Math Problem Statement

solve in detail

Find whether v is a linear combination of v₁ and v₂ in the given cases: (i) v = (a, b), v₁ = (1, 0), v₂ = (1, 1) in R². (ii) v = (0, 0, 1), v₁ = (1, 0, 1), v₂ = (0, 1, 1) in R³.

Solution

Let us solve the problem step-by-step to determine whether vv is a linear combination of v1v_1 and v2v_2 in both cases.


Part (i): v=(a,b)v = (a, b), v1=(1,0)v_1 = (1, 0), v2=(1,1)v_2 = (1, 1) in R2\mathbb{R}^2

Linear combination condition:

We need to determine if there exist scalars c1c_1 and c2c_2 such that: v=c1v1+c2v2v = c_1 v_1 + c_2 v_2 This expands to: (a,b)=c1(1,0)+c2(1,1)(a, b) = c_1(1, 0) + c_2(1, 1) Breaking this into components: a = c_1 + c_2 \tag{1} b = c_2 \tag{2}

Solving for c1c_1 and c2c_2:

From Equation (2): c2=bc_2 = b.

Substitute c2=bc_2 = b into Equation (1): a=c1+ba = c_1 + b c1=abc_1 = a - b

Conclusion:

Since we found explicit values for c1c_1 and c2c_2, the vector v=(a,b)v = (a, b) is a linear combination of v1v_1 and v2v_2. The scalars are: c1=ab,c2=bc_1 = a - b, \quad c_2 = b


Part (ii): v=(0,0,1)v = (0, 0, 1), v1=(1,0,1)v_1 = (1, 0, 1), v2=(0,1,1)v_2 = (0, 1, 1) in R3\mathbb{R}^3

Linear combination condition:

We need to determine if there exist scalars c1c_1 and c2c_2 such that: v=c1v1+c2v2v = c_1 v_1 + c_2 v_2 This expands to: (0,0,1)=c1(1,0,1)+c2(0,1,1)(0, 0, 1) = c_1(1, 0, 1) + c_2(0, 1, 1) 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 c1c_1 and c2c_2:

From Equation (1): c1=0c_1 = 0.

From Equation (2): c2=0c_2 = 0.

Substitute c1=0c_1 = 0 and c2=0c_2 = 0 into Equation (3): 1=0+01 = 0 + 0 This is a contradiction.

Conclusion:

Since there is no solution to the system, the vector v=(0,0,1)v = (0, 0, 1) is not a linear combination of v1v_1 and v2v_2.


Final Results:

  1. Case (i): v=(a,b)v = (a, b) is a linear combination of v1v_1 and v2v_2.
  2. Case (ii): v=(0,0,1)v = (0, 0, 1) is not a linear combination of v1v_1 and v2v_2.

Would you like further clarification or another related example? Here are 5 related questions to expand your understanding:

  1. What is the geometric interpretation of a vector being a linear combination of others?
  2. How can you generalize this method to higher dimensions (e.g., R4\mathbb{R}^4)?
  3. What is the role of the rank of the matrix formed by v1v_1 and v2v_2 in determining linear dependence?
  4. Can you extend this example to check if vv is in the span of more than two vectors?
  5. 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)