Physics foundations
Einstein summation notation: the rules, symbols, and identities that make tensor expressions readable.
Read it in order: rules, simplification, symbols, and applications.
Tensor notation
Index discipline
Identity toolbox
- 1. Read the rules
- Learn what counts as a legal index expression.
- 2. Simplify carefully
- Keep free indices visible and contract the rest.
- 3. Keep identities nearby
- Delta and Levi-Civita are the main tools you will use repeatedly.
The rule set comes first.
How Einstein notation behaves
| Rule | Meaning | Example |
|---|---|---|
| Repeated index | One repeated index in a term means sum over it. | \(A_iB_i = \sum_i A_iB_i\) |
| Free index | Free indices must match on both sides of an equation. | \(T_{ij}v_j = w_i\) |
| Dummy index | A dummy index is local and may be renamed. | \(A_iB_i = A_jB_j\) |
| Index count | No index may appear more than twice in one term. | \(A_iB_iC_i\) is invalid |
| Index position | Upper and lower indices matter in tensor calculus. | \(a_i = g_{ij}a^j\) |
Simplify by protecting the free indices and contracting the rest.
A reliable simplification sequence
| Move | What it does | Example |
|---|---|---|
| Mark free indices | These must survive to the final expression. | \(T_{ij}v_j\) keeps the free index \(i\) |
| Identify dummy pairs | Each repeated pair stands for one sum. | \(\delta_{ij}A_j = A_i\) |
| Apply identities early | Kronecker delta usually collapses terms first. | \(\delta_{ij}\delta_{jk}A_k = A_i\) |
| Use symmetry | Symmetric and antisymmetric pieces can cancel. | \(\epsilon_{ijk}a_ja_k = 0\) |
Worked checks
| Expression | Result | Reason |
|---|---|---|
| \(A_i + B_i\) | Valid | Same free index structure. |
| \(A_i + B_j\) | Invalid | The free indices do not match. |
| \(A_iB_iC_i\) | Invalid | Index \(i\) appears three times in one term. |
| \(\delta_{ii}\) | \(n\) | Trace of the identity tensor. |
The two symbols used most often.
Symbol sheet
| Symbol | Definition | Common use |
|---|---|---|
| \(\delta_{ij}\) | 1 when \(i=j\), otherwise 0. | Acts like the identity matrix. |
| \(\epsilon_{ijk}\) | Completely antisymmetric in 3D. | Encodes cross products and orientation. |
Kronecker delta in practice
\[ \delta_{ij}A_j = A_i, \qquad \delta_{ij}\delta_{jk} = \delta_{ik}, \qquad \frac{\partial x_i}{\partial x_j}=\delta_{ij} \]
Levi-Civita in practice
\[ \epsilon_{ijk}=\begin{cases} +1 & \text{even permutation of }(123)\\ -1 & \text{odd permutation of }(123)\\ 0 & \text{if any indices repeat} \end{cases} \]
\[ (a\times b)_i = \epsilon_{ijk}a_jb_k, \qquad (\nabla\times A)_i = \epsilon_{ijk}\partial_j A_k \]
\[ \epsilon_{ijk}\epsilon_{imn}=\delta_{jm}\delta_{kn}-\delta_{jn}\delta_{km} \]
Keep these identities nearby when you work.
Identity sheet
| Identity | Use |
|---|---|
| \(\epsilon_{i_1\cdots i_n}\epsilon_{j_1\cdots j_n} = \det[\delta_{i_a j_b}]\) | General antisymmetric contraction in any dimension. |
| \(\epsilon_{i_1\cdots i_n}\epsilon_{i_1\cdots i_n}=n!\) | Norm contraction of the Levi-Civita symbol. |
| \(\epsilon_{ij}\epsilon_{kj}=\delta_{ik}\) | Compact 2D contraction identity. |
| \(T_{ii}=\mathrm{tr}(T), \qquad \partial_i T_i\) | Trace and divergence are both contractions. |
| \(S_{ij}\epsilon_{ijk}=0\) when \(S_{ij}=S_{ji}\) | A symmetric tensor vanishes against an antisymmetric one. |
Where the notation shows up in physics.
Where the notation shows up
| Area | Example | Why it helps |
|---|---|---|
| Classical mechanics | \(L_i=\epsilon_{ijk}x_jp_k\) | Keeps angular momentum structure compact. |
| Electromagnetism | \((\nabla\times E)_i=\epsilon_{ijk}\partial_jE_k\) | Turns vector identities into index checks. |
| Continuum mechanics | \(\partial_j\sigma_{ij}+f_i=\rho a_i\) | Free-index consistency becomes immediate. |
| Relativity | \(a_i=g_{ij}a^j\) | Shows how the metric moves indices. |
Before I trust the line, I check the indices.
Final checklist
| Check | Pass condition |
|---|---|
| Free indices | They match on both sides. |
| Dummy indices | Each appears exactly twice in one term. |
| Mixed roles | No symbol is both free and dummy in the same term. |
| Index position | Upper and lower placement is consistent when relevant. |
| Symmetry | Use symmetry and antisymmetry to remove zero terms early. |