I was thinking about joint probabilities in quantum mechanics. In order to have a joint probability distribution of two quantities, their corresponding observables should commute. Non-commutation prohibits the existence of simultaneous eigenvectors, leads to uncertainty relations and all the complicated stuff.
Commuting Operators and Their Simultaneous Eigenvectors
Lets start with the simple proof of the sameness of eigenvectors of commuting operators. Take two commuting operators: [A,B]=0. Say ψ is an eigenvector of A. Aψ=aψ. Check the relation between B and ψ. [A,B]ψ=ABψ−BAψ =ABψ−Baψ=(A−a)Bψ=0 ⇒A(Bψ)=a(Bψ) (Eq. 1).
"Remember your linear algebra!" course: If ψ is an eigenvector of A with the eigenvalue a, then ψ′=cψ is an eigenvector too with the same eigenvalue. The parameter c defines a set of eigenvectors with the same direction but different magnitude, all of them are eigenvectors belonging to the same eigenvalue. But this set does not mean degeneracy. To have degenerate eigenvectors, the two vectors belonging to the same eigenvalue have to have different directions.
In this light, (Eq. 1) means that Bψ is too an eigenvector of A, with the eigenvalue a, but have a different magnitude. How can it be? There are two cases:
Either i) B only changes the magnitude of the vector ψ. Changing only the magnitude is the idiosyncrasy of operator-eigenvector relations. Hence ψ is an eigenvector of B too. (Bψ=bψ. (Eq. 1) ⇒A(bψ)=a(bψ) ⇒Aψ′=aψ′
Or, ii) We have the more complicated case of "eigenvalue a of A is degenerate".
Again "remember your linear algebra!": If ψ1 and ψ2 are two eigenvectors with two different eigenvalues, then their sum (or any other linear combination) is not an eigenvector. Aψ1=a1ψ1, Aψ2=a2ψ2 ⇒A(c1ψ1+c2ψ2) =(a1c1ψ1+a2c2ψ2) ≠an(c1ψ1+c2ψ2)=anψn.
But if ψ1 and ψ2 are two degenerate eigenvectors with the same eigenvalue, then their linear combinations are eigenvectors with the same eigenvalue too. Aψ1=aψ1, Aψ2=aψ2 ⇒A(c1ψ1+c2ψ2) =(ac1ψ1+ac2ψ2) =a(c1ψ1+c2ψ2)=aψ3. One can call the space spanned by these two degenerate eigenvectors an "eigensubspace",εa. 2 (Now, besides the eigen prefix, we are also borrowing the power of the German Language in building compound words.)
An arbitrary ψ3 may not be an eigenvector of B. But one can try to find eigenvectors of B living in εa by constructing them using ψ1 and ψ2. (Assume ψis are orthonormal, or find and use ψ″is which are orthonormal and found by applying Gram–Schmidt process on
ψis.) The eigenvectors of B will satisfy Bψ3=bψ3. B(d1ψ1+d2ψ2)=b(d1ψ1+d2ψ2) (Eq. 2) Using the orthonormality of ψis, one can get matrix elements of B by sandwiching it with ψis. Bij=⟨ψi|B|ψj⟩. Writing (Eq. 2) as d1B|ψ1⟩+d2B|ψ2⟩ =d1b|ψ1⟩+d2b|ψ2⟩ and hitting with first ⟨ψ1| and then ⟨ψ2| from the left, one gets two equations. d1B11+d2B12=bd1 and d1B21+d2B22=bd2. We have 2 equations and 2 unknowns (d1 and d2). Expressing these equations in matrix form
(B11−bB12B21B22−b)(d1d2)=(00)
The nontrivial solution for ds exists if the determinant is zero. (B11−b)(B22−b)−B12B21=0 (Eq. 3). From this second order equation in b, one gets
ii.i) either two distinct b values, each one giving a different (d1,d2), meaning having different linear combinations of ψ1 and ψ2, hence different eigenvectors of B. This way the degeneracy is resolved. A had degenerate eigenvectors (which span εa) for the eigenvalue a. We found two nondegenerate eigenvectors of B in εa, with eigenvalues b1 and b2
ii.ii) or, b1 and b2 are equal. We failed in our try of searching distinct eigenvalues of B in εa. ψ3 is a degenerate eigenvector of B too, with the eigenvalue b. εa=εb. But no worries, there is definitely a third operator C which commutes with both A and B and have nondegenerate eigenvectors in εa. (I don't know why, yet).
These can be generalized to higher dimensions. The degeneracy will be decreased by the amount of the distinct roots of the (Eq. 3).
Why the fuss? What is the big deal with these simultaneous eigenvectors, and resolving the degeneracy business?
In QM observables are hermitian operators and the eigenvectors of a hermitian operators build a set of complete orthogonal basis if there is no degeneracy.
In the nondegenerate case i) A|ψ⟩=a|ψ⟩ and B|ψ⟩=b|ψ⟩. According to the convention of labeling eigenvectors by their corresponding eigenvalues, we can label |ψ⟩ as |a⟩, |b⟩ or |a,b⟩. If A operates on |a,b⟩ the eigenvalue will be a and if B operators on |a,b⟩ the eigenvalue will be b. The eigenvectors of A and B are the same but they correspond to different eigenvalues for A and B.
If there is degeneracy, the nondegenerate eigenvectors are orthonormal and the degenerate ones span subspaces, εad, for each degenerate eigenvalue ad. Any vector on εad is another eigenvector. One can use Gram-Schmidt process and find N orthonormal vectors in each N-dimensional eigensubspace εad. Actually it is always possible to find a complete orthonormal basis from eigenvectors of A anyhow (either some of them are degenerate or not). 3 The contribution of adding B is to change the eigenvalues of vectors in εad and eliminating the degeneracy. (We don't like degeneracies in this town.)
In the degenerate case ii.i) B is used for trying to lift the degeneracy. Again we could label |ψ⟩ as |ad⟩ but this time |ψ⟩ is not unique. And, in general, it is not an eigenvector of B. But it is possible to find eigenvectors of B in the eigensubspace, εa spanned by the degenerate eigenvectors of A corresponding the degenerate eigenvalue ad. If somehow distinct eigenvectors of B is found, we can label the simultaneous eigenvectors as such: |ad,b1⟩, |ad,b2⟩ etc. Now they are unique distinct functions. If A hits on all of these vectors, ad will be the eigenvalue. If B hits them b1, b2 etc will be the eigenvalue. Any vector can be written in this orthonormal basis |ϕ⟩=∑a,bca,b|a,b⟩ for each possible combination of the eigenvalues a and b. A and B forms a CSCO.
In the degenerate case ii.ii) although again we got our basis, B could not lift the degeneracy. But there is sure an operator C which can do the job. (Why?!)
Next I will talk about the number of objects in CSCO and give some simple examples.
1 http://faculty.physics.tamu.edu/herschbach/commuting%20observables%20and%20simultaneous%20eigenfunctions.pdf
2 http://eecourses.technion.ac.il/046241/files/Rec2.pdf
3 http://www.pa.msu.edu/~mmoore/Lect4_BasisSet.pdf
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