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 , , and such that the vector can be written as a linear combination of the vectors , , and .
This means we want to solve the following equation for , , and :
Substituting the vectors, we get:
This expands into the following system of equations for each component:
- (from the -component)
- (from the -component)
- (from the -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
From Equation (3): c_1 = 5 - c_3 \tag{4}
Step 2: Substitute from Equation (4) into Equation (1)
Substituting into Equation (1): 3c_2 - c_3 = -6 \tag{5}
Step 3: Solve the system of Equations (2) and (5)
We now have the system:
- (Equation 2)
- (Equation 5)
Add the two equations to eliminate :
Step 4: Find
Substitute into Equation (2):
Step 5: Find
Substitute into Equation (4):
Final Answer:
The scalars are:
Thus, the vector can be written as:
Do you need any further details or clarifications?
Here are some related questions for practice:
- How can you check if a set of vectors is linearly independent?
- What is the geometric interpretation of a linear combination of vectors?
- How do you express a vector as a linear combination in higher dimensions?
- What conditions make a vector space span?
- 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
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