Math Problem Statement

briefly explain the problem

Write \(\mathbf{v} = (2, -5, 3)\) as a linear combination of the vectors \(\mathbf{a}_1 = (1, -3, 2)\), \(\mathbf{a}_2 = (2, -4, -1)\), and \(\mathbf{a}_3 = (1, -5, 7)\).

Solution

The problem in the image is about expressing the vector v=(2,5,3)\mathbf{v} = (2, -5, 3) as a linear combination of the given vectors a1=(1,3,2)\mathbf{a}_1 = (1, -3, 2), a2=(2,4,1)\mathbf{a}_2 = (2, -4, -1), and a3=(1,5,7)\mathbf{a}_3 = (1, -5, 7).

To find if v\mathbf{v} can be expressed as a linear combination of these vectors, we need to solve the system of equations that corresponds to:

xa1+ya2+za3=vx\mathbf{a}_1 + y\mathbf{a}_2 + z\mathbf{a}_3 = \mathbf{v}

This results in the following system of linear equations:

x + 2y + z &= 2, \\ -3x - 4y - 5z &= -5, \\ 2x - y + 7z &= 3. \end{align*}$$ The solution involves comparing corresponding components and forming these equations. The calculations reveal that the third equation does not align with the other two, leading to an inconsistency ($$0 = 1$$). This inconsistency means that the system has no solution, and thus $$\mathbf{v}$$ cannot be written as a linear combination of $$\mathbf{a}_1$$, $$\mathbf{a}_2$$, and $$\mathbf{a}_3$$. Would you like further details on any part of the solution? Here are some related questions: 1. What is a linear combination in vector spaces? 2. How do you determine if a vector is a linear combination of other vectors? 3. What does it mean when a system of equations has no solution? 4. How can you represent a system of equations using matrices? 5. What are the implications of an inconsistent system in linear algebra? **Tip:** Always check the determinant or use row reduction methods to identify inconsistencies in a system of linear equations.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Vector Spaces
Linear Combinations
Systems of Linear Equations

Formulas

x\mathbf{a}_1 + y\mathbf{a}_2 + z\mathbf{a}_3 = \mathbf{v}
Solving Systems of Linear Equations

Theorems

Consistency of a System of Linear Equations

Suitable Grade Level

Grades 11-12