Tensor product and representations

Click For Summary

Discussion Overview

The discussion revolves around the concepts of tensor products and representations in the context of linear algebra and quantum mechanics. Participants explore the mathematical formulation of matrix representations, coordinate representations, and the application of these concepts in theoretical frameworks, particularly in relation to Lie algebras and their representations.

Discussion Character

  • Exploratory
  • Technical explanation
  • Conceptual clarification
  • Debate/contested

Main Points Raised

  • One participant questions the calculation of the expression |I>M_{I}^{J}
  • Another participant provides a detailed explanation of how matrices act as operators in an n-dimensional vector space, including the use of completeness relations and orthonormal basis vectors.
  • There is a request for an example to clarify the concepts being discussed.
  • One participant asks for clarification on the formula \hat{G_{i}}=q^{I}(G_{i})_{I}^{J}p_{j}, suggesting it may represent an inner product of coordinates and conjugate momenta.
  • Another participant explains the connection between the formula and previous equations, emphasizing that q^{I} and p_{I} are continuous coordinate numbers that do not directly span the index space of matrices.
  • There is a discussion about the representation of Lie algebras and the relationship between the defined functionals J_{a} and the Lie bracket relations.
  • One participant expresses understanding of how matrix representations can be constructed from basis vectors and their corresponding coefficients.
  • Another participant reflects on the different contexts in which the notation |^{I}> is used, indicating a need for further comprehension of its applications.

Areas of Agreement / Disagreement

Participants express varying levels of understanding and seek clarification on specific points, indicating that multiple interpretations and approaches to the concepts remain. There is no consensus on the best way to apply the discussed formulas or the complexity of the material.

Contextual Notes

Some participants note that the material may be too advanced for beginners, suggesting that foundational texts may be necessary for a better understanding of the elementary calculational details.

Who May Find This Useful

This discussion may be useful for students and researchers interested in linear algebra, quantum mechanics, and the mathematical foundations of theoretical physics, particularly those exploring tensor products and representations in these fields.

JonnyMaddox
Messages
74
Reaction score
1
Hi, I that <I|M|J>=M_{I}^{J} is just a way to define the elements of a matrix. But what is |I>M_{I}^{J}<J|=M ? I don't know how to calculate that because the normal multiplication for matrices don't seem to work. I'm reading a book where I think this is used to get a coordinate representation of a group with a matrix representation as:
\hat{G_{i}}=q^{I}(G_{i})_{I}^{J}p_{j} where q and p are the coordinates and the conjugate momenta.

Can someone give me an easy example? :)
 
Physics news on Phys.org
JonnyMaddox said:
I'm reading a book
Which book?
 
Nugatory said:
Which book?
The bible...no jk I'm reading "Fields" from Warren Siegel. It's free on arxiv.
 
Last edited:
JonnyMaddox said:
Hi, I that <I|M|J>=M_{I}^{J} is just a way to define the elements of a matrix. But what is |I>M_{I}^{J}<J|=M ? I don't know how to calculate that because the normal multiplication for matrices don't seem to work. I'm reading a book where I think this is used to get a coordinate representation of a group with a matrix representation as:
\hat{G_{i}}=q^{I}(G_{i})_{I}^{J}p_{j} where q and p are the coordinates and the conjugate momenta.

Can someone give me an easy example? :)

Consider an abstract, n-dimensional linear vector space spanned by complete and ortho-normal basis vectors, i.e. \langle I | J \rangle = \delta_{I}^{J} , \ \ \ \ \ (1) \sum_{K}^{n} | K \rangle \langle K | = \mathbb{I}_{n} . \ \ \ \ (2) In this n-dimensional (index) space, a n \times n matrix M acts as operator: M | J \rangle = | M J \rangle = \sum_{K}^{n} M^{J}_{K} \ | K \rangle , \ \ \ (3) where the numbers M^{J}_{I} , i.e. the expansion coefficients, are determined from the orthonomality condition (1): \langle I | M | J \rangle = \sum_{K} M^{J}_{K} \ \delta^{K}_{I} = M^{J}_{I} . To construct a matrix representation of operator M, we use the completeness relation (2) and the expansion (3): M \sum_{J} | J \rangle \langle J | = M_{n \times n} = \sum_{I , J} M^{J}_{I} \ | I \rangle \langle J | . \ \ \ (4) As an example, consider 2-dimensional index space with basis vectors | 1 \rangle = \langle 1 |^{ \dagger } = ( 1 \ , \ 0 )^{T} , | 2 \rangle = \langle 2 |^{ \dagger } = ( 0 \ , \ 1 )^{T} . In this case, equation (4) should give a 2 \times 2 matrix representation for the operator M: M_{ 2 \times 2 } = \sum_{I , J}^{2} M^{J}_{I} \ | I \rangle \langle J | . \ \ \ (5) Indeed, since | 1 \rangle \langle 1 | = \left( \begin {array} {c c} 1 & 0 \\ 0 & 0 \end {array} \right) , \ \ | 1 \rangle \langle 2 | = \left( \begin{array} {c c} 0 & 1 \\ 0 & 0 \end{array} \right) , | 2 \rangle \langle 1 | = \left( \begin{array} {c c} 0 & 0 \\ 1 & 0 \end{array} \right) , \ \ | 2 \rangle \langle 2 | = \left( \begin{array} {c c} 0 & 0 \\ 0 & 1 \end{array} \right) , equation (5) gives M_{2 \times 2} = \left( \begin{array} {c c} M^{1}_{1} & M^{2}_{1} \\ M^{1}_{2} & M^{2}_{2} \end{array} \right) .

Sam
 
  • Like
Likes   Reactions: dextercioby
Ok thanks Sam. Could you also help me with coordinate representations? How do I apply this formula
\hat{G_{i}}=q^{I}(G_{i})_{I}^{J}p_{j}
Is this like an inner product of the coordinates and the conjugate momentum?
Like this
\hat{G_{1}}=q^{1}(G_{1})_{1}^{1}p_{1}+q^{2}(G_{1})_{2}^{2}p_{2}+...
 
JonnyMaddox said:
Ok thanks Sam. Could you also help me with coordinate representations? How do I apply this formula
\hat{G_{i}}=q^{I}(G_{i})_{I}^{J}p_{j}
Is this like an inner product of the coordinates and the conjugate momentum?
Like this
\hat{G_{1}}=q^{1}(G_{1})_{1}^{1}p_{1}+q^{2}(G_{1})_{2}^{2}p_{2}+...

First, you need to understand the connection between this and equation (4) in my previous post. In here, ( q^{I} , p_{I} ) are continuous coordinate numbers, i.e. they don’t (directly) span the index space of matrices. However, if we write |Q \rangle = \sum_{I}^{n} q_{I} \ | I \rangle , \ \ \Rightarrow \ q^{I} = ( q_{I} )^{T} = \langle Q | I \rangle , | P \rangle = \sum_{J}^{n} p_{J} \ | J \rangle , \ \ \Rightarrow \ p_{J} = \langle J | P \rangle , then we can transform equation (4) into equation similar to the one you wrote: M ( p , q ) \equiv \langle Q | M | P \rangle = \sum_{I , J} M^{J}_{I} \ \langle Q | I \rangle \langle J | P \rangle = \sum_{I , J} M^{J}_{I} \ q^{I} \ p_{J} . In fact (see the exercise below) G^{I}_{J} \equiv i | I \rangle \langle J | and J^{I}_{J} \equiv q^{I} \ p_{J} generate “isomorphic” Lie algebras.
Now, let us talk about coordinate representation. Let G_{a} , a = 1 , 2 , \cdots , m be basis in an m-dimensional Lie algebra \mathcal{L}^{m} with the following Lie bracket relations [ G_{a} , G_{b} ] = C_{a b}{}^{c} \ G_{c} . \ \ \ \ \ (1) Since every Lie algebra has a faithful matrix representation, we may the G_{a}’s to be a set of (m) matrices (n \times n) and, therefore, realizing the Lie brackets by commutation relations [ G_{a} , G_{b} ]^{J}_{I} = C_{a b}{}^{c} \ ( G_{c} )^{J}_{I} , \ \ I , J = 1 , 2 , \cdots , n . \ \ \ (2) Now, we take n-pairs of real munbers ( q^{I} , p_{I} ) and define m numbers (functionals) J_{a} ( q , p ) by J_{a} = ( G_{a} )^{J}_{I} \ q^{I} \ p_{J} , \ \ \ a = 1 , 2 , \cdots , m . \ \ \ \ (3) Clearly, the set of numbers J_{a} forms a representation of \mathcal{L}^{m} , i.e. they satisfy a Lie bracket relation. To see this, take ( q^{I} , p_{I} ) to be local coordinates on Poisson manifold \mathcal{P}^{2 n} and evaluate the Poisson bracket \{ J_{a} , J_{b} \} = \sum_{K}^{n} \left( \frac{ \delta J_{a} }{ \delta q^{K} } \frac{ \delta J_{b} }{ \delta p_{K} } - \frac{ \delta J_{a} }{ \delta p_{K} } \frac{ \delta J_{b} }{ \delta q^{K} } \right) . Using (2) and (3), we find \{ J_{a} , J_{b} \} = C_{a b}{}^{c} \ J_{c} . \ \ \ \ \ (4) Since the structure constants of \mathcal{L}^{m} appear on the RHS of (4), then \{ J_{a} , J_{b} \} is a Lie bracket on \mathcal{L}^{m}. Mathematically speaking, to every (associative) Lie algebra there corresponds a Poisson structure, i.e., the universal enveloping algebra of \mathcal{L}^{m} is a Poisson-Lie algebra.

Okay, now I leave you with the following exercise. Define M^{I}_{J} = i \ | I \rangle \langle J | , \ \ \mbox{and} \ \ G^{I}_{J} = q^{I} \ p_{J} , then prove the following Lie brackets [ M^{I}_{J} , M^{L}_{K} ] = \delta^{I}_{K} \ M^{L}_{J} - \delta^{L}_{J} \ M^{I}_{K} , \{ G^{I}_{J} , G^{L}_{K} \} = \delta^{I}_{K} \ G^{L}_{J} - \delta^{L}_{J} \ G^{I}_{K} . What is the corresponding Lie group?


Sam
 
Last edited:
  • #10
Ok I see. Now I understood this:
A_{ij}|e_{i}><e_{j}|= A_{11}|e_{1}><e_{1}|+A_{21}|e_{2}><e_{1}|+A_{12}|e_{1}><e_{2}|+A_{22}|e_{2}><e_{2}|=A_{11}\begin{pmatrix} 1 & 0 \\ 0 & 0 \end{pmatrix}+A_{21}\begin{pmatrix} 0 & 0 \\ 1 & 0 \end{pmatrix}+A_{12}\begin{pmatrix} 0 & 1 \\ 0 & 0 \end{pmatrix}+A_{22}\begin{pmatrix} 0 & 0 \\ 0 & 1 \end{pmatrix}=\begin{pmatrix} A_{11} & A_{12} \\ A_{12} & A_{22} \end{pmatrix}
I think I have to wrap my head a little around how he (in his book) uses this in all the different ways it can be used. So when he uses |^{I}> in the context of a vector V it just means |^{I}>=|e_{i}>. Then in the context of matrices or generators he uses it as |^{I}>=|e_{i}><e_{j}|? Same with the conjugate representations and so on.
And I'm right that this equation I asked you about is analogous to this equation with which you can define a regular representation of a finite group:
[D(g)]_{ij}=<e_{i}|D(g)|e_{j}>?
Ok I think I have to play a little around with all this and then I will try to solve your exercise. Thank you Sam !
 
Last edited:
  • #11
Ok I think I'm confused about what q^{I} and p_{J} are. Coordinates and conjugate momentum ok. But are they the basis of the space or what? If not how does this make sense \hat{G_{i}}= q^{1}(G_{1})_{1}^{1}p_{1}+...? So it's just a number or what?
 
Last edited:
  • #12
JonnyMaddox said:
Ok I think I'm confused about what q^{I} and p_{J} are. Coordinates and conjugate momentum ok. But are they the basis of the space or what?
Did you read the first two lines in post #9 ?
If not how does this make sense \hat{G_{i}}= q^{1}(G_{1})_{1}^{1}p_{1}+...? So it's just a number or what?
Did you read the line just before equation (3) in post #9 ?
 

Similar threads

  • · Replies 27 ·
Replies
27
Views
4K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 11 ·
Replies
11
Views
3K
  • · Replies 4 ·
Replies
4
Views
1K
  • · Replies 1 ·
Replies
1
Views
1K
  • · Replies 9 ·
Replies
9
Views
2K
  • · Replies 1 ·
Replies
1
Views
1K
  • · Replies 1 ·
Replies
1
Views
1K
  • · Replies 5 ·
Replies
5
Views
3K
  • · Replies 2 ·
Replies
2
Views
1K