Proving homogeneous systems of linear equations have infinite solutions

In summary: When I say "infinite" here, I mean "infinite" in the same sense that the set of all real numbers is infinite. It is not countable.)In summary, to prove that a linear system of equations cannot have more than one finite solution, it suffices to show that the coefficient matrix has a determinant of zero. This can be done by showing that the system becomes homogeneous when two unique, non-equal solutions are subtracted from each other, leading to a non-trivial kernel. From here, it can be shown that the system has an infinite number of solutions, as the determinant being zero allows for any value of the free variable in the system. This can also be seen by writing the system in
  • #1
Elzair
11
0
Proving a linear system of equations cannot have more than one finite solutions

Homework Statement



Prove that the number of solutions to a linear system can not be a finite number larger than one. Provide either a general proof or for a system with two equations and two unknowns.

Homework Equations



It is mostly simple algebra.

The Attempt at a Solution



Assume the following:
[tex]a_{11}x_{1}+a_{12}x_{2}=b_{1}[/tex] NOTE: If the tex messed up, this reads a11 * x1 + a12 * x2 = b1
[tex]a_{21}x_{1}+a_{22}x_{2}=b_{2}[/tex] and a21 * x1 + a22 * x2 = b2

There exists two unique solution sets to the system: {[tex]c_{1}[/tex], [tex]c_{2}[/tex]} (NOTE: this reads {c1, c2}) and {[tex]d_{1}[/tex], [tex]d_{2}[/tex]} are solutions, and [tex]c_{1} \neq d_{1}[/tex], [tex]c_{2} \neq d_{2}[/tex].

.:.

[tex]a_{11}c_{1}+a_{12}c_2}=b_{1}=a_{11}d_{1}+a_{12}d_2}[/tex]
[tex]a_{21}c_{1}+a_{22}c_2}=b_{2}=a_{21}d_{1}+a_{22}d_2}[/tex]

=>

[tex]a_{11} \left( c_{1}-d_{1} \right) + a_{12} \left( c_{2}-d_{2} \right) =0[/tex]
[tex]a_{21} \left( c_{1}-d_{1} \right) + a_{22} \left( c_{2}-d_{2} \right) =0[/tex]

Therefore, the system is now homogenous. It should be easy enough to generalize to an nxn system of equations. Also, I could generalize it to x number of solutions by showing that any two of the potential solutions subtracted by each other would yield a homogenous system.

Suppose [tex]f_{1}=c_{1}-d_{1}[/tex], [tex]f_{2}=c_{2}-d_{2}[/tex]

.:.

[tex]a_{11}f_{1}+a_{12}f_{2}=0[/tex]
[tex]a_{21}f_{2}+a_{22}f_{2}=0[/tex]

[tex]f_{1}=-\frac{a_{12}}{a_{11}}f_{2}[/tex]
[tex]a_{21} \left( \frac{-a_{12}}{a_{11}} f_{2} \right) + a_{22}f_{2} = \left( a_{22} - \frac{a_{12}a_{21}}{a_{11}} \right) f_{2} = 0[/tex]

Now, there are two possibilities:

1.) [tex]f_{2}=f_{1}=0[/tex] ergo [tex]c_{1}=d_{1}[/tex] and [tex]c_{2}=d_{2}[/tex], which is a CONTRADICTION

2.) [tex]a_{11}a_{22} - a_{21}a_{12} = 0[/tex] ergo det(a)=0

Now, how should I prove that a homogeneous linear system of equations whose coefficient matrix has a determinant of zero has infinite solutions?

Furthermore, how should I go about generalizing the problem to an arbitrary number of equations, unknowns and solutions? It should be easy to show that the difference of any two of a given x solutions to an nxn linear system of equations results in a homogeneous system. However, I am unsure of how to state that symbolically. Furthermore, I am a little unclear on how I should generalize the proof that the determinant of the coefficient matrix must be zero.
 
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  • #2
You're on the right track but it helps to look at the situation strictly from a linear algebra point of view:

The idea is that if your coefficient matrix is A, then A if Ax=b has two solutions for x, A must have a non-trivial kernel (Ay=0 is solved by vectors other than 0). This is pretty much what you did here, but can be seen more easily by noting that if x and w are solutions

Ax=b
Aw=b
0=b-b=Ax-Aw=A(x-w)

and x-w is not zero

And now the question is why are there infinite vectors y that make Ay=0 if there is one non-zero one?
 
  • #3
Elzair said:
[tex]f_{1}=-\frac{a_{12}}{a_{11}}f_{2}[/tex] (1)
[tex]a_{21} \left( \frac{-a_{12}}{a_{11}} f_{2} \right) + a_{22}f_{2} = \left( a_{22} - \frac{a_{12}a_{21}}{a_{11}} \right) f_{2} = 0[/tex] (2)

[...]

2.) [tex]a_{11}a_{22} - a_{21}a_{12} = 0[/tex] ergo det(a)=0

Now, how should I prove that a homogeneous linear system of equations whose coefficient matrix has a determinant of zero has infinite solutions?

I don't have time to respond to all of this now, so I will leave that to someone else or see if I can reply tomorrow.
But let me just help you out with this little bit, maybe it will inspire you to solve the rest.

Suppose that the determinant is indeed zero. Then equation (2) above is automatically satisfied (I'll leave the case where a11 = 0 to you).
But actually equation (2) is supposed to fix f2, so that is now free to be any number you like. Then from equation (1) there follows a corresponding value for f1. So the number of solutions is equal to the number of real numbers (to be more precise, the cardinality of the solution set equals that of R) which is (uncountably) infinite.

By the way, what is often done in linear algebra is to write the system of equations in matrix form. Let f = (f1, f2) be the solution vector, b = (b1, b2) the right-hand side, and A the matrix of coefficients. Then the equations can be written as Af = b. The solution is obviously given by getting rid of the matrix, f = A-1b, of course under the condition that A-1 exists (which relates to the determinant how? *wink*)
 
  • #4
A more general, more abstract, proof is to show that the set of all solutions to Ax= 0 (for A a linear transformation or matrix) forms a subspace of the domain of A.

Specifically, if u and v both satisfy Au= 0 and Av= 0, then [itex]A(\alpha u+ \beta v)= \alpha Au+ \beta Av= 0[/itex] for all scalars [itex]\alpha[/itex] and [itex]\beta[/itex].

It then follows that that subspace either
1) has dimension 0: is only the 0 vector
2) has dimension greater than 0, in which case it contains an infinite number of vectors.
 

What is a homogeneous system of linear equations?

A homogeneous system of linear equations is a set of equations where all the variables have a coefficient of 0 on one side of the equation. This means that the solution to the system is the trivial solution, where all variables are equal to 0.

How do you prove that a homogeneous system of linear equations has infinite solutions?

To prove that a homogeneous system of linear equations has infinite solutions, you need to show that the equations are dependent, meaning that one equation can be obtained by adding a multiple of another equation. This can be done by using row operations on the augmented matrix of the system and showing that the resulting matrix has a row of all 0's.

What does it mean for a system of equations to have infinite solutions?

A system of equations having infinite solutions means that there are an infinite number of possible solutions that satisfy all the equations in the system. This is in contrast to a unique solution, where there is only one set of values that satisfies all the equations.

Why is it important to prove that a homogeneous system of linear equations has infinite solutions?

Proving that a homogeneous system of linear equations has infinite solutions is important because it tells us that the system is not inconsistent, meaning that there is no solution that satisfies all the equations. It also helps in understanding the structure of the system and can be used in solving other related problems.

Can a non-homogeneous system of linear equations have infinite solutions?

No, a non-homogeneous system of linear equations cannot have infinite solutions. This is because a non-homogeneous system has at least one equation where the variables have non-zero coefficients, which means that there will always be a unique solution or no solution at all.

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