Math Problem Statement

Let T: R^3 ---> R^3 be defined by T (a,b,c)= (a-b, a-b,0). Here N(T) and R(T) denote the null space and Range space of T respectively. Choose the correct option.

Solution

To analyze the linear transformation T:R3R3T: \mathbb{R}^3 \to \mathbb{R}^3 defined by T(a,b,c)=(ab,ab,0)T(a, b, c) = (a-b, a-b, 0), we need to determine its null space N(T)N(T) and its range space R(T)R(T).

Null Space N(T)N(T)

The null space N(T)N(T) is the set of all vectors (a,b,c)R3(a, b, c) \in \mathbb{R}^3 such that T(a,b,c)=(0,0,0)T(a, b, c) = (0, 0, 0).

Given T(a,b,c)=(ab,ab,0)T(a, b, c) = (a-b, a-b, 0), we need to solve: (ab,ab,0)=(0,0,0)(a - b, a - b, 0) = (0, 0, 0) This implies: ab=0and0=0a - b = 0 \quad \text{and} \quad 0 = 0 From ab=0a - b = 0, we get a=ba = b.

Thus, the null space N(T)N(T) consists of all vectors of the form (a,a,c)(a, a, c), where aa and cc are arbitrary real numbers. Therefore: N(T)={(a,a,c)a,cR}N(T) = \{ (a, a, c) \mid a, c \in \mathbb{R} \} This can be expressed as the span of the vectors (1,1,0)(1, 1, 0) and (0,0,1)(0, 0, 1): N(T)=span{(1,1,0),(0,0,1)}N(T) = \text{span} \{ (1, 1, 0), (0, 0, 1) \}

Range Space R(T)R(T)

The range space R(T)R(T) is the set of all vectors in R3\mathbb{R}^3 that can be written as T(a,b,c)T(a, b, c) for some (a,b,c)R3(a, b, c) \in \mathbb{R}^3.

Given T(a,b,c)=(ab,ab,0)T(a, b, c) = (a - b, a - b, 0), we observe that the first two components are always equal, and the third component is always zero. Therefore, any vector in the range of TT has the form (x,x,0)(x, x, 0).

Thus, the range space R(T)R(T) consists of all vectors of the form (x,x,0)(x, x, 0), where xx is an arbitrary real number: R(T)={(x,x,0)xR}R(T) = \{ (x, x, 0) \mid x \in \mathbb{R} \} This can be expressed as the span of the vector (1,1,0)(1, 1, 0): R(T)=span{(1,1,0)}R(T) = \text{span} \{ (1, 1, 0) \}

Summary

  1. The null space N(T)N(T) is span{(1,1,0),(0,0,1)}\text{span} \{ (1, 1, 0), (0, 0, 1) \}, which is a 2-dimensional subspace of R3\mathbb{R}^3.
  2. The range space R(T)R(T) is span{(1,1,0)}\text{span} \{ (1, 1, 0) \}, which is a 1-dimensional subspace of R3\mathbb{R}^3.

Options Analysis

Given the analysis above, the correct option that describes N(T)N(T) and R(T)R(T) is:

N(T) is 2-dimensional and R(T) is 1-dimensional\boxed{\text{N(T) is 2-dimensional and R(T) is 1-dimensional}}


Do you want further details or have any questions about this problem? Here are some related questions for you:

  1. What is the dimension of the kernel of a linear transformation?
  2. How do you find the null space of a linear transformation?
  3. What is the rank-nullity theorem?
  4. Can you provide an example of another linear transformation and its null and range spaces?
  5. How do you determine if a linear transformation is onto?
  6. What is the significance of the dimension of the null space?
  7. How can you represent a linear transformation using a matrix?
  8. What is the relationship between the null space and the invertibility of a linear transformation?

Tip: Always check if the null space includes all vectors that map to the zero vector by the given transformation.

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Math Problem Analysis

Mathematical Concepts

Linear Transformation
Null Space
Range Space
Span

Formulas

-

Theorems

Rank-Nullity Theorem

Suitable Grade Level

Advanced Undergraduate