Math Problem Statement
e) T: R^3 -> R^3 is the transformation defined by T(x1,x2,x3) = (6 cube root x1x2x3, 6x1-4x2-x3, 8 cube root x3^2x1). A. T is a linear transformation. B. T does not preserve the zero vector. C. T does not preserve addition. D. T does not preserve scalar multiplication.
Solution
Let's analyze the transformation defined by:
[ T(x_1, x_2, x_3) = \left( 6 \sqrt[3]{x_1 x_2 x_3}, 6x_1 - 4x_2 - x_3, 8 \sqrt[3]{x_3^2 x_1} \right) ]
We need to determine which of the following statements is true:
A. is a linear transformation.
B. does not preserve the zero vector.
C. does not preserve addition.
D. does not preserve scalar multiplication.
Step 1: Linear Transformation Check
For to be a linear transformation, it must satisfy two properties:
-
Preserve addition:
for any vectors . -
Preserve scalar multiplication:
for any scalar and vector .
Let's check these properties for the given transformation.
Step 2: Preservation of Addition
We need to check if preserves vector addition, i.e., if for any vectors and , the following holds:
However, from the first and third components of the transformation: This clearly does not equal: because cube roots and products do not distribute over sums in this way. Hence, T does not preserve addition.
Step 3: Preservation of Scalar Multiplication
We need to check if preserves scalar multiplication, i.e., if for any scalar and vector , the following holds:
For the first component of : [ T(c v_1, c v_2, c v_3) = \left( 6 \sqrt[3]{(c v_1)(c v_2)(c v_3)}, \dots \right) = \left( 6 \sqrt[3]{c^3 v_1 v_2 v_3}, \dots \right) = \left( 6 c \sqrt[3]{v_1 v_2 v_3}, \dots \right) ] This is not equal to , as the second component does not multiply the scalar linearly, and the cube root affects the scalar in the first and third components. Hence, T does not preserve scalar multiplication.
Step 4: Zero Vector Check
For to preserve the zero vector, we need to verify if .
The transformation of the zero vector is: [ T(0, 0, 0) = \left( 6 \sqrt[3]{0 \cdot 0 \cdot 0}, 6 \cdot 0 - 4 \cdot 0 - 0, 8 \sqrt[3]{0^2 \cdot 0} \right) = (0, 0, 0) ] Thus, T preserves the zero vector.
Conclusion:
- A. is not a linear transformation.
- B. preserves the zero vector.
- C. does not preserve addition.
- D. does not preserve scalar multiplication.
The correct answers are C and D.
Would you like more details on any of these concepts?
Here are 5 related questions to explore:
- What are the properties of a linear transformation?
- How does a non-linear transformation behave geometrically?
- How can we test if a transformation preserves scalar multiplication in different dimensions?
- What are some examples of linear and non-linear transformations in physics?
- Why does preserving the zero vector matter in transformations?
Tip: Always test both addition and scalar multiplication to verify if a transformation is linear.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Transformations
Vector Spaces
Non-Linear Transformations
Formulas
T(x1, x2, x3) = (6 cube root(x1x2x3), 6x1 - 4x2 - x3, 8 cube root(x3^2x1))
Properties of Linear Transformations
Theorems
Linearity Test: Preservation of Addition and Scalar Multiplication
Suitable Grade Level
Undergraduate Level
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