Find minimum values of a linear system over $mathbb N$












1












$begingroup$


I have the following linear equations:



begin{align}
p &= 2(a-c)+b-d\
q &= 2(e-g)+f-h\
a+c &= f+h\
b+d &= e+g\
end{align}



where $p$ and $q$ are known, and $a$, $b$, $c$, $d$, $e$, $f$, $g$, $h$ are unknown. Also $p$, $q$, $a$, $b$, $c$, $d$, $e$, $f$, $g$, $h$ are all natural numbers (including zeros).



Obviously, this is a linear system with $4$ equations and $8$ unknowns that has infinitely many solutions.



Is there a way to find the minimum values of $a$, $b$, $c$, $d$, $e$, $f$, $g$, $h$ that solve the system? What I really want is the minimum value of the sum $a+b+c+d$ (which also happens to be equal with $e+f+g+h$).










share|cite|improve this question











$endgroup$












  • $begingroup$
    Is there a typo? Your $p$ and $q$ are the same.
    $endgroup$
    – Karn Watcharasupat
    Dec 8 '18 at 12:25










  • $begingroup$
    Yes, I'm sorry for that, now it's fixed.
    $endgroup$
    – George Savvidis
    Dec 8 '18 at 12:32










  • $begingroup$
    Of course, this can be formulated as an integer linear programming problem, but I assume that's not the answer you're looking for. I've written an answer with a couple of ideas that don't require specialized software, but if you have have access to ILP software, that would be the first thing to try.
    $endgroup$
    – saulspatz
    Dec 8 '18 at 13:59
















1












$begingroup$


I have the following linear equations:



begin{align}
p &= 2(a-c)+b-d\
q &= 2(e-g)+f-h\
a+c &= f+h\
b+d &= e+g\
end{align}



where $p$ and $q$ are known, and $a$, $b$, $c$, $d$, $e$, $f$, $g$, $h$ are unknown. Also $p$, $q$, $a$, $b$, $c$, $d$, $e$, $f$, $g$, $h$ are all natural numbers (including zeros).



Obviously, this is a linear system with $4$ equations and $8$ unknowns that has infinitely many solutions.



Is there a way to find the minimum values of $a$, $b$, $c$, $d$, $e$, $f$, $g$, $h$ that solve the system? What I really want is the minimum value of the sum $a+b+c+d$ (which also happens to be equal with $e+f+g+h$).










share|cite|improve this question











$endgroup$












  • $begingroup$
    Is there a typo? Your $p$ and $q$ are the same.
    $endgroup$
    – Karn Watcharasupat
    Dec 8 '18 at 12:25










  • $begingroup$
    Yes, I'm sorry for that, now it's fixed.
    $endgroup$
    – George Savvidis
    Dec 8 '18 at 12:32










  • $begingroup$
    Of course, this can be formulated as an integer linear programming problem, but I assume that's not the answer you're looking for. I've written an answer with a couple of ideas that don't require specialized software, but if you have have access to ILP software, that would be the first thing to try.
    $endgroup$
    – saulspatz
    Dec 8 '18 at 13:59














1












1








1


1



$begingroup$


I have the following linear equations:



begin{align}
p &= 2(a-c)+b-d\
q &= 2(e-g)+f-h\
a+c &= f+h\
b+d &= e+g\
end{align}



where $p$ and $q$ are known, and $a$, $b$, $c$, $d$, $e$, $f$, $g$, $h$ are unknown. Also $p$, $q$, $a$, $b$, $c$, $d$, $e$, $f$, $g$, $h$ are all natural numbers (including zeros).



Obviously, this is a linear system with $4$ equations and $8$ unknowns that has infinitely many solutions.



Is there a way to find the minimum values of $a$, $b$, $c$, $d$, $e$, $f$, $g$, $h$ that solve the system? What I really want is the minimum value of the sum $a+b+c+d$ (which also happens to be equal with $e+f+g+h$).










share|cite|improve this question











$endgroup$




I have the following linear equations:



begin{align}
p &= 2(a-c)+b-d\
q &= 2(e-g)+f-h\
a+c &= f+h\
b+d &= e+g\
end{align}



where $p$ and $q$ are known, and $a$, $b$, $c$, $d$, $e$, $f$, $g$, $h$ are unknown. Also $p$, $q$, $a$, $b$, $c$, $d$, $e$, $f$, $g$, $h$ are all natural numbers (including zeros).



Obviously, this is a linear system with $4$ equations and $8$ unknowns that has infinitely many solutions.



Is there a way to find the minimum values of $a$, $b$, $c$, $d$, $e$, $f$, $g$, $h$ that solve the system? What I really want is the minimum value of the sum $a+b+c+d$ (which also happens to be equal with $e+f+g+h$).







linear-algebra systems-of-equations






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share|cite|improve this question













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share|cite|improve this question








edited Dec 8 '18 at 15:02









Rodrigo de Azevedo

12.9k41857




12.9k41857










asked Dec 8 '18 at 12:20









George SavvidisGeorge Savvidis

62




62












  • $begingroup$
    Is there a typo? Your $p$ and $q$ are the same.
    $endgroup$
    – Karn Watcharasupat
    Dec 8 '18 at 12:25










  • $begingroup$
    Yes, I'm sorry for that, now it's fixed.
    $endgroup$
    – George Savvidis
    Dec 8 '18 at 12:32










  • $begingroup$
    Of course, this can be formulated as an integer linear programming problem, but I assume that's not the answer you're looking for. I've written an answer with a couple of ideas that don't require specialized software, but if you have have access to ILP software, that would be the first thing to try.
    $endgroup$
    – saulspatz
    Dec 8 '18 at 13:59


















  • $begingroup$
    Is there a typo? Your $p$ and $q$ are the same.
    $endgroup$
    – Karn Watcharasupat
    Dec 8 '18 at 12:25










  • $begingroup$
    Yes, I'm sorry for that, now it's fixed.
    $endgroup$
    – George Savvidis
    Dec 8 '18 at 12:32










  • $begingroup$
    Of course, this can be formulated as an integer linear programming problem, but I assume that's not the answer you're looking for. I've written an answer with a couple of ideas that don't require specialized software, but if you have have access to ILP software, that would be the first thing to try.
    $endgroup$
    – saulspatz
    Dec 8 '18 at 13:59
















$begingroup$
Is there a typo? Your $p$ and $q$ are the same.
$endgroup$
– Karn Watcharasupat
Dec 8 '18 at 12:25




$begingroup$
Is there a typo? Your $p$ and $q$ are the same.
$endgroup$
– Karn Watcharasupat
Dec 8 '18 at 12:25












$begingroup$
Yes, I'm sorry for that, now it's fixed.
$endgroup$
– George Savvidis
Dec 8 '18 at 12:32




$begingroup$
Yes, I'm sorry for that, now it's fixed.
$endgroup$
– George Savvidis
Dec 8 '18 at 12:32












$begingroup$
Of course, this can be formulated as an integer linear programming problem, but I assume that's not the answer you're looking for. I've written an answer with a couple of ideas that don't require specialized software, but if you have have access to ILP software, that would be the first thing to try.
$endgroup$
– saulspatz
Dec 8 '18 at 13:59




$begingroup$
Of course, this can be formulated as an integer linear programming problem, but I assume that's not the answer you're looking for. I've written an answer with a couple of ideas that don't require specialized software, but if you have have access to ILP software, that would be the first thing to try.
$endgroup$
– saulspatz
Dec 8 '18 at 13:59










2 Answers
2






active

oldest

votes


















0












$begingroup$

This isn't a full solution, just an idea to get started. If we have a solution $(a,b,c,d,e,f,g,h),$ let $$
begin{align}
m&=min(a,c,f,h)\
n&=min(b,d,e,g)\
a'&=a-m\
c'&=c-m\
f'&=f-m\
h'&=h-m\
b'&=b-n\
d'&=d-n\
e'&=e-n\
g'&=g-n\
end{align}$$

Then $(a',b',c',d',e',f',g',h')$ is a solution in naturals and $$a'+b'+c+d'le a+b+c+d.$$ So, we can assume that one of $a,c,f,h$ is $0$ and one of $b,d,e,g$ is $0$. This gives $16$ systems of equations, but they only have $6$ variables instead of $8.$



The only other thing I've noticed so far is that we have $$
begin{align}
p&equiv b-dequiv b+dpmod{2}\
q&equiv f-hequiv f+hequiv a+cpmod{2}\
end{align}$$

So that
$$a+b+c+dequiv p+qpmod{2}$$



A possible approach is to try test values of $a+b+c+d$ adding it as another equation. The above fact eliminates half the test values. If you get a solution, you have an upper bound on the minimum. If the system doesn't have a solution, I don't see that you have a lower bound though.






share|cite|improve this answer









$endgroup$





















    0












    $begingroup$

    Perhaps, at first, it would be useful to consider the relaxation of this problem, i.e. all variables are non-negative real! numbers. Then it is possible to use the simplex method with some kind of caution because $p,q$ are not given explicitly. For example, If I did not make a mistake then the solution of the relaxation LP problem is something like
    $$
    a=f=frac{2p-q}3, e=b=frac{2q-p}3, c=d=g=h=0
    $$

    and the corresponding minimum is
    $$
    frac{p+q}3.
    $$

    This looks true if $2p-q$ and $2q-p$ are both non-negative (if they also are divided by 3 then they are solutions of the original integer programming problem). if $2p-q$ or $2q-p$ can be negative then the solution is different...



    Another idea is to try to rewrite it as a binary integer programming problem...






    share|cite|improve this answer











    $endgroup$













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      2 Answers
      2






      active

      oldest

      votes








      2 Answers
      2






      active

      oldest

      votes









      active

      oldest

      votes






      active

      oldest

      votes









      0












      $begingroup$

      This isn't a full solution, just an idea to get started. If we have a solution $(a,b,c,d,e,f,g,h),$ let $$
      begin{align}
      m&=min(a,c,f,h)\
      n&=min(b,d,e,g)\
      a'&=a-m\
      c'&=c-m\
      f'&=f-m\
      h'&=h-m\
      b'&=b-n\
      d'&=d-n\
      e'&=e-n\
      g'&=g-n\
      end{align}$$

      Then $(a',b',c',d',e',f',g',h')$ is a solution in naturals and $$a'+b'+c+d'le a+b+c+d.$$ So, we can assume that one of $a,c,f,h$ is $0$ and one of $b,d,e,g$ is $0$. This gives $16$ systems of equations, but they only have $6$ variables instead of $8.$



      The only other thing I've noticed so far is that we have $$
      begin{align}
      p&equiv b-dequiv b+dpmod{2}\
      q&equiv f-hequiv f+hequiv a+cpmod{2}\
      end{align}$$

      So that
      $$a+b+c+dequiv p+qpmod{2}$$



      A possible approach is to try test values of $a+b+c+d$ adding it as another equation. The above fact eliminates half the test values. If you get a solution, you have an upper bound on the minimum. If the system doesn't have a solution, I don't see that you have a lower bound though.






      share|cite|improve this answer









      $endgroup$


















        0












        $begingroup$

        This isn't a full solution, just an idea to get started. If we have a solution $(a,b,c,d,e,f,g,h),$ let $$
        begin{align}
        m&=min(a,c,f,h)\
        n&=min(b,d,e,g)\
        a'&=a-m\
        c'&=c-m\
        f'&=f-m\
        h'&=h-m\
        b'&=b-n\
        d'&=d-n\
        e'&=e-n\
        g'&=g-n\
        end{align}$$

        Then $(a',b',c',d',e',f',g',h')$ is a solution in naturals and $$a'+b'+c+d'le a+b+c+d.$$ So, we can assume that one of $a,c,f,h$ is $0$ and one of $b,d,e,g$ is $0$. This gives $16$ systems of equations, but they only have $6$ variables instead of $8.$



        The only other thing I've noticed so far is that we have $$
        begin{align}
        p&equiv b-dequiv b+dpmod{2}\
        q&equiv f-hequiv f+hequiv a+cpmod{2}\
        end{align}$$

        So that
        $$a+b+c+dequiv p+qpmod{2}$$



        A possible approach is to try test values of $a+b+c+d$ adding it as another equation. The above fact eliminates half the test values. If you get a solution, you have an upper bound on the minimum. If the system doesn't have a solution, I don't see that you have a lower bound though.






        share|cite|improve this answer









        $endgroup$
















          0












          0








          0





          $begingroup$

          This isn't a full solution, just an idea to get started. If we have a solution $(a,b,c,d,e,f,g,h),$ let $$
          begin{align}
          m&=min(a,c,f,h)\
          n&=min(b,d,e,g)\
          a'&=a-m\
          c'&=c-m\
          f'&=f-m\
          h'&=h-m\
          b'&=b-n\
          d'&=d-n\
          e'&=e-n\
          g'&=g-n\
          end{align}$$

          Then $(a',b',c',d',e',f',g',h')$ is a solution in naturals and $$a'+b'+c+d'le a+b+c+d.$$ So, we can assume that one of $a,c,f,h$ is $0$ and one of $b,d,e,g$ is $0$. This gives $16$ systems of equations, but they only have $6$ variables instead of $8.$



          The only other thing I've noticed so far is that we have $$
          begin{align}
          p&equiv b-dequiv b+dpmod{2}\
          q&equiv f-hequiv f+hequiv a+cpmod{2}\
          end{align}$$

          So that
          $$a+b+c+dequiv p+qpmod{2}$$



          A possible approach is to try test values of $a+b+c+d$ adding it as another equation. The above fact eliminates half the test values. If you get a solution, you have an upper bound on the minimum. If the system doesn't have a solution, I don't see that you have a lower bound though.






          share|cite|improve this answer









          $endgroup$



          This isn't a full solution, just an idea to get started. If we have a solution $(a,b,c,d,e,f,g,h),$ let $$
          begin{align}
          m&=min(a,c,f,h)\
          n&=min(b,d,e,g)\
          a'&=a-m\
          c'&=c-m\
          f'&=f-m\
          h'&=h-m\
          b'&=b-n\
          d'&=d-n\
          e'&=e-n\
          g'&=g-n\
          end{align}$$

          Then $(a',b',c',d',e',f',g',h')$ is a solution in naturals and $$a'+b'+c+d'le a+b+c+d.$$ So, we can assume that one of $a,c,f,h$ is $0$ and one of $b,d,e,g$ is $0$. This gives $16$ systems of equations, but they only have $6$ variables instead of $8.$



          The only other thing I've noticed so far is that we have $$
          begin{align}
          p&equiv b-dequiv b+dpmod{2}\
          q&equiv f-hequiv f+hequiv a+cpmod{2}\
          end{align}$$

          So that
          $$a+b+c+dequiv p+qpmod{2}$$



          A possible approach is to try test values of $a+b+c+d$ adding it as another equation. The above fact eliminates half the test values. If you get a solution, you have an upper bound on the minimum. If the system doesn't have a solution, I don't see that you have a lower bound though.







          share|cite|improve this answer












          share|cite|improve this answer



          share|cite|improve this answer










          answered Dec 8 '18 at 13:57









          saulspatzsaulspatz

          14.5k21329




          14.5k21329























              0












              $begingroup$

              Perhaps, at first, it would be useful to consider the relaxation of this problem, i.e. all variables are non-negative real! numbers. Then it is possible to use the simplex method with some kind of caution because $p,q$ are not given explicitly. For example, If I did not make a mistake then the solution of the relaxation LP problem is something like
              $$
              a=f=frac{2p-q}3, e=b=frac{2q-p}3, c=d=g=h=0
              $$

              and the corresponding minimum is
              $$
              frac{p+q}3.
              $$

              This looks true if $2p-q$ and $2q-p$ are both non-negative (if they also are divided by 3 then they are solutions of the original integer programming problem). if $2p-q$ or $2q-p$ can be negative then the solution is different...



              Another idea is to try to rewrite it as a binary integer programming problem...






              share|cite|improve this answer











              $endgroup$


















                0












                $begingroup$

                Perhaps, at first, it would be useful to consider the relaxation of this problem, i.e. all variables are non-negative real! numbers. Then it is possible to use the simplex method with some kind of caution because $p,q$ are not given explicitly. For example, If I did not make a mistake then the solution of the relaxation LP problem is something like
                $$
                a=f=frac{2p-q}3, e=b=frac{2q-p}3, c=d=g=h=0
                $$

                and the corresponding minimum is
                $$
                frac{p+q}3.
                $$

                This looks true if $2p-q$ and $2q-p$ are both non-negative (if they also are divided by 3 then they are solutions of the original integer programming problem). if $2p-q$ or $2q-p$ can be negative then the solution is different...



                Another idea is to try to rewrite it as a binary integer programming problem...






                share|cite|improve this answer











                $endgroup$
















                  0












                  0








                  0





                  $begingroup$

                  Perhaps, at first, it would be useful to consider the relaxation of this problem, i.e. all variables are non-negative real! numbers. Then it is possible to use the simplex method with some kind of caution because $p,q$ are not given explicitly. For example, If I did not make a mistake then the solution of the relaxation LP problem is something like
                  $$
                  a=f=frac{2p-q}3, e=b=frac{2q-p}3, c=d=g=h=0
                  $$

                  and the corresponding minimum is
                  $$
                  frac{p+q}3.
                  $$

                  This looks true if $2p-q$ and $2q-p$ are both non-negative (if they also are divided by 3 then they are solutions of the original integer programming problem). if $2p-q$ or $2q-p$ can be negative then the solution is different...



                  Another idea is to try to rewrite it as a binary integer programming problem...






                  share|cite|improve this answer











                  $endgroup$



                  Perhaps, at first, it would be useful to consider the relaxation of this problem, i.e. all variables are non-negative real! numbers. Then it is possible to use the simplex method with some kind of caution because $p,q$ are not given explicitly. For example, If I did not make a mistake then the solution of the relaxation LP problem is something like
                  $$
                  a=f=frac{2p-q}3, e=b=frac{2q-p}3, c=d=g=h=0
                  $$

                  and the corresponding minimum is
                  $$
                  frac{p+q}3.
                  $$

                  This looks true if $2p-q$ and $2q-p$ are both non-negative (if they also are divided by 3 then they are solutions of the original integer programming problem). if $2p-q$ or $2q-p$ can be negative then the solution is different...



                  Another idea is to try to rewrite it as a binary integer programming problem...







                  share|cite|improve this answer














                  share|cite|improve this answer



                  share|cite|improve this answer








                  edited Dec 8 '18 at 15:16

























                  answered Dec 8 '18 at 14:52









                  AAKAAK

                  365




                  365






























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