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Variance Measures for Symmetric Positive (Semi-) Definite Tensors in Two Dimensions

Calculating the variance of a family of tensors, each represented by a symmetric positive semi-definite second order tensor/matrix, involves the formation of a fourth order tensor R(abcd). To form this tensor, the tensor product of each second order tensor with itself is formed, and these products a...

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Autores principales: Herberthson, Magnus, Özarslan, Evren, Westin, Carl-Fredrik
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10201932/
https://www.ncbi.nlm.nih.gov/pubmed/37220520
http://dx.doi.org/10.1007/978-3-030-56215-1_1
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author Herberthson, Magnus
Özarslan, Evren
Westin, Carl-Fredrik
author_facet Herberthson, Magnus
Özarslan, Evren
Westin, Carl-Fredrik
author_sort Herberthson, Magnus
collection PubMed
description Calculating the variance of a family of tensors, each represented by a symmetric positive semi-definite second order tensor/matrix, involves the formation of a fourth order tensor R(abcd). To form this tensor, the tensor product of each second order tensor with itself is formed, and these products are then summed, giving the tensor R(abcd) the same symmetry properties as the elasticity tensor in continuum mechanics. This tensor has been studied with respect to many properties: representations, invariants, decomposition, the equivalence problem et cetera. In this paper we focus on the two-dimensional case where we give a set of invariants which ensures equivalence of two such fourth order tensors R(abcd) and [Formula: see text]. In terms of components, such an equivalence means that components R(ijkl) of the first tensor will transform into the components [Formula: see text] of the second tensor for some change of the coordinate system.
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spelling pubmed-102019322023-05-22 Variance Measures for Symmetric Positive (Semi-) Definite Tensors in Two Dimensions Herberthson, Magnus Özarslan, Evren Westin, Carl-Fredrik Math Vis Article Calculating the variance of a family of tensors, each represented by a symmetric positive semi-definite second order tensor/matrix, involves the formation of a fourth order tensor R(abcd). To form this tensor, the tensor product of each second order tensor with itself is formed, and these products are then summed, giving the tensor R(abcd) the same symmetry properties as the elasticity tensor in continuum mechanics. This tensor has been studied with respect to many properties: representations, invariants, decomposition, the equivalence problem et cetera. In this paper we focus on the two-dimensional case where we give a set of invariants which ensures equivalence of two such fourth order tensors R(abcd) and [Formula: see text]. In terms of components, such an equivalence means that components R(ijkl) of the first tensor will transform into the components [Formula: see text] of the second tensor for some change of the coordinate system. 2021 2021-02-11 /pmc/articles/PMC10201932/ /pubmed/37220520 http://dx.doi.org/10.1007/978-3-030-56215-1_1 Text en https://creativecommons.org/licenses/by/4.0/Open Access This chapter is licensed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ), which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence and indicate if changes were made.
spellingShingle Article
Herberthson, Magnus
Özarslan, Evren
Westin, Carl-Fredrik
Variance Measures for Symmetric Positive (Semi-) Definite Tensors in Two Dimensions
title Variance Measures for Symmetric Positive (Semi-) Definite Tensors in Two Dimensions
title_full Variance Measures for Symmetric Positive (Semi-) Definite Tensors in Two Dimensions
title_fullStr Variance Measures for Symmetric Positive (Semi-) Definite Tensors in Two Dimensions
title_full_unstemmed Variance Measures for Symmetric Positive (Semi-) Definite Tensors in Two Dimensions
title_short Variance Measures for Symmetric Positive (Semi-) Definite Tensors in Two Dimensions
title_sort variance measures for symmetric positive (semi-) definite tensors in two dimensions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10201932/
https://www.ncbi.nlm.nih.gov/pubmed/37220520
http://dx.doi.org/10.1007/978-3-030-56215-1_1
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