Finding Non-Trivial Solution(s) For 3x3 Matrix

In summary, the process of finding non-trivial solutions for a 3x3 matrix involves determining when the matrix has a non-zero determinant or when it leads to a homogeneous system of equations. This typically requires setting up the matrix equation Ax = 0 and analyzing the conditions under which the system has solutions other than the trivial solution (x = 0). This often entails calculating the determinant of the matrix and applying techniques such as row reduction or using the rank-nullity theorem to find values of the variables that satisfy the system without resulting in all variables being zero.
  • #1
Ascendant0
154
33
Homework Statement
-
Relevant Equations
-
I didn't have any good way to put this in the homework statement, but this is what the question is asking:

For what c-value(s) will there be a non-trivial solution:

## x_1 - x_2 + x_3 = 0 ##
## 2x_1 + x_2 + x_3 = 0 ##
##-x_1 + (c)x_2 + 2x_3 = 0 ##

I have spent a good couple hours looking at various ways to find non-trivial solutions, but I couldn't find one with a variable like "c" in it. I figured out how to solve without a variable like "c" in them, but not sure what to do with this one.

I tried following the methods in other non-trivial solution videos. I tried to get each line to have the "1s" diagonally down to the right, and put c in the center, but this is the best I've gotten to as far as that:

## [
M=
\left[ {\begin{array}{cc}
1 & -1 & 1 \\
-1 & c & 2 \\
0 & 3 & 1 \\
\end{array} } \right]
] ##

From here, I wasn't seeing any way to clear anything else out without either using fractions, or by including "c" with one of the other equations, which I feel is going to get real sloppy. I know it has to be something simpler than that considering the answer to the problem is ## c = -8 ##. I just can't figure out how to get there. Help would be greatly appreciated.
 
Physics news on Phys.org
  • #2
The system has a non-trivial solution when the coefficient matrix has a non-zero determinant. Do you know how to find the determinant of a ##3\times 3## matrix?
 
Last edited:
  • Like
Likes FactChecker and Ascendant0
  • #3
docnet said:
The system has a non-trivial solution when the augmented matrix has a non-zero determinant. Do you know how to find the determinant of a ##3\times 3## matrix?
Wow, it was SO much easier than I was making it out to be. Thanks for pointing me in the right direction.

I see how to do a problem like this now, which is great, but it's still not making complete sense to me. When I calculate the determinant, I end up with the ## c + 8 ##, and then I'm assuming from the answer in the solutions, you just treat it like ## c + 8 = 0 ## and solve for c. So, isn't solving for c in that way making it so that you *are* setting it to 0? That's throwing me off a bit here.
 
  • #4
Sorry, I just found an error with my comment. the right term was coefficient matrix, not augmented matrix, it was my mistake.

I'm getting a different result for the determinant.

yes, you can find values of c that make the determinant equal to 0. The answer will be the complement of those values.
 
  • #5
docnet said:
The system has a non-trivial solution when the coefficient matrix has a non-zero determinant. Do you know how to find the determinant of a ##3\times 3## matrix?
It's the other way round. If M has non-zero determinant then it is invertible and multiplying both sides by the inverse of M shows that we have only the trivial solution.

If, however, M has zero determinant, then there exist non-trivial solutions.
 
  • Like
Likes SammyS, FactChecker and Ascendant0
  • #6
docnet said:
Sorry, I just found an error with my comment. the right term was coefficient matrix, not augmented matrix, it was my mistake.

I'm getting a different result for the determinant.

yes, you can find values of c that make the determinant equal to 0. The answer will be the complement of those values.
Try it with the original problem statement. I made a mistake in the matrix I made. I tried moving things around and multiplying, subtracting and adding, etc. It's the right answer to the problem before I messed with it, lol. I went through the original problem and got exactly what the solution had. When I did it with the matrix I was working on, I got c = -16. So, I definitely messed up somewhere.

But anyway, where I'm getting confused is in your first statement (and from what I've seen online about this type of problem) - it's non-trivial when the determinant is non-zero, but then in this statement quoted, you're saying that we are looking for the value(s) of c that make the determinant 0. That's what's throwing me off - everything tells me the non-trivial solution is when the determinant is "non-zero", but then we're setting the determinant to 0 in order to find what value of c would make it zero. From how I'm viewing it, it seems like c = -8 is the answer that *makes* it a trivial solution. I know I'm looking at this wrong, but the explanation seems contradictory to me?
 
  • #7
Ascendant0 said:
Try it with the original problem statement. I made a mistake in the matrix I made. I tried moving things around and multiplying, subtracting and adding, etc. It's the right answer to the problem before I messed with it, lol. I went through the original problem and got exactly what the solution had. When I did it with the matrix I was working on, I got c = -16. So, I definitely messed up somewhere.

But anyway, where I'm getting confused is in your first statement (and from what I've seen online about this type of problem) - it's non-trivial when the determinant is non-zero, but then in this statement quoted, you're saying that we are looking for the value(s) of c that make the determinant 0. That's what's throwing me off - everything tells me the non-trivial solution is when the determinant is "non-zero", but then we're setting the determinant to 0 in order to find what value of c would make it zero. From how I'm viewing it, it seems like c = -8 is the answer that *makes* it a trivial solution. I know I'm looking at this wrong, but the explanation seems contradictory to me?
See my post above, which explains why the determinant must be zero for non-trivial solutions.
 
  • #8
PeroK said:
It's the other way round. If M has non-zero determinant then it is invertible and multiplying both sides by the inverse of M shows that we have only the trivial solution.

If, however, M has zero determinant, then there exist non-trivial solutions.
Thanks, didn't see this prior to my post. So, does this mean that if there is a determinant, there is only one solution, but if the determinant is 0, then there are multiple solutions?
 
  • #9
Ascendant0 said:
Thanks, didn't see this prior to my post. So, does this mean that if there is a determinant, there is only one solution, but if the determinant is 0, then there are multiple solutions?
There is always a determinant. The question is if that determinant is zero or not.

If it is non-zero the matrix is invertible and there exists a single unique solution. If it is zero there are multiple or no solutions to Mx = a (and multiple solutions to Mx=0)
 
  • Like
Likes PeroK and Ascendant0
  • #10
yikes! it seems I already forgot my linear algebra. it's probably because I use it so rarely, if at all. hopefully my mistake didn't cause too much confusion, and sorry
 
  • Like
Likes Ascendant0

FAQ: Finding Non-Trivial Solution(s) For 3x3 Matrix

What is a non-trivial solution for a 3x3 matrix?

A non-trivial solution for a 3x3 matrix refers to a solution of the system of equations represented by the matrix that is not the zero vector. In other words, it is a solution where at least one of the variables is non-zero.

How do you determine if a 3x3 matrix has a non-trivial solution?

A 3x3 matrix has a non-trivial solution if its determinant is zero. This condition indicates that the matrix is singular, meaning the system of equations it represents has either infinitely many solutions or no solutions at all, but not a unique solution.

What is the relationship between the rank of a matrix and non-trivial solutions?

The rank of a matrix is the maximum number of linearly independent rows or columns. For a 3x3 matrix to have a non-trivial solution, the rank must be less than 3. If the rank is 2 or less, it implies that there are free variables, leading to non-trivial solutions.

Can a 3x3 matrix have more than one non-trivial solution?

Yes, a 3x3 matrix can have infinitely many non-trivial solutions if it is singular (determinant is zero) and has at least one free variable. This occurs when the system of equations has dependent equations, allowing for multiple solutions that satisfy the equations.

How can you find the non-trivial solutions of a 3x3 matrix?

To find non-trivial solutions, you can set up the augmented matrix for the system of equations, perform row reduction to echelon form, and identify free variables. By expressing the dependent variables in terms of the free variables, you can derive the non-trivial solutions of the system.

Similar threads

Back
Top