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Eigenvalues and eigenspaces of orthogonal (or rotation) matrices

asked 2020-01-10 16:05:24 -0500

anonymous user

Anonymous

updated 2020-01-11 15:20:19 -0500

Given an orthogonal transformation of finite order, e.g.

Matrix([[0,0,0,-1],[1,0,0,-1],[0,1,0,-1],[0,0,1,-1]])

Its eigenvalues are going to be of the form

exp(I*pi/5),exp(2*I*pi/5),...,exp(2*I*pi*m),...

corresponding to a splitting of the matrix into rotation (and reflection) matrices. I'd like to extract these fractions m (mod ZZ) and study the corresponding (real rotation and reflection) eigenspaces.

My impression is that Sage isn't suitable for doing this directly, but that I should use e.g. the Maxima or Mathematica interface? Any suggestions for the most suitable method?

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Well... here is a start:

sage: M=matrix(SR,[[0,0,0,-1],[1,0,0,-1],[0,1,0,-1],[0,0,1,-1]])
sage: list(map(lambda u:u.maxima_methods().polarform(), M.eigenvalues()))
[1/4*sqrt((sqrt(5) + 1)^2 - 2*sqrt(5) + 10)*e^(-I*pi - I*arctan(-2*sqrt(-1/2*sqrt(5) + 5/2)/(sqrt(5) + 1))),
 1/4*sqrt((sqrt(5) + 1)^2 - 2*sqrt(5) + 10)*e^(I*pi + I*arctan(-2*sqrt(-1/2*sqrt(5) + 5/2)/(sqrt(5) + 1))),
 1/4*sqrt((sqrt(5) - 1)^2 + 2*sqrt(5) + 10)*e^(-I*arctan(2*sqrt(1/2*sqrt(5) + 5/2)/(sqrt(5) - 1))),
 1/4*sqrt((sqrt(5) - 1)^2 + 2*sqrt(5) + 10)*e^(I*arctan(2*sqrt(1/2*sqrt(5) + 5/2)/(sqrt(5) - 1)))]
Emmanuel Charpentier gravatar imageEmmanuel Charpentier ( 2020-01-10 17:21:37 -0500 )edit

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answered 2020-01-11 04:44:52 -0500

FrédéricC gravatar image

updated 2020-01-11 04:52:06 -0500

Like that

sage: M = Matrix([[0,0,0,-1],[1,0,0,-1],[0,1,0,-1],[0,0,1,-1]])
sage: [(z.multiplicative_order(), m) for z, m in M.charpoly().roots(QQbar)]
[(5, 1), (5, 1), (5, 1), (5, 1)]

or even better:

sage: [(p.is_cyclotomic(certificate=True), m) for (p, m) in M.charpoly().factor()]
[(5, 1)]
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Much, much better that my attempt ...

Emmanuel Charpentier gravatar imageEmmanuel Charpentier ( 2020-01-11 06:24:38 -0500 )edit

Thanks, this is excellent! (I need the actual fractions (1/5,2/5,3/5,4/5 in the example) which I can now deduce inductively from your code using the multiplicities, and then I suppose I can obtain the eigenspaces by first comparing those eigenvalues with E(5)^i in UniversalCyclotomicField, and then taking the real and complex parts of the matching eigenvectors gives the rotation planes. In other words, this is very doable now but if you know some smart tricks for this again then please do let me know!)

Bob67846 gravatar imageBob67846 ( 2020-01-11 15:18:37 -0500 )edit

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Asked: 2020-01-10 16:05:24 -0500

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Last updated: Jan 11