if a transformation is linear!

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Math Problem Analysis

Mathematical Concepts

Linear Transformations
Additivity
Homogeneity
Algebra

Formulas

T(cu + dv) = cT(u) + dT(v)
T(0) = 0

Theorems

Test of Linearity: Additivity and Homogeneity

Suitable Grade Level

Undergraduate Math