Consider the linear transformation P : R3 → R3 given by orthogonal projection onto the plane 3x − y − 2z = 0, using the dot product on R3 as inner product.
Describe the eigenspaces and eigenvalues of P, giving specific reasons for your answers. (Hint: you do not need to find a matrix representing the transformation.)
The equation of the given plane is 3x−y−2z=0, hence the vector (3,-1,-2) is normal to this plane. The projection of the vector (x,y,z) onto the given plane is (x,y,z)- proj(3,-1,-2) (x,y,z) = (x,y,z)- [((x,y,z).(3,-1,-2)/( (3,-1,-2). (3,-1,-2)](3,-1,-2)=(x,y,z)-[(3x-y-2z)/(9+1+4)](3,-1,-2)=(x,y,z)-((9x-3y-2z)/14,(-3x+y+2z)/14,(-6x+2y+4z)/14)= ((5x+3y+2z)/14,(3x+13y-2z)/14,(6x-2y+10z)/14).
Thus, P(x,y,z) = ((5x+3y+2z)/14,(3x+13y-2z)/14,(6x-2y+10z)/14).
Now, P(e1)= P(1,0,0) = (5/14, 3/14,6/14) , P(e2)= P(0,1,0) = (3/14,13/14,-2/14) and P(e3)= P(0,0,1) =( 2/14, -2/14,10/14).
Therefore, the standard matrix of P is A =
5/14 |
3/14 |
2/14 |
3/14 |
13/14 |
-2/14 |
6/14 |
-2/14 |
10/14 |
The eigenvalues and the eigenvectors of P are same as those of A.
The characteristic equation of A is det(A-ʎI3) = 0 or, ʎ3 -2ʎ2 +55ʎ/49 -6/49 = 0 or, (ʎ-1)(ʎ-6/7)(ʎ-1/7) = 0. Hence the eigenvalues of P are ʎ1 = 1, ʎ2 = 6/7 and ʎ3 =1/7.
The eigenvector of P corresponding to the eigenvalue 1 is solution to the equation (A-I3)X = 0. To solve this equation, we have to reduce A-I3 to its RREF, which is
1 |
-1/3 |
0 |
0 |
0 |
1 |
0 |
0 |
0 |
Now, if X = (x,y,z)T, then the equation (A-I3)X = 0 is equivalent to x-y/3 = 0 or, x = y/3 and z = 0 so that X = (y/3,y,0)T = (y/3)(3,1,0)T. Hence, the eigenvector of P corresponding to the eigenvalue 1 is v1 = (3,1,0)T. Similarly, the eigenvectors of P corresponding to the eigenvalues 6/7 and 1/7 are v2 = (1/2,1/2,1)T and v3 = (-7/6,1/2,1)T respectively.
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