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Musical isomorphism

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Isomorphism between the tangent and cotangent bundles of a manifold
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Inmathematics—more specifically, indifferential geometry—themusical isomorphism (orcanonical isomorphism) is anisomorphism between thetangent bundleTM{\displaystyle \mathrm {T} M} and thecotangent bundleTM{\displaystyle \mathrm {T} ^{*}M} of aRiemannian orpseudo-Riemannian manifold induced by itsmetric tensor. There are similar isomorphisms onsymplectic manifolds. These isomorphisms are global versions of the canonical isomorphism between aninner product space and itsdual. The termmusical refers to the use of themusical notation symbols{\displaystyle \flat } (flat) and{\displaystyle \sharp } (sharp).[1][2]

In the notation ofRicci calculus andmathematical physics, the idea is expressed as theraising and lowering of indices. Raising and lowering indices are a form ofindex manipulation in tensor expressions.

In certain specialized applications, such as onPoisson manifolds, the relationship may fail to be an isomorphism atsingular points, and so, for these cases, is technically only a homomorphism.

Motivation

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Inlinear algebra, afinite-dimensional vector space is isomorphic to itsdual space (the space oflinear functionals mapping the vector space to its base field), but not canonically isomorphic to it. This is to say that given a fixed basis for the vector space, there is a natural way to go back and forth between vectors and linear functionals: vectors are represented in the basis bycolumn vectors, and linear functionals are represented in the basis byrow vectors, and one can go back and forth bytransposing. However, without a fixed basis, there is no way to go back and forth between vectors and linear functionals. This is what is meant by that there is no canonical isomorphism.

On the other hand, a finite-dimensional vector spaceV{\displaystyle V} endowed with a non-degeneratebilinear form,{\displaystyle \langle \cdot ,\cdot \rangle } is canonically isomorphic to its dual. The canonical isomorphismVV{\displaystyle V\to V^{*}} is given by

vv,{\displaystyle v\mapsto \langle v,\cdot \rangle }.

The non-degeneracy of,{\displaystyle \langle \cdot ,\cdot \rangle } means exactly that the above map is an isomorphism. An example is whereV=Rn{\displaystyle V=\mathbb {R} ^{n}} and,{\displaystyle \langle \cdot ,\cdot \rangle } is thedot product.

In a basisei{\displaystyle e_{i}}, the canonical isomorphism above is represented as follows. Letgij=ei,ej{\displaystyle g_{ij}=\langle e_{i},e_{j}\rangle } be the components of the non-degenerate bilinear form and letgij{\displaystyle g^{ij}} be the components of the inverse matrix togij{\displaystyle g_{ij}}. Letei{\displaystyle e^{i}} be the dual basis ofei{\displaystyle e_{i}}. A vectorv{\displaystyle v} is written in the basis asv=viei{\displaystyle v=v^{i}e_{i}} usingEinstein summation notation, i.e.,v{\displaystyle v} has componentsvi{\displaystyle v^{i}} in the basis. The canonical isomorphism applied tov{\displaystyle v} gives an element of the dual, which is called a covector. The covector has componentsvi{\displaystyle v_{i}} in the dual basis given by contracting withg{\displaystyle g}:

vi=gijvj.{\displaystyle v_{i}=g_{ij}v^{j}.}

This is what is meant by lowering the index. Conversely, contracting a covectorα=αiei{\displaystyle \alpha =\alpha _{i}e^{i}} with the inverse ofg{\displaystyle g} gives a vector with components

αi=gijαj.{\displaystyle \alpha ^{i}=g^{ij}\alpha _{j}.}

in the basisei{\displaystyle e_{i}}. This process is called raising the index.

Raising and then lowering the same index (or conversely) are inverse operations, which is reflected ingij{\displaystyle g_{ij}} andgij{\displaystyle g^{ij}} being inverses:

gijgjk=gkjgji=δik=δki{\displaystyle g^{ij}g_{jk}=g_{kj}g^{ji}={\delta ^{i}}_{k}={\delta _{k}}^{i}}

whereδji{\displaystyle \delta _{j}^{i}} is theKronecker delta oridentity matrix.

The musical isomorphisms are the global version of the canonical isomorphismvv,{\displaystyle v\mapsto \langle v,\cdot \rangle } and its inverse for thetangent bundle andcotangent bundle of a (pseudo-)Riemannian manifold(M,g){\displaystyle (M,g)}. They are canonical isomorphisms ofvector bundles which are at any pointp the canonical isomorphism applied to thetangent space ofM atp endowed with the inner productgp{\displaystyle g_{p}}.

Because everysmooth manifold can be (non-canonically) endowed with a Riemannian metric, the musical isomorphisms show that a vector bundle on a smooth manifold is (non-canonically) isomorphic to its dual.

Discussion

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Let(M,g) be a (pseudo-)Riemannian manifold. At each pointp, the mapgp is a non-degenerate bilinear form on the tangent spaceTpM. Ifv is a vector inTpM, itsflat is thecovector

v=gp(v,){\displaystyle v^{\flat }=g_{p}(v,\cdot )}

inT
p
M
. Since this is a smooth map that preserves the pointp, it defines a morphism ofsmooth vector bundles:TMTM{\displaystyle \flat :\mathrm {T} M\to \mathrm {T} ^{*}M}. By non-degeneracy of the metric,{\displaystyle \flat } has an inverse{\displaystyle \sharp } at each point, characterized by

gp(α,v)=α(v){\displaystyle g_{p}(\alpha ^{\sharp },v)=\alpha (v)}

forα inT
p
M
andv inTpM. The vectorα{\displaystyle \alpha ^{\sharp }} is called thesharp ofα. The sharp map is a smooth bundle map:TMTM{\displaystyle \sharp :\mathrm {T} ^{*}M\to \mathrm {T} M}.

Flat and sharp are mutually inverse isomorphisms of smooth vector bundles, hence, for eachp inM, there are mutually inverse vector space isomorphisms betweenTpM andT
p
M
.

The flat and sharp maps can be applied tovector fields andcovector fields by applying them to each point. Hence, ifX is a vector field andω is a covector field,

X=g(X,){\displaystyle X^{\flat }=g(X,\cdot )}

and

g(ω,X)=ω(X){\displaystyle g(\omega ^{\sharp },X)=\omega (X)}.

In a moving frame

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Suppose{ei} is amoving tangent frame (see alsosmooth frame) for the tangent bundleTM with, asdual frame (see alsodual basis), themoving coframe (amoving tangent frame for thecotangent bundleTM{\displaystyle \mathrm {T} ^{*}M}; see alsocoframe){ei}. Then thepseudo-Riemannian metric, which is a 2-covarianttensor field, can be written locally in this coframe asg =gijeiej usingEinstein summation notation.

Given a vector fieldX =Xiei and denotinggijXi =Xj, its flat is

X=gijXiej=Xjej{\displaystyle X^{\flat }=g_{ij}X^{i}\mathbf {e} ^{j}=X_{j}\mathbf {e} ^{j}}.

This is referred to as lowering an index, because the components ofX are written with an upper indexXi, whereas the components ofX{\displaystyle X^{\flat }} are written with a lower indexXj.

In the same way, given a covector fieldω =ωiei and denotinggijωi =ωj, its sharp is

ω=gijωiej=ωjej{\displaystyle \omega ^{\sharp }=g^{ij}\omega _{i}\mathbf {e} _{j}=\omega ^{j}\mathbf {e} _{j}},

wheregij are thecomponents of theinverse metric tensor (given by the entries of the inverse matrix togij). Taking the sharp of a covector field is referred to asraising an index.

Extension to tensor products

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The musical isomorphisms may also be extended, for eachr,s,k, to an isomorphism between the bundle

i=1sTMj=1rTM{\displaystyle \bigotimes _{i=1}^{s}{\rm {T}}M\otimes \bigotimes _{j=1}^{r}{\rm {T}}^{*}M}

of(r,s){\displaystyle (r,s)} tensors and the bundle of(rk,s+k){\displaystyle (r-k,s+k)} tensors. Herek can be positive or negative, so long asr -k ≥ 0 ands +k ≥ 0.

Lowering an index of an(r,s){\displaystyle (r,s)} tensor gives a(r1,s+1){\displaystyle (r-1,s+1)} tensor, while raising an index gives a(r+1,s1){\displaystyle (r+1,s-1)}. Which index is to be raised or lowered must be indicated.

For instance, consider the(0, 2) tensorX =Xijeiej. Raising the second index, we get the(1, 1) tensor

X=gjkXijeiek.{\displaystyle X^{\sharp }=g^{jk}X_{ij}\,{\rm {e}}^{i}\otimes {\rm {e}}_{k}.}

In other words, the componentsXik{\displaystyle X_{i}^{k}} ofX{\displaystyle X^{\sharp }} are given by

Xik=gjkXij.{\displaystyle X_{i}^{k}=g^{jk}X_{ij}.}

Similar formulas are available for tensors of other orders. For example, for a(0,n){\displaystyle (0,n)} tensorX, all indices are raised by:[3]

Xj1j2jn=gj1i1gj2i2gjninXi1i2in.{\displaystyle X^{j_{1}j_{2}\cdots j_{n}}=g^{j_{1}i_{1}}g^{j_{2}i_{2}}\cdots g^{j_{n}i_{n}}X_{i_{1}i_{2}\cdots i_{n}}.}

For a(n,0){\displaystyle (n,0)} tensorX, all indices are lowered by:

Xj1j2jn=gj1i1gj2i2gjninXi1i2in.{\displaystyle X_{j_{1}j_{2}\cdots j_{n}}=g_{j_{1}i_{1}}g_{j_{2}i_{2}}\cdots g_{j_{n}i_{n}}X^{i_{1}i_{2}\cdots i_{n}}.}

For a mixed tensor of order(n,m){\displaystyle (n,m)}, all lower indices are raised and all upper indices are lowered by

Xp1p2pnq1q2qm=gp1i1gp2i2gpningq1j1gq2j2gqmjmXi1i2inj1j2jm.{\displaystyle {X_{p_{1}p_{2}\cdots p_{n}}}^{q_{1}q_{2}\cdots q_{m}}=g_{p_{1}i_{1}}g_{p_{2}i_{2}}\cdots g_{p_{n}i_{n}}g^{q_{1}j_{1}}g^{q_{2}j_{2}}\cdots g^{q_{m}j_{m}}{X^{i_{1}i_{2}\cdots i_{n}}}_{j_{1}j_{2}\cdots j_{m}}.}

Well-formulated expressions are constrained by the rules of Einstein summation notation: any index may appear at most twice and furthermore a raised index must contract with a lowered index. With these rules we can immediately see that an expression such asgijviuj{\displaystyle g_{ij}v^{i}u^{j}}is well formulated whilegijviuj{\displaystyle g_{ij}v_{i}u_{j}} is not.

Extension tok-vectors andk-forms

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In the context ofexterior algebra, an extension of the musical operators may be defined onV and its dualV*, and are again mutual inverses:[4]

:i=1kVi=1kV,{\displaystyle \flat :\bigwedge _{i=1}^{k}V\to \bigwedge _{i=1}^{k}V^{*},}
:i=1kVi=1kV,{\displaystyle \sharp :\bigwedge _{i=1}^{k}V^{*}\to \bigwedge _{i=1}^{k}V,}

defined by

(XZ)=XZ,{\displaystyle (X\wedge \ldots \wedge Z)^{\flat }=X^{\flat }\wedge \ldots \wedge Z^{\flat },}
(αγ)=αγ.{\displaystyle (\alpha \wedge \ldots \wedge \gamma )^{\sharp }=\alpha ^{\sharp }\wedge \ldots \wedge \gamma ^{\sharp }.}

In this extension, in which mapsk-vectors tok-covectors and mapsk-covectors tok-vectors, all the indices of atotally antisymmetric tensor are simultaneously raised or lowered, and so no index need be indicated:Y=(Yi1ijei1eij)=gi1r1gijrsYi1iker1ers.{\displaystyle Y^{\sharp }=(Y_{i_{1}\dots i_{j}}\mathbf {e} ^{i_{1}}\otimes \dots \otimes \mathbf {e} ^{i_{j}})^{\sharp }=g^{i_{1}r_{1}}\dots g^{i_{j}r_{s}}\,Y_{i_{1}\dots i_{k}}\,\mathbf {e} _{r_{1}}\otimes \dots \otimes \mathbf {e} _{r_{s}}.}

This works not just fork-vectors in the context of linear algebra but also fork-forms in the context of a (pseudo-)Riemannian manifold:

:i=1kTMi=1kTM,{\displaystyle \flat :\bigwedge _{i=1}^{k}{\rm {T}}M\to \bigwedge _{i=1}^{k}{\rm {T}}^{*}M,}
:i=1kTMi=1kTM,{\displaystyle \sharp :\bigwedge _{i=1}^{k}{\rm {T}}^{*}M\to \bigwedge _{i=1}^{k}{\rm {T}}M,}

Vector bundles with bundle metrics

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More generally, musical isomorphisms always exist between a vector bundle endowed with abundle metric and its dual.

Trace of a tensor

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Given a(0, 2) tensorX =Xijeiej, we define thetrace ofX through the metric tensorg bytrg(X):=tr(X)=tr(gjkXijeiek)=gijXij.{\displaystyle \operatorname {tr} _{g}(X):=\operatorname {tr} (X^{\sharp })=\operatorname {tr} (g^{jk}X_{ij}\,{\bf {e}}^{i}\otimes {\bf {e}}_{k})=g^{ij}X_{ij}.}

Observe that the definition of trace is independent of the choice of index to raise, since the metric tensor is symmetric.

The trace of an(r,s){\displaystyle (r,s)} tensor can be taken in a similar way, so long as one specifies which two distinct indices are to be traced. This process is also called contracting the two indices. For example, ifX is an(r,s){\displaystyle (r,s)} tensor withr > 1, then the indicesi1{\displaystyle i_{1}} andi2{\displaystyle i_{2}} can be contracted to give an(r2,s){\displaystyle (r-2,s)} tensor with components

Xj1j2jsi3i4ir=gi1i2Xj1j2jsi1i2ir.{\displaystyle X_{j_{1}j_{2}\cdots j_{s}}^{i_{3}i_{4}\cdots i_{r}}=g_{i_{1}i_{2}}X_{j_{1}j_{2}\cdots j_{s}}^{i_{1}i_{2}\cdots i_{r}}.}

Example computations

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In Minkowski spacetime

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The covariant4-position is given by

Xμ=(ct,x,y,z){\displaystyle X_{\mu }=(-ct,x,y,z)}

with components:

X0=ct,X1=x,X2=y,X3=z{\displaystyle X_{0}=-ct,\quad X_{1}=x,\quad X_{2}=y,\quad X_{3}=z}

(wherex,y,z are the usualCartesian coordinates) and theMinkowski metric tensor withmetric signature (− + + +) is defined as

ημν=ημν=(1000010000100001){\displaystyle \eta _{\mu \nu }=\eta ^{\mu \nu }={\begin{pmatrix}-1&0&0&0\\0&1&0&0\\0&0&1&0\\0&0&0&1\end{pmatrix}}}

in components:

η00=1,ηi0=η0i=0,ηij=δij(i,j0).{\displaystyle \eta _{00}=-1,\quad \eta _{i0}=\eta _{0i}=0,\quad \eta _{ij}=\delta _{ij}\,(i,j\neq 0).}

To raise the index, multiply by the tensor and contract:

Xλ=ηλμXμ=ηλ0X0+ηλiXi{\displaystyle X^{\lambda }=\eta ^{\lambda \mu }X_{\mu }=\eta ^{\lambda 0}X_{0}+\eta ^{\lambda i}X_{i}}

then forλ = 0:

X0=η00X0+η0iXi=X0{\displaystyle X^{0}=\eta ^{00}X_{0}+\eta ^{0i}X_{i}=-X_{0}}

and forλ =j = 1, 2, 3:

Xj=ηj0X0+ηjiXi=δjiXi=Xj.{\displaystyle X^{j}=\eta ^{j0}X_{0}+\eta ^{ji}X_{i}=\delta ^{ji}X_{i}=X_{j}\,.}

So the index-raisedcontravariant 4-position is:

Xμ=(ct,x,y,z).{\displaystyle X^{\mu }=(ct,x,y,z)\,.}

This operation is equivalent to the matrix multiplication

(1000010000100001)(ctxyz)=(ctxyz).{\displaystyle {\begin{pmatrix}-1&0&0&0\\0&1&0&0\\0&0&1&0\\0&0&0&1\end{pmatrix}}{\begin{pmatrix}-ct\\x\\y\\z\end{pmatrix}}={\begin{pmatrix}ct\\x\\y\\z\end{pmatrix}}.}

Given two vectors,Xμ{\displaystyle X^{\mu }} andYμ{\displaystyle Y^{\mu }}, we can write down their (pseudo-)inner product in two ways:

ημνXμYν.{\displaystyle \eta _{\mu \nu }X^{\mu }Y^{\nu }.}

By lowering indices, we can write this expression as

XμYμ.{\displaystyle X_{\mu }Y^{\mu }.}

In matrix notation, the first expression can be written as

(X0X1X2X3)(1000010000100001)(Y0Y1Y2Y3){\displaystyle {\begin{pmatrix}X^{0}&X^{1}&X^{2}&X^{3}\end{pmatrix}}{\begin{pmatrix}-1&0&0&0\\0&1&0&0\\0&0&1&0\\0&0&0&1\end{pmatrix}}{\begin{pmatrix}Y^{0}\\Y^{1}\\Y^{2}\\Y^{3}\end{pmatrix}}}

while the second is, after lowering the indices ofXμ{\displaystyle X^{\mu }},

(X0X1X2X3)(Y0Y1Y2Y3).{\displaystyle {\begin{pmatrix}-X^{0}&X^{1}&X^{2}&X^{3}\end{pmatrix}}{\begin{pmatrix}Y^{0}\\Y^{1}\\Y^{2}\\Y^{3}\end{pmatrix}}.}

In electromagnetism

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For a (0,2) tensor,[3] twice contracting with the inverse metric tensor and contracting in different indices raises each index:

Aμν=gμρgνσAρσ.{\displaystyle A^{\mu \nu }=g^{\mu \rho }g^{\nu \sigma }A_{\rho \sigma }.}

Similarly, twice contracting with the metric tensor and contracting in different indices lowers each index:

Aμν=gμρgνσAρσ{\displaystyle A_{\mu \nu }=g_{\mu \rho }g_{\nu \sigma }A^{\rho \sigma }}

Let's apply this to the theory of electromagnetism.

Thecontravariantelectromagnetic tensor in the(+ − − −)signature is given by[5]

Fαβ=(0ExcEycEzcExc0BzByEycBz0BxEzcByBx0).{\displaystyle F^{\alpha \beta }={\begin{pmatrix}0&-{\frac {E_{x}}{c}}&-{\frac {E_{y}}{c}}&-{\frac {E_{z}}{c}}\\{\frac {E_{x}}{c}}&0&-B_{z}&B_{y}\\{\frac {E_{y}}{c}}&B_{z}&0&-B_{x}\\{\frac {E_{z}}{c}}&-B_{y}&B_{x}&0\end{pmatrix}}.}

In components,

F0i=Fi0=Eic,Fij=εijkBk{\displaystyle F^{0i}=-F^{i0}=-{\frac {E^{i}}{c}},\quad F^{ij}=-\varepsilon ^{ijk}B_{k}}

To obtain thecovariant tensorFαβ, contract with the inverse metric tensor:

Fαβ=ηαγηβδFγδ=ηα0ηβ0F00+ηαiηβ0Fi0+ηα0ηβiF0i+ηαiηβjFij{\displaystyle {\begin{aligned}F_{\alpha \beta }&=\eta _{\alpha \gamma }\eta _{\beta \delta }F^{\gamma \delta }\\&=\eta _{\alpha 0}\eta _{\beta 0}F^{00}+\eta _{\alpha i}\eta _{\beta 0}F^{i0}+\eta _{\alpha 0}\eta _{\beta i}F^{0i}+\eta _{\alpha i}\eta _{\beta j}F^{ij}\end{aligned}}}

and sinceF00 = 0 andF0i = −Fi0, this reduces to

Fαβ=(ηαiηβ0ηα0ηβi)Fi0+ηαiηβjFij{\displaystyle F_{\alpha \beta }=\left(\eta _{\alpha i}\eta _{\beta 0}-\eta _{\alpha 0}\eta _{\beta i}\right)F^{i0}+\eta _{\alpha i}\eta _{\beta j}F^{ij}}

Now forα = 0,β =k = 1, 2, 3:

F0k=(η0iηk0η00ηki)Fi0+η0iηkjFij=(0(δki))Fi0+0=Fk0=F0k{\displaystyle {\begin{aligned}F_{0k}&=\left(\eta _{0i}\eta _{k0}-\eta _{00}\eta _{ki}\right)F^{i0}+\eta _{0i}\eta _{kj}F^{ij}\\&={\bigl (}0-(-\delta _{ki}){\bigr )}F^{i0}+0\\&=F^{k0}=-F^{0k}\\\end{aligned}}}

and by antisymmetry, forα =k = 1, 2, 3,β = 0:

Fk0=Fk0{\displaystyle F_{k0}=-F^{k0}}

then finally forα =k = 1, 2, 3,β =l = 1, 2, 3;

Fkl=(ηkiηl0ηk0ηli)Fi0+ηkiηljFij=0+δkiδljFij=Fkl{\displaystyle {\begin{aligned}F_{kl}&=\left(\eta _{ki}\eta _{l0}-\eta _{k0}\eta _{li}\right)F^{i0}+\eta _{ki}\eta _{lj}F^{ij}\\&=0+\delta _{ki}\delta _{lj}F^{ij}\\&=F^{kl}\\\end{aligned}}}

The (covariant) lower indexed tensor is then:

Fαβ=(0ExcEycEzcExc0BzByEycBz0BxEzcByBx0){\displaystyle F_{\alpha \beta }={\begin{pmatrix}0&{\frac {E_{x}}{c}}&{\frac {E_{y}}{c}}&{\frac {E_{z}}{c}}\\-{\frac {E_{x}}{c}}&0&-B_{z}&B_{y}\\-{\frac {E_{y}}{c}}&B_{z}&0&-B_{x}\\-{\frac {E_{z}}{c}}&-B_{y}&B_{x}&0\end{pmatrix}}}

This operation is equivalent to the matrix multiplication

(1000010000100001)(0ExcEycEzcExc0BzByEycBz0BxEzcByBx0)(1000010000100001)=(0ExcEycEzcExc0BzByEycBz0BxEzcByBx0).{\displaystyle {\begin{pmatrix}-1&0&0&0\\0&1&0&0\\0&0&1&0\\0&0&0&1\end{pmatrix}}{\begin{pmatrix}0&-{\frac {E_{x}}{c}}&-{\frac {E_{y}}{c}}&-{\frac {E_{z}}{c}}\\{\frac {E_{x}}{c}}&0&-B_{z}&B_{y}\\{\frac {E_{y}}{c}}&B_{z}&0&-B_{x}\\{\frac {E_{z}}{c}}&-B_{y}&B_{x}&0\end{pmatrix}}{\begin{pmatrix}-1&0&0&0\\0&1&0&0\\0&0&1&0\\0&0&0&1\end{pmatrix}}={\begin{pmatrix}0&{\frac {E_{x}}{c}}&{\frac {E_{y}}{c}}&{\frac {E_{z}}{c}}\\-{\frac {E_{x}}{c}}&0&-B_{z}&B_{y}\\-{\frac {E_{y}}{c}}&B_{z}&0&-B_{x}\\-{\frac {E_{z}}{c}}&-B_{y}&B_{x}&0\end{pmatrix}}.}

See also

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Citations

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  1. ^Lee 2003, Chapter 11.
  2. ^Lee 1997, Chapter 3.
  3. ^abKay, D. C. (1988).Tensor Calculus. Schaum’s Outlines. New York: McGraw Hill.ISBN 0-07-033484-6.
  4. ^Vaz & da Rocha 2016, pp. 48, 50.
  5. ^NB: Some texts, such as:Griffiths, David J. (1987).Introduction to Elementary Particles. Wiley, John & Sons, Inc.ISBN 0-471-60386-4., will show this tensor with an overall factor of −1. This is because they used the negative of the metric tensor used here:(− + + +), seemetric signature. In older texts such as Jackson (2nd edition), there are no factors ofc since they are usingGaussian units. HereSI units are used.

References

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  • Lee, J. M. (2003).Introduction to Smooth manifolds. Springer Graduate Texts in Mathematics. Vol. 218.ISBN 0-387-95448-1.
  • Lee, J. M. (1997).Riemannian Manifolds – An Introduction to Curvature. Springer Graduate Texts in Mathematics. Vol. 176. Springer Verlag.ISBN 978-0-387-98322-6.
  • Vaz, Jayme; da Rocha, Roldão (2016).An Introduction to Clifford Algebras and Spinors.Oxford University Press.ISBN 978-0-19-878-292-6.
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