How Can You Solve for Alpha in Linearly Dependent Vectors?

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SUMMARY

The discussion centers on solving for the coefficients \(\alpha_{i}\) in the equation \(\alpha_{1}\mathbf{A} + \alpha_{2}\mathbf{B} + \alpha_{3}\mathbf{C} = 0\) when vectors A, B, and C are not linearly independent. Participants suggest using the dot product of these vectors to derive a system of equations that can be solved for the \(\alpha_{i}\) values. The solution methods discussed include elimination and matrix techniques. The concept of a common factor in the coefficients is clarified with examples illustrating how multiples of the same solution yield valid results.

PREREQUISITES
  • Understanding of linear dependence and independence in vector spaces
  • Familiarity with dot products and their properties
  • Knowledge of solving systems of equations using elimination and matrix methods
  • Basic concepts of scalar multiplication in vector algebra
NEXT STEPS
  • Study the properties of linear dependence and independence in vector spaces
  • Learn how to compute dot products and their implications in vector equations
  • Explore methods for solving systems of linear equations, particularly elimination and matrix approaches
  • Investigate the concept of common factors in linear combinations of vectors
USEFUL FOR

Students of linear algebra, mathematicians, and anyone involved in vector analysis or solving systems of equations in higher mathematics.

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Homework Statement


Suppose that A, B, and C are not linearly independent. Then show how the [tex]\alpha_{i}[/tex] can be computed, up to a common factor, from the scalar products of these vectors with each other.

Hint: Suppose that there are non-zero values of the [tex]\alpha_{i}[/tex]'s that satisfy [tex]\alpha_{1}{\mathbf{A}+{\alpha_{2}{\mathbf{B}+{\alpha_{3}{\mathbf{C}}=0.[/tex] Then, taking the dot product of both sides of this equation with A will yield a set of equations that can be solved for the [tex]\alpha_{i}[/tex]'s.

Homework Equations



[tex]\alpha_{1}{\mathbf{A}+{\alpha_{2}{\mathbf{B}+{\alpha_{3}{\mathbf{C}}=0.[/tex]

The Attempt at a Solution



Based off the instructions and hint I think they are asking me to solve for the [tex]\alpha[/tex]s of the following three equations:

[tex]\alpha_{1}{\mathbf{A{\cdot}A}+{\alpha_{2}{\mathbf{B{\cdot}A}+{\alpha_{3}{\mathbf{C{\cdot}A}}=0.[/tex]

[tex]\alpha_{1}{\mathbf{A{\cdot}B}+{\alpha_{2}{\mathbf{B{\cdot}B}+{\alpha_{3}{\mathbf{C{\cdot}B}}=0.[/tex]

[tex]\alpha_{1}{\mathbf{A{\cdot}C}+{\alpha_{2}{\mathbf{B{\cdot}C}+{\alpha_{3}{\mathbf{C{\cdot}C}}=0.[/tex]

Or, they could be asking me to solve for [tex]\alpha_{i}[/tex] of these 3 equations:

[tex]\alpha_{i}({\mathbf{A{\cdot}A}+{\mathbf{B{\cdot}A}+{\mathbf{C{\cdot}A}})=0.[/tex][tex]\alpha_{i}({\mathbf{A{\cdot}B}+{\mathbf{B{\cdot}B}+{\mathbf{C{\cdot}B}})=0.[/tex][tex]\alpha_{i}({\mathbf{A{\cdot}C}+{\mathbf{B{\cdot}C}+{\mathbf{C{\cdot}C}})=0.[/tex]

How do I solve for alpha? Matrices? Substitution? Elimination?
I'm not really sure what they mean by a common factor. Insight is always appreciated.

*Edited: Thanks for pointing that out Mark44!
 
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PhysicsMark said:

Homework Statement


Suppose that A, B, and C are not linearly independent. Then show how the [tex]\alpha_{i}[/tex] can be computed, up to a common factor, from the scalar products of these vectors with each other.

Hint: Suppose that there are non-zero values of the [tex]\alpha_{i}[/tex]'s that satisfy [tex]\alpha_{1}{\mathbf{A}+{\alpha_{2}{\mathbf{B}+{\alpha_{3}{\mathbf{C}}=0.[/tex] Then, taking the dot product of both sides of this equation with A will yield a set of equations solved for the [tex]\alpha_{i}[/tex]'s.
I think the last sentence should say "... a set of equations that can be solved for ...
PhysicsMark said:

Homework Equations



[tex]\alpha_{1}{\mathbf{A}+{\alpha_{2}{\mathbf{B}+{\alpha_{3}{\mathbf{C}}=0.[/tex]


The Attempt at a Solution



Based off the instructions and hint I think they are asking me to solve for the [tex]\alpha[/tex]s of the following three equations:

[tex]\alpha_{1}{\mathbf{A{\cdot}A}+{\alpha_{2}{\mathbf{B{\cdot}A}+{\alpha_{3}{\mathbf{C{\cdot}A}}=0.[/tex]

[tex]\alpha_{1}{\mathbf{A{\cdot}B}+{\alpha_{2}{\mathbf{B{\cdot}B}+{\alpha_{3}{\mathbf{C{\cdot}B}}=0.[/tex]

[tex]\alpha_{1}{\mathbf{A{\cdot}C}+{\alpha_{2}{\mathbf{B{\cdot}C}+{\alpha_{3}{\mathbf{C{\cdot}C}}=0.[/tex]
PhysicsMark said:
I think what you have above is the way to go.
Or, they could be asking me to solve for [tex]\alpha_{i}[/tex] of these 3 equations:

[tex]\alpha_{i}({\mathbf{A{\cdot}A}+{\mathbf{B{\cdot}A}+{\mathbf{C{\cdot}A}})=0.[/tex]


[tex]\alpha_{i}({\mathbf{A{\cdot}B}+{\mathbf{B{\cdot}B}+{\mathbf{C{\cdot}B}})=0.[/tex]


[tex]\alpha_{i}({\mathbf{A{\cdot}C}+{\mathbf{B{\cdot}C}+{\mathbf{C{\cdot}C}})=0.[/tex]
Carrying out the multiplication in the first equation (and changing the alphai to ci gives this equation
c1|A|2 + c2A.B + c3A.C = 0

Do the same for the other two equations. This gives you three equations in the unknowns c1, c2, and c3. This system of equations can be solved by a number of ways, including elimination or using matrices.
PhysicsMark said:
How do I solve for alpha? Matrices? Substitution? Elimination?
I'm not really sure what they mean by a common factor. Insight is always appreciated.

With regard to "common factor," suppose that 2A + B - 3C = 0. In the case, the constants are 2, 1, and -3. It will also be true that 4A + 2B - 6C = 0. In this case the constants are 4, 2, and -6. This triple of constants has a common factor of 2. Any triple of constants of the form 2t, t, -3t will work, and t is the common factor.
 

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