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Physlib.Relativity.Tensors.RealTensor.Matrix.Pre

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definition

Linear equivalence (Contr dContr d).VMatrix1+d(R)(\text{Contr} \ d \otimes \text{Contr} \ d).V \cong \text{Matrix}_{1+d}(\mathbb{R})

#contrContrToMatrixRe

For any spatial dimension \( d \in \mathbb{N} \), there exists a linear equivalence between the vector space of the tensor product of two contravariant Lorentz vectors, denoted \( (\text{Contr} \ d \otimes \text{Contr} \ d).V \), and the space of real square matrices of size \( (1+d) \times (1+d) \). This equivalence maps a tensor in the product space to its matrix representation relative to the basis formed by the tensor product of the contravariant bases.

theorem

Expansion of contrContrToMatrixRe1\text{contrContrToMatrixRe}^{-1} in the Tensor Product Basis

#contrContrToMatrixRe_symm_expand_tmul

Let MM be a real (1+d)×(1+d)(1+d) \times (1+d) matrix whose indices i,ji, j range over Fin 1Fin d\text{Fin } 1 \oplus \text{Fin } d (representing temporal and spatial components). The inverse of the linear equivalence `contrContrToMatrixRe`, which maps a matrix to an element of the tensor product of two contravariant Lorentz vector spaces (Contr dContr d).V(\text{Contr } d \otimes \text{Contr } d).V, is given by the sum: contrContrToMatrixRe1(M)=ijMij(eiej),\text{contrContrToMatrixRe}^{-1}(M) = \sum_{i} \sum_{j} M_{ij} (e_i \otimes e_j), where eie_i and eje_j are the ii-th and jj-th basis vectors of the contravariant Lorentz space Contr d\text{Contr } d, respectively.

definition

Linear equivalence (VCo dVCo d)Matrix(1+d)×(1+d)(R)(V_{\text{Co } d} \otimes V_{\text{Co } d}) \cong \text{Matrix}_{(1+d) \times (1+d)}(\mathbb{R})

#coCoToMatrixRe

For a given dimension dNd \in \mathbb{N}, the linear equivalence `coCoToMatrixRe` identifies the tensor product of two covariant Lorentz vector spaces, VCo dRVCo dV_{\text{Co } d} \otimes_{\mathbb{R}} V_{\text{Co } d}, with the space of (1+d)×(1+d)(1+d) \times (1+d) real matrices Mat(1+d)×(1+d)(R)\text{Mat}_{(1+d) \times (1+d)}(\mathbb{R}). The matrix indices are taken from the set Fin 1Fin d\text{Fin } 1 \oplus \text{Fin } d, representing the temporal and spatial components of a 1+d1+d dimensional spacetime. The mapping is constructed by taking the representation of a tensor in the product basis coBasis dcoBasis d\text{coBasis } d \otimes \text{coBasis } d and currying the resulting coefficients into a matrix format.

theorem

Basis expansion of coCoToMatrixRe1(M)\text{coCoToMatrixRe}^{-1}(M) in terms of covariant tensors eieje_i \otimes e_j

#coCoToMatrixRe_symm_expand_tmul

For a real matrix MM of size (1+d)×(1+d)(1+d) \times (1+d) indexed by i,jFin 1Fin di, j \in \text{Fin } 1 \oplus \text{Fin } d, the inverse of the linear equivalence coCoToMatrixRe\text{coCoToMatrixRe} (denoted as coCoToMatrixRe1\text{coCoToMatrixRe}^{-1}) maps MM to the tensor product of covariant basis vectors according to the expansion: coCoToMatrixRe1(M)=ijMij(eiej)\text{coCoToMatrixRe}^{-1}(M) = \sum_{i} \sum_{j} M_{ij} \cdot (e_i \otimes e_j) where {ek}\{e_k\} denotes the standard basis for the covariant Lorentz vector space (`coBasis d`).

definition

Linear isomorphism (VV)Mat1+d(R)(V \otimes V^*) \cong \text{Mat}_{1+d}(\mathbb{R})

#contrCoToMatrixRe

For a given spatial dimension dNd \in \mathbb{N}, the linear isomorphism contrCoToMatrixRe\text{contrCoToMatrixRe} identifies the tensor product of the space of contravariant Lorentz vectors VV (denoted as `Contr d`) and covariant Lorentz vectors VV^* (denoted as `Co d`) with the space of (1+d)×(1+d)(1+d) \times (1+d) real matrices Mat1+d(R)\text{Mat}_{1+d}(\mathbb{R}). It maps a tensor product of vectors to its representation as a matrix relative to the standard bases of VV and VV^*.

theorem

Basis expansion of contrCoToMatrixRe1(M)\text{contrCoToMatrixRe}^{-1}(M) in VVV \otimes V^*

#contrCoToMatrixRe_symm_expand_tmul

For any real matrix MM of size (1+d)×(1+d)(1+d) \times (1+d), the inverse of the linear isomorphism contrCoToMatrixRe\text{contrCoToMatrixRe} (which identifies the tensor product of contravariant and covariant Lorentz vectors with the space of matrices) is given by the basis expansion: contrCoToMatrixRe1(M)=i,jMi,j(eiϵj)\text{contrCoToMatrixRe}^{-1}(M) = \sum_{i, j} M_{i,j} (e_i \otimes \epsilon^j) where eie_i is the ii-th basis vector of the contravariant Lorentz space (`contrBasis`) and ϵj\epsilon^j is the jj-th basis vector of the covariant Lorentz space (`coBasis`), with indices i,j{0,1,,d}i, j \in \{0, 1, \dots, d\}.

definition

Linear equivalence Co dContr dMat(1+d)×(1+d)(R)\text{Co } d \otimes \text{Contr } d \simeq \text{Mat}_{(1+d) \times (1+d)}(\mathbb{R})

#coContrToMatrixRe

The definition establishes a linear equivalence (isomorphism of vector spaces) between the tensor product of the covariant Lorentz vector space Co d\text{Co } d and the contravariant Lorentz vector space Contr d\text{Contr } d and the space of (1+d)×(1+d)(1+d) \times (1+d) real matrices. The indices of the matrices are taken from the set {0,1,,d}\{0, 1, \dots, d\}, represented by the direct sum of finite types Fin 1Fin d\text{Fin } 1 \oplus \text{Fin } d.

theorem

Expansion of coContrToMatrixRe1(M)\text{coContrToMatrixRe}^{-1}(M) in the standard basis

#coContrToMatrixRe_symm_expand_tmul

Let MM be a real (1+d)×(1+d)(1+d) \times (1+d) matrix whose indices i,ji, j are taken from the set {0,1,,d}\{0, 1, \dots, d\} (represented by the type Fin 1Fin d\text{Fin } 1 \oplus \text{Fin } d). Let ϕ:Co dContr dMat(1+d)×(1+d)(R)\phi : \text{Co } d \otimes \text{Contr } d \simeq \text{Mat}_{(1+d) \times (1+d)}(\mathbb{R}) be the linear equivalence `coContrToMatrixRe` between the tensor product of covariant and contravariant Lorentz vector spaces and the space of matrices. The inverse of this map, ϕ1\phi^{-1}, applied to MM is equal to the sum of the tensor products of the basis vectors weighted by the matrix entries: ϕ1(M)=ijMi,j(ωivj)\phi^{-1}(M) = \sum_{i} \sum_{j} M_{i,j} (\omega_i \otimes v^j) where {ωi}\{\omega_i\} is the standard basis for the covariant Lorentz vector space Co d\text{Co } d and {vj}\{v^j\} is the standard basis for the contravariant Lorentz vector space Contr d\text{Contr } d.

theorem

Matrix transformation of Contr dContr d\text{Contr } d \otimes \text{Contr } d is MΦ(v)MTM \Phi(v) M^T

#contrContrToMatrixRe_ρ

Let dd be a natural number representing the spatial dimension. Let Contr d\text{Contr} \ d denote the space of contravariant Lorentz vectors, and let Φ\Phi be the linear equivalence that maps the tensor product Contr dContr d\text{Contr} \ d \otimes \text{Contr} \ d to the space of (1+d)×(1+d)(1+d) \times (1+d) real matrices. For any tensor vv in the tensor product space and any Lorentz transformation MLorentzGroup dM \in \text{LorentzGroup} \ d, the matrix representation of the tensor transformed by the action of MM on both components is given by: Φ((ρ(M)ρ(M))v)=MΦ(v)MT\Phi((\rho(M) \otimes \rho(M))v) = M \Phi(v) M^T where ρ(M)\rho(M) is the representation of the Lorentz group on contravariant vectors, MM is the matrix of the Lorentz transformation, and MTM^T is its transpose.

theorem

Matrix transformation of covariant-covariant tensors under the Lorentz group action ρ\rho

#coCoToMatrixRe_ρ

For any spatial dimension dNd \in \mathbb{N}, let vVCo dRVCo dv \in V_{\text{Co } d} \otimes_{\mathbb{R}} V_{\text{Co } d} be a tensor in the product of two covariant Lorentz vector spaces. Let MM be an element of the Lorentz group with matrix representation Λ\Lambda. The linear equivalence `coCoToMatrixRe`, which identifies tensors with (1+d)×(1+d)(1+d) \times (1+d) real matrices, satisfies the following transformation law under the Lorentz group action ρ\rho: coCoToMatrixRe((ρ(M)ρ(M))v)=(Λ1)T(coCoToMatrixRe v)Λ1\text{coCoToMatrixRe}((\rho(M) \otimes \rho(M))v) = (\Lambda^{-1})^T (\text{coCoToMatrixRe } v) \Lambda^{-1} where ρ(M)\rho(M) is the representation of the Lorentz group acting on the covariant vector space.

theorem

The matrix representation of the Lorentz action on VVV \otimes V^* is conjugation by MM

#contrCoToMatrixRe_ρ

For a spatial dimension dd, let VV and VV^* denote the spaces of contravariant and covariant Lorentz vectors, respectively. Let Φ:VVMat1+d(R)\Phi: V \otimes V^* \cong \text{Mat}_{1+d}(\mathbb{R}) be the linear isomorphism (denoted as `contrCoToMatrixRe`) that identifies a (1,1)(1,1)-tensor with its matrix representation relative to the standard bases. For any tensor vVVv \in V \otimes V^* and any Lorentz transformation MLorentzGroup(d)M \in \text{LorentzGroup}(d), the matrix representation of the tensor transformed by the action of MM is given by Φ((ρV(M)ρV(M))v)=MΦ(v)M1\Phi((\rho_V(M) \otimes \rho_{V^*}(M))v) = M \Phi(v) M^{-1} where ρV(M)\rho_V(M) and ρV(M)\rho_{V^*}(M) are the representations of the Lorentz group acting on contravariant and covariant vectors, and MM on the right-hand side denotes the matrix representing the Lorentz transformation.

theorem

Matrix transformation of a (1,1)(1,1)-Lorentz tensor under MM is (M1)TAMT(M^{-1})^T A M^T

#coContrToMatrixRe_ρ

Let dd be a natural number. For any tensor vv in the tensor product of the covariant Lorentz vector space and the contravariant Lorentz vector space (Co dContr d)(\text{Co } d \otimes \text{Contr } d), and for any Lorentz transformation MM in the Lorentz group O(1,d)O(1, d), the matrix representation of the transformed tensor satisfies: Φ((ρco(M)ρcontr(M))v)=(M1)TΦ(v)MT\Phi((\rho_{\text{co}}(M) \otimes \rho_{\text{contr}}(M)) v) = (M^{-1})^T \Phi(v) M^T where Φ\Phi denotes the linear isomorphism `coContrToMatrixRe` mapping the tensor to a (1+d)×(1+d)(1+d) \times (1+d) real matrix, MTM^T is the transpose of the matrix MM, M1M^{-1} is its inverse, and ρco,ρcontr\rho_{\text{co}}, \rho_{\text{contr}} are the representation maps for the covariant and contravariant Lorentz spaces respectively.

theorem

The Lorentz action on the matrix-to-tensor mapping for Contr dContr d\text{Contr } d \otimes \text{Contr } d is Φ1(MvMT)\Phi^{-1}(M v M^T)

#contrContrToMatrixRe_ρ_symm

Let dd be a natural number representing the spatial dimension. Let Φ:(Contr dContr d)Mat1+d(R)\Phi : (\text{Contr } d \otimes \text{Contr } d) \cong \text{Mat}_{1+d}(\mathbb{R}) be the linear equivalence (denoted as `contrContrToMatrixRe`) that maps the tensor product of two contravariant Lorentz vector spaces to the space of (1+d)×(1+d)(1+d) \times (1+d) real matrices. For any matrix vMat1+d(R)v \in \text{Mat}_{1+d}(\mathbb{R}) and any Lorentz transformation MLorentzGroup(d)M \in \text{LorentzGroup}(d), the action of the Lorentz group on the tensor corresponding to vv satisfies: (ρ(M)ρ(M))(Φ1(v))=Φ1(MvMT)(\rho(M) \otimes \rho(M))(\Phi^{-1}(v)) = \Phi^{-1}(M v M^T) where ρ(M)\rho(M) is the representation of the Lorentz group on contravariant vectors, Φ1\Phi^{-1} is the inverse mapping from matrices to tensors, and MTM^T is the transpose of the matrix MM.

theorem

The Lorentz action on the matrix-to-tensor mapping for Co dCo d\text{Co } d \otimes \text{Co } d is Φ1((Λ1)TvΛ1)\Phi^{-1}((\Lambda^{-1})^T v \Lambda^{-1})

#coCoToMatrixRe_ρ_symm

Let dd be a natural number representing the spatial dimension. Let Φ:(VCo dRVCo d)Mat1+d(R)\Phi : (V_{\text{Co } d} \otimes_{\mathbb{R}} V_{\text{Co } d}) \cong \text{Mat}_{1+d}(\mathbb{R}) be the linear equivalence (denoted as `coCoToMatrixRe`) that maps the tensor product of two covariant Lorentz vector spaces to the space of (1+d)×(1+d)(1+d) \times (1+d) real matrices. For any matrix vMat1+d(R)v \in \text{Mat}_{1+d}(\mathbb{R}) and any Lorentz transformation MLorentzGroup(d)M \in \text{LorentzGroup}(d) with matrix representation Λ\Lambda, the action of the Lorentz group on the tensor corresponding to vv satisfies: (ρ(M)ρ(M))(Φ1(v))=Φ1((Λ1)TvΛ1)(\rho(M) \otimes \rho(M))(\Phi^{-1}(v)) = \Phi^{-1}((\Lambda^{-1})^T v \Lambda^{-1}) where ρ(M)\rho(M) is the representation of the Lorentz group on covariant vectors, Φ1\Phi^{-1} is the inverse mapping from matrices to tensors (denoted as `coCoToMatrixRe.symm`), and (Λ1)T(\Lambda^{-1})^T is the transpose of the inverse of the matrix Λ\Lambda.

theorem

The Lorentz action on the (1,1)(1,1)-tensor Φ1(v)\Phi^{-1}(v) is Φ1(MvM1)\Phi^{-1}(M v M^{-1})

#contrCoToMatrixRe_ρ_symm

For a given spatial dimension dNd \in \mathbb{N}, let VV and VV^* denote the spaces of contravariant and covariant Lorentz vectors, respectively. Let Φ:VVMat1+d(R)\Phi : V \otimes V^* \cong \text{Mat}_{1+d}(\mathbb{R}) be the linear isomorphism (denoted as `contrCoToMatrixRe`) that identifies a (1,1)(1,1)-tensor with its matrix representation relative to the standard bases. For any matrix vMat1+d(R)v \in \text{Mat}_{1+d}(\mathbb{R}) and any Lorentz transformation MLorentzGroup(d)M \in \text{LorentzGroup}(d), the action of the Lorentz group on the tensor corresponding to vv satisfies: (ρV(M)ρV(M))(Φ1(v))=Φ1(MvM1)(\rho_V(M) \otimes \rho_{V^*}(M))(\Phi^{-1}(v)) = \Phi^{-1}(M v M^{-1}) where Φ1\Phi^{-1} is the inverse mapping from matrices to tensors (denoted as `contrCoToMatrixRe.symm`), and ρV(M)\rho_V(M) and ρV(M)\rho_{V^*}(M) are the representations of the Lorentz group acting on contravariant and covariant vectors, respectively.

theorem

The action of MM on the (1,1)(1,1)-Lorentz tensor Φ1(v)\Phi^{-1}(v) is Φ1((M1)TvMT)\Phi^{-1}((M^{-1})^T v M^T)

#coContrToMatrixRe_ρ_symm

Let dd be a natural number representing the spatial dimension. Let Φ:(Co dContr d)Mat(1+d)×(1+d)(R)\Phi: (\text{Co } d \otimes \text{Contr } d) \to \text{Mat}_{(1+d) \times (1+d)}(\mathbb{R}) be the linear isomorphism `coContrToMatrixRe` that maps a tensor from the product of covariant and contravariant Lorentz spaces to a real matrix. For any (1+d)×(1+d)(1+d) \times (1+d) matrix vv and any Lorentz transformation MM in the Lorentz group O(1,d)O(1, d), the group action on the corresponding tensor satisfies: (ρco(M)ρcontr(M))(Φ1(v))=Φ1((M1)TvMT) (\rho_{\text{co}}(M) \otimes \rho_{\text{contr}}(M)) (\Phi^{-1}(v)) = \Phi^{-1}((M^{-1})^T v M^T) where Φ1\Phi^{-1} denotes the inverse isomorphism (`coContrToMatrixRe.symm`), ρco\rho_{\text{co}} and ρcontr\rho_{\text{contr}} are the representation maps for the covariant and contravariant Lorentz spaces, MTM^T is the transpose of the matrix MM, and M1M^{-1} is its inverse.