When does an under-specified linear system have a unique solution?
$begingroup$
Consider the system of two equations with three real variables $x,y,z$:
$$
a_{11}cdot x + a_{12} cdot y + a_{13} cdot z = b_1
\
a_{21} cdot (1-x) + a_{22} cdot (1-y) + a_{23} cdot (1-z) = b_2
$$
where $x,y,zgeq 0$.
Since there are less equations than variables, this system may have infinitely many solutions. My question is: is there a simple condition on $b_1,b_2$ (as a function of the coefficients $a_{ij}$), that guarantees that this system has a unique solution?
linear-algebra systems-of-equations
$endgroup$
add a comment |
$begingroup$
Consider the system of two equations with three real variables $x,y,z$:
$$
a_{11}cdot x + a_{12} cdot y + a_{13} cdot z = b_1
\
a_{21} cdot (1-x) + a_{22} cdot (1-y) + a_{23} cdot (1-z) = b_2
$$
where $x,y,zgeq 0$.
Since there are less equations than variables, this system may have infinitely many solutions. My question is: is there a simple condition on $b_1,b_2$ (as a function of the coefficients $a_{ij}$), that guarantees that this system has a unique solution?
linear-algebra systems-of-equations
$endgroup$
add a comment |
$begingroup$
Consider the system of two equations with three real variables $x,y,z$:
$$
a_{11}cdot x + a_{12} cdot y + a_{13} cdot z = b_1
\
a_{21} cdot (1-x) + a_{22} cdot (1-y) + a_{23} cdot (1-z) = b_2
$$
where $x,y,zgeq 0$.
Since there are less equations than variables, this system may have infinitely many solutions. My question is: is there a simple condition on $b_1,b_2$ (as a function of the coefficients $a_{ij}$), that guarantees that this system has a unique solution?
linear-algebra systems-of-equations
$endgroup$
Consider the system of two equations with three real variables $x,y,z$:
$$
a_{11}cdot x + a_{12} cdot y + a_{13} cdot z = b_1
\
a_{21} cdot (1-x) + a_{22} cdot (1-y) + a_{23} cdot (1-z) = b_2
$$
where $x,y,zgeq 0$.
Since there are less equations than variables, this system may have infinitely many solutions. My question is: is there a simple condition on $b_1,b_2$ (as a function of the coefficients $a_{ij}$), that guarantees that this system has a unique solution?
linear-algebra systems-of-equations
linear-algebra systems-of-equations
edited Jan 11 at 13:56
Erel Segal-Halevi
asked Jan 11 at 10:43
Erel Segal-HaleviErel Segal-Halevi
4,27011760
4,27011760
add a comment |
add a comment |
2 Answers
2
active
oldest
votes
$begingroup$
For example if you have that
$a_{11},a_{12},a_{13}>0$ and $b_1=0$ your only solution for the first equation is $x=y=z=0$ that is a solution for the second equation if and only if
$b_2=a_{21}+a_{22}+a_{23}$
So in the case in which
begin{cases}
b_1=0\
b_2=a_{21}+a_{22}+a_{23}
end{cases}
your only solution is $x=y=z=0$
The geometric idea is no difficult. Your system of equations represent the locus of the intersection of two planes related by your equations but in general in $mathbb{R}^3$ the intersection of two planes is the empty set or a plane (if the two planes are equal) or a line. There is not the case in which the intersection is one single point. But In your case you must consider also the condition $x,y,zgeq 0$ so you can consider $b_1,b_2$ such that the two different planes intersect them in a line and that line passes on the origin and its intersection with the locus $x,y,zgeq 0$ is only the origin.
In this case your only solution will be the origin.
$endgroup$
add a comment |
$begingroup$
In general the answer is no: you are looking for a solution $xgeq0$ to the problem $Ax=b$. Suppose there is no vector $y$ (of right size) such that $A^Ty>0$ (1). Then by the dual version of Gordan's lemma there exists some $z>0$ such that $Az=0$. Therefore in this case, either there is no solution $xgeq0$, or $xgeq0$ produces $Ax=b$, and then $A(x+z)=b$ with $x+zgeq0$, so you have at least two solutions.
Since your $A$ is completely arbitrary, you have cases satisfying (1).
$endgroup$
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2 Answers
2
active
oldest
votes
2 Answers
2
active
oldest
votes
active
oldest
votes
active
oldest
votes
$begingroup$
For example if you have that
$a_{11},a_{12},a_{13}>0$ and $b_1=0$ your only solution for the first equation is $x=y=z=0$ that is a solution for the second equation if and only if
$b_2=a_{21}+a_{22}+a_{23}$
So in the case in which
begin{cases}
b_1=0\
b_2=a_{21}+a_{22}+a_{23}
end{cases}
your only solution is $x=y=z=0$
The geometric idea is no difficult. Your system of equations represent the locus of the intersection of two planes related by your equations but in general in $mathbb{R}^3$ the intersection of two planes is the empty set or a plane (if the two planes are equal) or a line. There is not the case in which the intersection is one single point. But In your case you must consider also the condition $x,y,zgeq 0$ so you can consider $b_1,b_2$ such that the two different planes intersect them in a line and that line passes on the origin and its intersection with the locus $x,y,zgeq 0$ is only the origin.
In this case your only solution will be the origin.
$endgroup$
add a comment |
$begingroup$
For example if you have that
$a_{11},a_{12},a_{13}>0$ and $b_1=0$ your only solution for the first equation is $x=y=z=0$ that is a solution for the second equation if and only if
$b_2=a_{21}+a_{22}+a_{23}$
So in the case in which
begin{cases}
b_1=0\
b_2=a_{21}+a_{22}+a_{23}
end{cases}
your only solution is $x=y=z=0$
The geometric idea is no difficult. Your system of equations represent the locus of the intersection of two planes related by your equations but in general in $mathbb{R}^3$ the intersection of two planes is the empty set or a plane (if the two planes are equal) or a line. There is not the case in which the intersection is one single point. But In your case you must consider also the condition $x,y,zgeq 0$ so you can consider $b_1,b_2$ such that the two different planes intersect them in a line and that line passes on the origin and its intersection with the locus $x,y,zgeq 0$ is only the origin.
In this case your only solution will be the origin.
$endgroup$
add a comment |
$begingroup$
For example if you have that
$a_{11},a_{12},a_{13}>0$ and $b_1=0$ your only solution for the first equation is $x=y=z=0$ that is a solution for the second equation if and only if
$b_2=a_{21}+a_{22}+a_{23}$
So in the case in which
begin{cases}
b_1=0\
b_2=a_{21}+a_{22}+a_{23}
end{cases}
your only solution is $x=y=z=0$
The geometric idea is no difficult. Your system of equations represent the locus of the intersection of two planes related by your equations but in general in $mathbb{R}^3$ the intersection of two planes is the empty set or a plane (if the two planes are equal) or a line. There is not the case in which the intersection is one single point. But In your case you must consider also the condition $x,y,zgeq 0$ so you can consider $b_1,b_2$ such that the two different planes intersect them in a line and that line passes on the origin and its intersection with the locus $x,y,zgeq 0$ is only the origin.
In this case your only solution will be the origin.
$endgroup$
For example if you have that
$a_{11},a_{12},a_{13}>0$ and $b_1=0$ your only solution for the first equation is $x=y=z=0$ that is a solution for the second equation if and only if
$b_2=a_{21}+a_{22}+a_{23}$
So in the case in which
begin{cases}
b_1=0\
b_2=a_{21}+a_{22}+a_{23}
end{cases}
your only solution is $x=y=z=0$
The geometric idea is no difficult. Your system of equations represent the locus of the intersection of two planes related by your equations but in general in $mathbb{R}^3$ the intersection of two planes is the empty set or a plane (if the two planes are equal) or a line. There is not the case in which the intersection is one single point. But In your case you must consider also the condition $x,y,zgeq 0$ so you can consider $b_1,b_2$ such that the two different planes intersect them in a line and that line passes on the origin and its intersection with the locus $x,y,zgeq 0$ is only the origin.
In this case your only solution will be the origin.
edited Jan 11 at 11:34
answered Jan 11 at 11:24
Federico FalluccaFederico Fallucca
1,95919
1,95919
add a comment |
add a comment |
$begingroup$
In general the answer is no: you are looking for a solution $xgeq0$ to the problem $Ax=b$. Suppose there is no vector $y$ (of right size) such that $A^Ty>0$ (1). Then by the dual version of Gordan's lemma there exists some $z>0$ such that $Az=0$. Therefore in this case, either there is no solution $xgeq0$, or $xgeq0$ produces $Ax=b$, and then $A(x+z)=b$ with $x+zgeq0$, so you have at least two solutions.
Since your $A$ is completely arbitrary, you have cases satisfying (1).
$endgroup$
add a comment |
$begingroup$
In general the answer is no: you are looking for a solution $xgeq0$ to the problem $Ax=b$. Suppose there is no vector $y$ (of right size) such that $A^Ty>0$ (1). Then by the dual version of Gordan's lemma there exists some $z>0$ such that $Az=0$. Therefore in this case, either there is no solution $xgeq0$, or $xgeq0$ produces $Ax=b$, and then $A(x+z)=b$ with $x+zgeq0$, so you have at least two solutions.
Since your $A$ is completely arbitrary, you have cases satisfying (1).
$endgroup$
add a comment |
$begingroup$
In general the answer is no: you are looking for a solution $xgeq0$ to the problem $Ax=b$. Suppose there is no vector $y$ (of right size) such that $A^Ty>0$ (1). Then by the dual version of Gordan's lemma there exists some $z>0$ such that $Az=0$. Therefore in this case, either there is no solution $xgeq0$, or $xgeq0$ produces $Ax=b$, and then $A(x+z)=b$ with $x+zgeq0$, so you have at least two solutions.
Since your $A$ is completely arbitrary, you have cases satisfying (1).
$endgroup$
In general the answer is no: you are looking for a solution $xgeq0$ to the problem $Ax=b$. Suppose there is no vector $y$ (of right size) such that $A^Ty>0$ (1). Then by the dual version of Gordan's lemma there exists some $z>0$ such that $Az=0$. Therefore in this case, either there is no solution $xgeq0$, or $xgeq0$ produces $Ax=b$, and then $A(x+z)=b$ with $x+zgeq0$, so you have at least two solutions.
Since your $A$ is completely arbitrary, you have cases satisfying (1).
edited Jan 11 at 11:40
answered Jan 11 at 11:29


Jose BroxJose Brox
3,13711028
3,13711028
add a comment |
add a comment |
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