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Linear independence of gradient vectors



The 2019 Stack Overflow Developer Survey Results Are In
Announcing the arrival of Valued Associate #679: Cesar Manara
Planned maintenance scheduled April 17/18, 2019 at 00:00UTC (8:00pm US/Eastern)The independence of gradient.Linear Independence Without MatricesFind a basis for $R^4$Proofing dependency in linear algebra involving spanProve that every $3$ of $ 4$ vectors of $2$- planes are linearly independent.Linear Independence- How do I show that the vectors are linearly independent?Is this Set of Vectors Linearly Independent in $V$?Geometry representation for linearly dependence and linearly independenceLinear Algebra-Linear IndependenceLinear independence of row vectors










0












$begingroup$


I have to find all feasible points that are regular for a function with constraints:



$h_1(x_1,x_2,x_3) = 2x_1x_2+x_3^2=0$



$h_2(x_1,x_2,x_3) = x_1^2+x_2^2+x_3^2=4$



The definition says that if a point $x^*$ satisfies the contraints $h_i(x^*)=0, i = 1,...,m$ and if the gradient vectors $∇h_i(x^*), i=1,...,m$ are linearly independent then the point $x^*$ is a regular point.



So the gradient vectors I get in this case are



$∇h_1(x)=[2x_2,2x_1,2x_3]^T$



$∇h_2(x)=[2x_1,2x_2,2x_3]^T$



After messing around a bit, I found 6 points that satisfy the constraints.



Those points are $(-1,1,sqrt2),(1,-1,sqrt2),(0,2,0),(2,0,0),(0-2,0)$ and $(-2,0,0)$



I didn't bother to check all the points because surely there are more that satisfy the constraints. Instead I tried looking at the general case.



If $a(2x_2,2x_1,2x_3)+b(2x_1,2x_2,2x_3)=0$ is true such that $a,b$ are not $0$ then they are not linearly independent. But this is where I'm stuck. I can't tell for which $x$-s the vectors are linearly independent.










share|cite|improve this question









$endgroup$
















    0












    $begingroup$


    I have to find all feasible points that are regular for a function with constraints:



    $h_1(x_1,x_2,x_3) = 2x_1x_2+x_3^2=0$



    $h_2(x_1,x_2,x_3) = x_1^2+x_2^2+x_3^2=4$



    The definition says that if a point $x^*$ satisfies the contraints $h_i(x^*)=0, i = 1,...,m$ and if the gradient vectors $∇h_i(x^*), i=1,...,m$ are linearly independent then the point $x^*$ is a regular point.



    So the gradient vectors I get in this case are



    $∇h_1(x)=[2x_2,2x_1,2x_3]^T$



    $∇h_2(x)=[2x_1,2x_2,2x_3]^T$



    After messing around a bit, I found 6 points that satisfy the constraints.



    Those points are $(-1,1,sqrt2),(1,-1,sqrt2),(0,2,0),(2,0,0),(0-2,0)$ and $(-2,0,0)$



    I didn't bother to check all the points because surely there are more that satisfy the constraints. Instead I tried looking at the general case.



    If $a(2x_2,2x_1,2x_3)+b(2x_1,2x_2,2x_3)=0$ is true such that $a,b$ are not $0$ then they are not linearly independent. But this is where I'm stuck. I can't tell for which $x$-s the vectors are linearly independent.










    share|cite|improve this question









    $endgroup$














      0












      0








      0





      $begingroup$


      I have to find all feasible points that are regular for a function with constraints:



      $h_1(x_1,x_2,x_3) = 2x_1x_2+x_3^2=0$



      $h_2(x_1,x_2,x_3) = x_1^2+x_2^2+x_3^2=4$



      The definition says that if a point $x^*$ satisfies the contraints $h_i(x^*)=0, i = 1,...,m$ and if the gradient vectors $∇h_i(x^*), i=1,...,m$ are linearly independent then the point $x^*$ is a regular point.



      So the gradient vectors I get in this case are



      $∇h_1(x)=[2x_2,2x_1,2x_3]^T$



      $∇h_2(x)=[2x_1,2x_2,2x_3]^T$



      After messing around a bit, I found 6 points that satisfy the constraints.



      Those points are $(-1,1,sqrt2),(1,-1,sqrt2),(0,2,0),(2,0,0),(0-2,0)$ and $(-2,0,0)$



      I didn't bother to check all the points because surely there are more that satisfy the constraints. Instead I tried looking at the general case.



      If $a(2x_2,2x_1,2x_3)+b(2x_1,2x_2,2x_3)=0$ is true such that $a,b$ are not $0$ then they are not linearly independent. But this is where I'm stuck. I can't tell for which $x$-s the vectors are linearly independent.










      share|cite|improve this question









      $endgroup$




      I have to find all feasible points that are regular for a function with constraints:



      $h_1(x_1,x_2,x_3) = 2x_1x_2+x_3^2=0$



      $h_2(x_1,x_2,x_3) = x_1^2+x_2^2+x_3^2=4$



      The definition says that if a point $x^*$ satisfies the contraints $h_i(x^*)=0, i = 1,...,m$ and if the gradient vectors $∇h_i(x^*), i=1,...,m$ are linearly independent then the point $x^*$ is a regular point.



      So the gradient vectors I get in this case are



      $∇h_1(x)=[2x_2,2x_1,2x_3]^T$



      $∇h_2(x)=[2x_1,2x_2,2x_3]^T$



      After messing around a bit, I found 6 points that satisfy the constraints.



      Those points are $(-1,1,sqrt2),(1,-1,sqrt2),(0,2,0),(2,0,0),(0-2,0)$ and $(-2,0,0)$



      I didn't bother to check all the points because surely there are more that satisfy the constraints. Instead I tried looking at the general case.



      If $a(2x_2,2x_1,2x_3)+b(2x_1,2x_2,2x_3)=0$ is true such that $a,b$ are not $0$ then they are not linearly independent. But this is where I'm stuck. I can't tell for which $x$-s the vectors are linearly independent.







      linear-algebra






      share|cite|improve this question













      share|cite|improve this question











      share|cite|improve this question




      share|cite|improve this question










      asked Mar 24 at 19:06









      Nick202Nick202

      605




      605




















          1 Answer
          1






          active

          oldest

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          0












          $begingroup$

          Find the rank of the matrix
          $$
          pmatrix2x_2 &2x_1 & 2x_3\
          2x_1 &2x_2 & 2x_3.
          $$

          I.e., calculate the determinants of the three $2times 2$ minors. Rank 2 (some minor $ne 0$) means that the vectors are l.i.






          share|cite|improve this answer









          $endgroup$












          • $begingroup$
            But those determinants could be 0, for certain values, no?
            $endgroup$
            – Nick202
            Mar 24 at 21:31










          • $begingroup$
            @Nick202, Yes...
            $endgroup$
            – Martín-Blas Pérez Pinilla
            Mar 25 at 3:42











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          1 Answer
          1






          active

          oldest

          votes









          active

          oldest

          votes






          active

          oldest

          votes









          0












          $begingroup$

          Find the rank of the matrix
          $$
          pmatrix2x_2 &2x_1 & 2x_3\
          2x_1 &2x_2 & 2x_3.
          $$

          I.e., calculate the determinants of the three $2times 2$ minors. Rank 2 (some minor $ne 0$) means that the vectors are l.i.






          share|cite|improve this answer









          $endgroup$












          • $begingroup$
            But those determinants could be 0, for certain values, no?
            $endgroup$
            – Nick202
            Mar 24 at 21:31










          • $begingroup$
            @Nick202, Yes...
            $endgroup$
            – Martín-Blas Pérez Pinilla
            Mar 25 at 3:42















          0












          $begingroup$

          Find the rank of the matrix
          $$
          pmatrix2x_2 &2x_1 & 2x_3\
          2x_1 &2x_2 & 2x_3.
          $$

          I.e., calculate the determinants of the three $2times 2$ minors. Rank 2 (some minor $ne 0$) means that the vectors are l.i.






          share|cite|improve this answer









          $endgroup$












          • $begingroup$
            But those determinants could be 0, for certain values, no?
            $endgroup$
            – Nick202
            Mar 24 at 21:31










          • $begingroup$
            @Nick202, Yes...
            $endgroup$
            – Martín-Blas Pérez Pinilla
            Mar 25 at 3:42













          0












          0








          0





          $begingroup$

          Find the rank of the matrix
          $$
          pmatrix2x_2 &2x_1 & 2x_3\
          2x_1 &2x_2 & 2x_3.
          $$

          I.e., calculate the determinants of the three $2times 2$ minors. Rank 2 (some minor $ne 0$) means that the vectors are l.i.






          share|cite|improve this answer









          $endgroup$



          Find the rank of the matrix
          $$
          pmatrix2x_2 &2x_1 & 2x_3\
          2x_1 &2x_2 & 2x_3.
          $$

          I.e., calculate the determinants of the three $2times 2$ minors. Rank 2 (some minor $ne 0$) means that the vectors are l.i.







          share|cite|improve this answer












          share|cite|improve this answer



          share|cite|improve this answer










          answered Mar 24 at 20:28









          Martín-Blas Pérez PinillaMartín-Blas Pérez Pinilla

          35.5k42972




          35.5k42972











          • $begingroup$
            But those determinants could be 0, for certain values, no?
            $endgroup$
            – Nick202
            Mar 24 at 21:31










          • $begingroup$
            @Nick202, Yes...
            $endgroup$
            – Martín-Blas Pérez Pinilla
            Mar 25 at 3:42
















          • $begingroup$
            But those determinants could be 0, for certain values, no?
            $endgroup$
            – Nick202
            Mar 24 at 21:31










          • $begingroup$
            @Nick202, Yes...
            $endgroup$
            – Martín-Blas Pérez Pinilla
            Mar 25 at 3:42















          $begingroup$
          But those determinants could be 0, for certain values, no?
          $endgroup$
          – Nick202
          Mar 24 at 21:31




          $begingroup$
          But those determinants could be 0, for certain values, no?
          $endgroup$
          – Nick202
          Mar 24 at 21:31












          $begingroup$
          @Nick202, Yes...
          $endgroup$
          – Martín-Blas Pérez Pinilla
          Mar 25 at 3:42




          $begingroup$
          @Nick202, Yes...
          $endgroup$
          – Martín-Blas Pérez Pinilla
          Mar 25 at 3:42

















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