Math Problem Statement
solve in detail
Solution
Let us solve the problem step-by-step to determine whether is a linear combination of and in both cases.
Part (i): , , in
Linear combination condition:
We need to determine if there exist scalars and such that: This expands to: Breaking this into components: a = c_1 + c_2 \tag{1} b = c_2 \tag{2}
Solving for and :
From Equation (2): .
Substitute into Equation (1):
Conclusion:
Since we found explicit values for and , the vector is a linear combination of and . The scalars are:
Part (ii): , , in
Linear combination condition:
We need to determine if there exist scalars and such that: This expands to: Breaking this into components: 0 = c_1 \tag{1 (x-component)} 0 = c_2 \tag{2 (y-component)} 1 = c_1 + c_2 \tag{3 (z-component)}
Solving for and :
From Equation (1): .
From Equation (2): .
Substitute and into Equation (3): This is a contradiction.
Conclusion:
Since there is no solution to the system, the vector is not a linear combination of and .
Final Results:
- Case (i): is a linear combination of and .
- Case (ii): is not a linear combination of and .
Would you like further clarification or another related example? Here are 5 related questions to expand your understanding:
- What is the geometric interpretation of a vector being a linear combination of others?
- How can you generalize this method to higher dimensions (e.g., )?
- What is the role of the rank of the matrix formed by and in determining linear dependence?
- Can you extend this example to check if is in the span of more than two vectors?
- How can this problem be approached using matrix notation and row reduction?
Tip: Always verify your solution by substituting back into the original equations to ensure consistency.
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Linear Combinations
Systems of Linear Equations
Formulas
v = c₁v₁ + c₂v₂
System of linear equations: solve for c₁, c₂
Theorems
Linear Independence and Dependence
Suitable Grade Level
Undergraduate (Linear Algebra Level)
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