Math Problem Statement

Let U be the subspace of R2 spanned by (1, 2). Let (a,b) the vector in U such that (a,b)−(5,8) is as small as possible. Then a= ?

Provide the answer as a decimal number correct to 3 decimal places. Enter 1000 as the answer if this is not possible.

Solution

The problem asks for the vector (a,b)(a, b) in the subspace UR2U \subset \mathbb{R}^2, which is spanned by the vector (1,2)(1, 2), such that the difference (a,b)(5,8)(a, b) - (5, 8) is minimized.

Step 1: Subspace Definition

The subspace UU is the set of all scalar multiples of the vector (1,2)(1, 2). Therefore, any vector in UU can be written as:

(a,b)=t(1,2)=(t,2t)(a, b) = t(1, 2) = (t, 2t)

where tt is a scalar.

Step 2: Minimizing the Difference

We need to minimize the distance between the vector (a,b)(a, b) and the vector (5,8)(5, 8). This distance is the magnitude of the difference:

distance=(a,b)(5,8)=(t5,2t8)\text{distance} = \| (a, b) - (5, 8) \| = \| (t - 5, 2t - 8) \|

The goal is to minimize this distance. To do so, we can use the projection of the vector (5,8)(5, 8) onto the subspace UU. The vector in UU closest to (5,8)(5, 8) is the projection of (5,8)(5, 8) onto the span of (1,2)(1, 2).

Step 3: Projection Formula

The formula for the projection of a vector v=(x,y)\mathbf{v} = (x, y) onto a vector u=(u1,u2)\mathbf{u} = (u_1, u_2) is given by:

proju(v)=vuuuu\text{proj}_{\mathbf{u}}(\mathbf{v}) = \frac{\mathbf{v} \cdot \mathbf{u}}{\mathbf{u} \cdot \mathbf{u}} \mathbf{u}

For the vectors v=(5,8)\mathbf{v} = (5, 8) and u=(1,2)\mathbf{u} = (1, 2), we compute:

vu=51+82=5+16=21\mathbf{v} \cdot \mathbf{u} = 5 \cdot 1 + 8 \cdot 2 = 5 + 16 = 21

uu=11+22=1+4=5\mathbf{u} \cdot \mathbf{u} = 1 \cdot 1 + 2 \cdot 2 = 1 + 4 = 5

Thus, the projection is:

proj(1,2)(5,8)=215(1,2)=(215,425)\text{proj}_{(1, 2)}(5, 8) = \frac{21}{5} (1, 2) = \left(\frac{21}{5}, \frac{42}{5}\right)

Step 4: The Values of aa and bb

The vector in UU closest to (5,8)(5, 8) is (215,425)\left(\frac{21}{5}, \frac{42}{5}\right). Therefore, the value of aa is:

a=215=4.2a = \frac{21}{5} = 4.2

Final Answer:

a=4.2a = 4.2

Would you like more details or have any other questions? Here are some related questions:

  1. How do we calculate the distance between two vectors?
  2. What is the concept of a subspace in linear algebra?
  3. How does vector projection work geometrically?
  4. What is the significance of the dot product in finding projections?
  5. Can the projection formula be used for higher-dimensional subspaces?

Tip: When working with projections, it’s useful to visualize them as the "shadow" of one vector onto another, which gives the closest vector in the subspace.

Ask a new question for Free

By Image

Drop file here or Click Here to upload

Math Problem Analysis

Mathematical Concepts

Linear Algebra
Vector Projection
Subspaces
Distance Minimization

Formulas

Projection formula: proj_u(v) = (v · u) / (u · u) * u

Theorems

Projection theorem

Suitable Grade Level

Grades 11-12