Math Problem Statement

A vector w~ is called a linear combination of the vectors ~v1, ~v2, and ~v3 if w~ can be expressed as w~ = c1~v1 + c2~v2 + c3~v3, where c1, c2, and c3 are scalars. (a) Find scalars c1, c2, and c3 to express h−1, 1, 5i as a linear combination of ~v1 = h1, 0, 1i, ~v2 = h3, 2, 0i, and ~v3 = h0, 1, 1i.

Solution

We are tasked with finding scalars c1c_1, c2c_2, and c3c_3 such that the vector w=1,1,5\mathbf{w} = \langle -1, 1, 5 \rangle can be written as a linear combination of the vectors v1=1,0,1\mathbf{v_1} = \langle 1, 0, 1 \rangle, v2=3,2,0\mathbf{v_2} = \langle 3, 2, 0 \rangle, and v3=0,1,1\mathbf{v_3} = \langle 0, 1, 1 \rangle.

This means we want to solve the following equation for c1c_1, c2c_2, and c3c_3:

w=c1v1+c2v2+c3v3\mathbf{w} = c_1 \mathbf{v_1} + c_2 \mathbf{v_2} + c_3 \mathbf{v_3}

Substituting the vectors, we get:

1,1,5=c11,0,1+c23,2,0+c30,1,1\langle -1, 1, 5 \rangle = c_1 \langle 1, 0, 1 \rangle + c_2 \langle 3, 2, 0 \rangle + c_3 \langle 0, 1, 1 \rangle

This expands into the following system of equations for each component:

  1. c1(1)+c2(3)+c3(0)=1c_1(1) + c_2(3) + c_3(0) = -1 (from the xx-component)
  2. c1(0)+c2(2)+c3(1)=1c_1(0) + c_2(2) + c_3(1) = 1 (from the yy-component)
  3. c1(1)+c2(0)+c3(1)=5c_1(1) + c_2(0) + c_3(1) = 5 (from the zz-component)

We now solve this system of equations step by step:

Equation 1 (x-component):

c_1 + 3c_2 = -1 \tag{1}

Equation 2 (y-component):

2c_2 + c_3 = 1 \tag{2}

Equation 3 (z-component):

c_1 + c_3 = 5 \tag{3}

Step 1: Solve Equation (3) for c1c_1

From Equation (3): c_1 = 5 - c_3 \tag{4}

Step 2: Substitute c1c_1 from Equation (4) into Equation (1)

Substituting c1=5c3c_1 = 5 - c_3 into Equation (1): (5c3)+3c2=1(5 - c_3) + 3c_2 = -1 5+3c2c3=15 + 3c_2 - c_3 = -1 3c_2 - c_3 = -6 \tag{5}

Step 3: Solve the system of Equations (2) and (5)

We now have the system:

  1. 2c2+c3=12c_2 + c_3 = 1 (Equation 2)
  2. 3c2c3=63c_2 - c_3 = -6 (Equation 5)

Add the two equations to eliminate c3c_3:

(2c2+c3)+(3c2c3)=1+(6)(2c_2 + c_3) + (3c_2 - c_3) = 1 + (-6) 5c2=55c_2 = -5 c2=1c_2 = -1

Step 4: Find c3c_3

Substitute c2=1c_2 = -1 into Equation (2): 2(1)+c3=12(-1) + c_3 = 1 2+c3=1-2 + c_3 = 1 c3=3c_3 = 3

Step 5: Find c1c_1

Substitute c3=3c_3 = 3 into Equation (4): c1=53=2c_1 = 5 - 3 = 2

Final Answer:

The scalars are: c1=2,c2=1,c3=3c_1 = 2, \quad c_2 = -1, \quad c_3 = 3

Thus, the vector w=1,1,5\mathbf{w} = \langle -1, 1, 5 \rangle can be written as:

w=2v1v2+3v3\mathbf{w} = 2 \mathbf{v_1} - \mathbf{v_2} + 3 \mathbf{v_3}

Do you need any further details or clarifications?

Here are some related questions for practice:

  1. How can you check if a set of vectors is linearly independent?
  2. What is the geometric interpretation of a linear combination of vectors?
  3. How do you express a vector as a linear combination in higher dimensions?
  4. What conditions make a vector space span?
  5. How would the solution change if one of the vectors was linearly dependent on another?

Tip: To solve systems of linear equations efficiently, matrix methods like Gaussian elimination or using matrix inverses can be very helpful.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Vectors
Linear Combinations
Systems of Linear Equations

Formulas

w~ = c1~v1 + c2~v2 + c3~v3
Solving systems of linear equations using substitution or elimination

Theorems

Linear Combination Theorem

Suitable Grade Level

Undergraduate level or advanced high school