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ksteube |
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jfenwick |
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jfenwick |
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% Copyright (c) 2003-2018 by The University of Queensland |
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jfenwick |
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% http://www.uq.edu.au |
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lgraham |
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ksteube |
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% Primary Business: Queensland, Australia |
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jfenwick |
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% Licensed under the Apache License, version 2.0 |
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% http://www.apache.org/licenses/LICENSE-2.0 |
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lgraham |
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jfenwick |
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% Development until 2012 by Earth Systems Science Computational Center (ESSCC) |
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% Development 2012-2013 by School of Earth Sciences |
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% Development from 2014 by Centre for Geoscience Computing (GeoComp) |
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%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% |
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\chapter{Einstein Notation} |
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lgraham |
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\label{EINSTEIN NOTATION} |
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caltinay |
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Compact notation is used in equations such continuum mechanics and linear |
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algebra; it is known as Einstein notation or the Einstein summation convention. |
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It makes the conventional notation of equations involving tensors more compact |
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by shortening and simplifying them. |
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lgraham |
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caltinay |
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There are two rules which make up the convention. |
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Firstly, the rank of a tensor is represented by an index. |
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For example, $a$ is a scalar, $b_{i}$ represents a vector, and $c_{ij}$ |
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represents a matrix. |
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Secondly, if an expression contains repeated subscripted variables, they are |
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assumed to be summed over all possible values, from $0$ to $n$. |
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For example, the expression |
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lgraham |
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\begin{equation} |
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jfenwick |
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y = a_{0}b_{0} + a_{1}b_{1} + \ldots + a_{n}b_{n} |
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lgraham |
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\label{NOTATION1} |
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\end{equation} |
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caltinay |
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can be represented as |
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lgraham |
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\begin{equation} |
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jfenwick |
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y = \sum_{i=0}^n a_{i}b_{i} |
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lgraham |
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\label{NOTATION2} |
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\end{equation} |
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caltinay |
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then in Einstein notation: |
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lgraham |
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\begin{equation} |
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jfenwick |
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y = a_{i}b_{i} |
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lgraham |
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\label{NOTATION3} |
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\end{equation} |
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caltinay |
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% |
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lgraham |
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Another example: |
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\begin{equation} |
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jfenwick |
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\nabla p = \frac{\partial p}{\partial x_{0}}\textbf{i} + \frac{\partial p}{\partial x_{1}}\textbf{j} + \frac{\partial p}{\partial x_{2}}\textbf{k} |
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lgraham |
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\label{NOTATION4} |
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\end{equation} |
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caltinay |
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can be expressed in Einstein notation as |
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lgraham |
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\begin{equation} |
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jfenwick |
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\nabla p = p,_{i} |
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lgraham |
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\label{NOTATION5} |
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\end{equation} |
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caltinay |
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where the comma ',' in the subscript indicates the partial derivative. |
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lgraham |
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caltinay |
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\noindent For a tensor: |
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lgraham |
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\begin{equation} |
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jfenwick |
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\sigma _{ij}= |
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lgraham |
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\left[ \begin{array}{ccc} |
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jfenwick |
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\sigma_{00} & \sigma_{01} & \sigma_{02} \\ |
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\sigma_{10} & \sigma_{11} & \sigma_{12} \\ |
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\sigma_{20} & \sigma_{21} & \sigma_{22} \\ |
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lgraham |
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\end{array} \right] |
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\label{NOTATION6} |
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\end{equation} |
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caltinay |
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The $\delta_{ij}$ is the Kronecker $\delta$-symbol, which is a matrix with ones |
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in its diagonal entries ($i = j$) and zeros in the remaining entries |
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($i \neq j$). |
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lgraham |
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\begin{equation} |
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jfenwick |
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\delta _{ij} = |
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lgraham |
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\left \{ \begin{array}{cc} |
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1, & \mbox{if $i = j$} \\ |
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0, & \mbox{if $i \neq j$} \\ |
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\end{array} |
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\right. |
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\label{KRONECKER} |
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\end{equation} |
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caltinay |
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|