- The Relationship Between Tensor Product Representation of Identity Matrix and Dirac Notation
- 1. Tensor Operations
- 2. Tensors as Linear Operators
- 3. Using Metric Duality
- 4. Definition of Tensor Product Inner Product
- 5. Deriving the Relationship
- 6. Tensor Product Representation of Identity Operator Using Linear Operator Properties
- 7. Identity Operator Representation in Dirac Notation
- 8. Comparison of Tensor Product Representation and Dirac Notation for Identity Matrix
- 9. Additional Comparison of Tensor Product Representation and Dirac Notation
On this page
- 1. Tensor Operations
- 2. Tensors as Linear Operators
- 3. Using Metric Duality
- 4. Definition of Tensor Product Inner Product
- 5. Deriving the Relationship
- 6. Tensor Product Representation of Identity Operator Using Linear Operator Properties
- 7. Identity Operator Representation in Dirac Notation
- 8. Comparison of Tensor Product Representation and Dirac Notation for Identity Matrix
- 9. Additional Comparison of Tensor Product Representation and Dirac Notation
1. Tensor Operations
$$(e^i \otimes e_j)(v,f) = e^i(v) e_j(f)$$
2. Tensors as Linear Operators
\begin{equation*} \begin{aligned} (e^i \otimes e_j)(\boldsymbol{v},f) &= f((e^i \otimes e_j)(\boldsymbol{v})) \\ \text{,where }\ (e^i \otimes e_j)(\boldsymbol{v}) = e^i(\boldsymbol{v}) e_j \\ &= f(e^i(\boldsymbol{v}) e_j) \\ &= e^i(\boldsymbol{v}) f(e_j) \\ \text{,where } \ f(e_j) = e_j(f) \\ &= e^i(\boldsymbol{v}) e_j(f) \end{aligned} \end{equation*}
3. Using Metric Duality
$$(e^i(v) e_j(f) = (e_i | v) (e^j | f)$$
4. Definition of Tensor Product Inner Product
$$(v_1 \otimes w_1|v_2 \otimes w_2) = (v_1|v_2) (w_1|w_2)$$
5. Deriving the Relationship
$$(e^i \otimes e_j)(v,f) = e^i(v) e_j(f)$$
$$= (e_i|v) (e^j|f) = (e_i \otimes e^j|v \otimes f)$$
6. Tensor Product Representation of Identity Operator Using Linear Operator Properties
$$(e^i \otimes e_i)(v) = e^i(v) e_i = v^i e_i,$$
therefore,
$$\sum_i e^i \otimes e_i = I_{(1,1)} = I$$
7. Identity Operator Representation in Dirac Notation
$$\bra{a}\ket{b} = \sum_i a_i^* b_i = \sum_i \bra{a}\ket{i} \bra{i}\ket{b}$$
$$= \bra{a} \left( \sum_i \ket{i}\bra{i}\right) \ket{b},$$
therefore,
$$\sum_i \ket{i}\bra{i} = I$$
8. Comparison of Tensor Product Representation and Dirac Notation for Identity Matrix
$$I : \sum_i \ket{i}\bra{i}\quad \leftrightarrow \quad \sum_i e^i \otimes e_i$$
9. Additional Comparison of Tensor Product Representation and Dirac Notation
$$(e^i \otimes e_j)(v)=e^i(v) e_j = v^i e_j ,$$
meanwhile,
$$\ket{j}\bra{i}\ket{a} = a_i \ket{j} ,$$
therefore,
$$\ket{j}\bra{i} \quad \leftrightarrow \quad e^i \otimes e_j$$