What is Tensors: Definition and 382 Discussions

In mathematics, a tensor is an algebraic object that describes a (multilinear) relationship between sets of algebraic objects related to a vector space. Objects that tensors may map between include vectors and scalars, and even other tensors. There are many types of tensors, including scalars and vectors (which are the simplest tensors), dual vectors, multilinear maps between vector spaces, and even some operations such as the dot product. Tensors are defined independent of any basis, although they are often referred to by their components in a basis related to a particular coordinate system.
Tensors have become important in physics because they provide a concise mathematical framework for formulating and solving physics problems in areas such as mechanics (stress, elasticity, fluid mechanics, moment of inertia, ...), electrodynamics (electromagnetic tensor, Maxwell tensor, permittivity, magnetic susceptibility, ...), or general relativity (stress–energy tensor, curvature tensor, ...) and others. In applications, it is common to study situations in which a different tensor can occur at each point of an object; for example the stress within an object may vary from one location to another. This leads to the concept of a tensor field. In some areas, tensor fields are so ubiquitous that they are often simply called "tensors".
Tullio Levi-Civita and Gregorio Ricci-Curbastro popularised tensors in 1900 - continuing the earlier work of Bernhard Riemann and Elwin Bruno Christoffel and others - as part of the absolute differential calculus. The concept enabled an alternative formulation of the intrinsic differential geometry of a manifold in the form of the Riemann curvature tensor.

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  1. D

    What is the trace of a second rank covariant tensor?

    What is the trace of a second rank tensor covariant in both indices? For a tensor covariant in one index and contravariant in another ##T^i_j##, the trace is ##T^k_k## but what is the trace for ##T_{ij}## because ##T_{kk}## is not even a tensor?
  2. W

    Explaining Tensors in Special Relativity

    Hey! I'm reading Special Relativity right now and I am stuck trying to understand tensors. Can you kind people please explain to me the difference between the following 3 tensors? $$A^{\alpha \beta}$$ $$A_{\alpha \beta}$$ $$A^{\alpha}_{\beta}$$
  3. EsmeeDijk

    Calculating with tensors and simplifying

    Homework Statement I have a tensor which is given by t_{ij} = -3bx_i x_j + b \delta_{ij} x^2 + c \epsilon_{ijk} x_k And now I am asked to calculate (t^2)_{ij} : = t_{ik} t_{kj} Homework EquationsThe Attempt at a Solution At first I thought I had to calculate the square of the original...
  4. S

    Shifting of indices on tensors

    I have learned that there is a difference between the tensors ##{T^{\mu}}_{\nu}## and ##{T_{\nu}}^{\mu}##. Does the upper index denote the rows and the lower index the columns?
  5. bcrowell

    Eigenvalues of curvature tensors as curvature scalars?

    I've been playing around with the Carminati-McLenaghan invariants https://en.wikipedia.org/wiki/Carminati–McLenaghan_invariants , which are a set of curvature scalars based on the Riemann tensor (not depending on its derivatives). In general, we want curvature scalars to be scalars that are...
  6. joneall

    Units if conversion between covariant/contravariant tensors

    I am still at the stage of trying to assimilate contravariant and covariant tensors, so my question probably has a simpler answer than I realize. A covariant tensor is like a gradient, as its units increase when the coordinate units do. A contravariant tensor's components decrease when the...
  7. C

    Trouble understanding dual tensors

    Homework Statement Using 26.40, show that a pseudovector p and antisymmetric second rank tensor (in three dimensions) A are related by: $$ {A}_{ij} = {\epsilon}_{ijk}{p}_{k} $$ Homework Equations 26.40: $$ {p}_{i} = \frac{1}{2}{\epsilon}_{ijk}{A}_{jk} $$ The Attempt at a Solution This...
  8. S

    Calculus Basic Books on Tensors: Suggestions Welcome

    I am reading basic cosmology but inside the books I am studying I have faced tensor so i need basic books on tensor to understand those books is it possible to suggest good books ?
  9. C

    How Is the Anticommutator Derived in SU(3) Algebra?

    'Using the following normalization in the su(3) algebra ##[\lambda_i, \lambda_j] = 2if_{ijk}\lambda_k##, we see that ##g_{ij} = 4f_{ikl}f_{jkl} = 12 \delta_{ij}## and, by expanding the anticommutator in invariant tensors, we have further that $$\left\{\lambda_i, \lambda_j\right\} =...
  10. K

    Is the moment of inertia matrix a tensor?

    Homework Statement Is the moment of inertia matrix a tensor? Hint: the dyadic product of two vectors transforms according to the rule for second order tensors. I is the inertia matrix L is the angular momentum \omega is the angular velocity Homework Equations The transformation rule for a...
  11. V

    Linear Algebra A book on tensors like Linear Algebra by Friedberg et al.

    Hi, I am looking for a book that explains tensors and builds a working knowledge of tensors, like the book Linear Algebra by Friedberg Insel and Spence, which I thought explained things very well (if you haven't heard of it, its an intro. book on linear algebra). Thanks!
  12. K

    Transformation rule for product of 3rd, 2nd order tensors

    1. Problem statement: Assume that u is a vector and A is a 2nd-order tensor. Derive a transformation rule for a 3rd order tensor Zijk such that the relation ui = ZijkAjk remains valid after a coordinate rotation.Homework Equations : [/B] Transformation rule for 3rd order tensors: Z'ijk =...
  13. marir

    Order or Grassmann, vector fields and tensors

    Hello. There is one thing I can not find the answer to, so I try here. For instance, writing a general superfield on component form, one of the terms appearing is: \theta \sigma^\mu \bar{\theta} V_\mu My question is if one could have written this as \theta \bar{\theta} \sigma^\mu V_\mu ...
  14. D

    Proving Vector Identity Using Tensors: Urgent Help Needed

    Homework Statement Hello everyone, can anyone help me prove this using tensors? Given three arbitrary vectors not on the same line, A, B, C, any other vector D can be expressed in terms of these as: where [A, B, C] is the scalar triple product A · (B × C) Homework Equations I know that...
  15. D

    Questions on tensors in GR and the Newtonian limit

    Hi. I am self-studying GR and have many questions. Here are a few. If anyone can help me with any of them I would be grateful. 1 - What is the difference between Tu v and Tvu ? 2 - I have read that the order of indices matters in tensors but when transforming tensors from one coordinate...
  16. H

    Understanding 2D Tensors: Covariant, Contravariant, and Physical Components

    Explain, plase to me: 2D covariant, conravariant and physical components of vector. I can not find this thematic in my official study book.
  17. P

    A Decomposition of tensors into irreps (Georgi's book)

    Hi. In Georgi's book page 143, eqn. (10.29) he gives an example of decomposing a tensor product into irreps: u^iv_k^j=\frac{1}{2} \left( u^iv_k^j+u^jv_k^i-\frac{1}{4}\delta_k^iu^\ell v_\ell^j-\frac{1}{4}\delta_k^ju^\ell v_\ell^i \right)\\ +\frac{1}{4} \varepsilon^{ij\ell} \left(...
  18. F

    Linear Algebra What is a good textbook to start learning tensors?

    I am currently an undergraduate physics and applied mathematics student, and have wanted to go ahead in my course to learn about particle physics and general relativity. However, these topics, along with Quantum field theory which I want to learn about later, are taught in tensor notation. So...
  19. S

    What info do I get from these tensors?

    I have calculated the metric tensor, inverse metric tensor, Christoffel symbols, Ricci tensor, curvature scalar and the Einstein tensor for the Robertson Walker Metric: ds2= (cdt)2 - R2(t)[dr2/(1- kr2) + r2(dθ2 + sin2(θ)dΦ2)] Here is the metric tensor: g00 = 1 g11 = - R2(t) / (1- kr2) g22 = -...
  20. H

    Definition of tensors - abstract and concrete

    I am well aware of an abstract definition of a general tensor as a map: \mathbf{T}:\overbrace{V\times\cdots\times V}^{n}\times\underbrace{V^{\star}\times \cdots\times V^{\star}}_{m}\longrightarrow\mathbb{R} I am happy with this definition, it makes a lot of sense to me. However, the physics...
  21. P

    Raising and Lowering Indices and metric tensors

    The metric tensor has the property that it can raise and lower indices, but this is on the assumption that it (the metric) is symmetric. If we were to construct a metric tensor that was non-symmetric, would it still raise and lower indices?
  22. S

    Understanding Tensors: A Simplified Approach for Beginners

    Hi, I'm trying to close in on a more intuitive way of understanding tensors. For some reason, they've always held an aura of mystique for me, may be also their similarity to the word "tense" has meant that I've never really warmed to the many defintions and explanations available. So, in many...
  23. N

    Tensors with both covariant and contravariant components

    Hey all, I'm just starting into GR and learning about tensors. The idea of fully co/contravariant tensors makes sense to me, but I don't understand how a single tensor could have both covariant AND contravariant indices/components, since each component is represented by a number in each index...
  24. S

    Where do CTC's come from/ How do I interpret these tensors?

    I recently derived the Einstein tensor and the stress energy momentum tensor for the Godel solution to the Einstein field equations. Now as usual I will give you the page where I got my line element from so you can have a reference: http://en.wikipedia.org/wiki/Gödel_metric Here is what I got...
  25. J

    Confusion with Tensors: Understanding Finite-Dimensional Vector Spaces

    First let me give the definition of tensor that my book gives: If V is a finite dimensional vector space with dim(V) = n then let V^{k} denote the k-fold product. We define a k-tensor as a map T: V^{k} \longrightarrow \mathbb{R} such that T is multilinear, i.e. linear in each variable...
  26. Primroses

    Why are invariant tensors also Clebsch-Gordan coefficients?

    On one hand, in reading Georgi's book in group theory, I comprehend the invariant tensor as a special "tensor", which is unchanged under the action of any generators. On the other hand, CG decomposition is to decompose the product of two irreps into different irreps. Now it is claimed that...
  27. W

    A suggested operational definition of tensors

    The two tensor definitions I'm (newly) familiar with, by transformation rules, and as a map from a tensor product space to the reals, don't tell me what a tensor does, and to the best of my knowledge they don't make it apparent. So, I'm looking for an operational definition, and suggesting the...
  28. B3NR4Y

    Confusion About Notation with Tensors

    I wasn't sure where to post this, and I hope this is the right place. I've been reading ahead of my lectures, and I've gotten a book that introduces tensors. It very quickly introduces Einstein Summation Convention, which I think I understand, \sum_{i=1}^{3} x_{i} y_{i} = x_{i} y_{i} = x \cdot...
  29. C

    What Does Equation 5.7 in Introducing Einstein's Relativity Really Mean?

    Hello. I'm going through Ray D'Inverno's "Introducing Einstein's Relativity" and I'm stuck at a certain point and can't move forward. It deals with tensors, I'm stuck at the transformation matrix and the problem is, I can't figure out what the key equation (5.7) actually means. There is a...
  30. BiGyElLoWhAt

    Understanding Tensors for General Relativity: A Comprehensive Guide

    Hi all, I'm fairly new to GR, and I'm also somewhat new to tensors as well. I'm looking for some detailed explanation of a tensor, as I want to begin studying GR mathematically. I watched a video that was posted on PF not too long ago that was pretty good. I'm having trouble remembering who it...
  31. binbagsss

    Index notation tensors quick question

    My text has: ##\frac{\partial x^{a}}{\partial x^{p}}V^{p}-\frac{\partial x^{a}}{\partial x^{r}}V^{r}+\frac{\partial x^{a}}{\partial x^{p}}T^{p}_{qr}V^{r}+\frac{\partial x^{a}}{\partial x^{p}}\frac{\partial }{\partial x^{q}}V^{p}=\frac{\partial x^{a}}{\partial...
  32. Superposed_Cat

    Difference between Tensors and matrices

    They look a lot like matrices, and seem to work exactly like matrices. What is the difference between them? I have only worked with matrices, not tensors because I can't find a tutorial online but every time I have seen one they seem identical.
  33. putongren

    Covariant and Contravariant Tensors

    Not sure where to post this thread. That being said, can someone explain to me simply what covariant and contravariant tensors are and how covariant and contravariant transformation works? My understanding of it from googling these two mathematical concepts is that when you change the basis of...
  34. ShayanJ

    Stress-energy tensors in GR

    It is often stated that when one tries to find a stress-energy tensor of gravitational field in GR, the resulting quantity is zero because we can always make the metric zero at a point by a coordinate transformation. So there is no local measure of energy-momentum for gravitational fields. But I...
  35. kq6up

    A Book that Clearly Explains Special Relativity w / Tensors?

    My professor gave us a book that is still in production to use for special relativity. I am having a hard time grasping the notation and operations with Einstein upper and lower notation. Can anyone recommend a good textbook on this topic? Chris
  36. Orion1

    Non-rotational and rotational metric tensors

    General Relativity... Non-rotational spherically symmetric body of isotropic perfect fluid Einstein tensor metric element functions: g_{\mu \nu} = \left( \begin{array}{ccccc} \; & dt & dr & d \theta & d\phi \\ dt & g_{tt} & 0 & 0 & 0 \\ dr & 0 & g_{rr} & 0 & 0 \\ d\theta & 0 & 0 & g_{\theta...
  37. johann1301

    What's the difference between tensors and vectors?

    Whats the difference between tensors and vectors?
  38. S

    How do I make a change of basis with tensors in multilinear algebra?

    I did some linear algebra studies and learned how to change between foreign bases and the standard basis: Change of basis matrix multiplied by the vector in coordinates with respect to the foreign basis equals the vector in coordinates with respect to the standard basis. Of course, this is...
  39. S

    How do you derive relativistic tensors in an orthonormal basis?

    I have been recently trying to derive the Einstein tensor and stress energy momentum tensor for a certain traversable wormhole metric. In my multiple attempts at doing so, I used a coordinate basis. My calculations were correct, but the units of some of the elements of the stress energy momentum...
  40. C

    Why Can't We Do Algebraic Methods with Tensors?

    Hello everyone! Even though I have done substantial tensor calculus, I still don't get one thing. Probably I am being naive or even stupid here, but consider $$R_{\mu\nu} = 0$$. If I expand the Ricci tensor, I get $$g^{\sigma\rho} R_{\sigma\mu\rho\nu} = 0$$. Which, in normal algebra, should...
  41. S

    Temporal components in metric tensors

    As you may know, the metric tensor for 3D spherical coordinates is as follows: g11= 1 g22= r2 g33= r2sin2(θ) Now, the Minkowski metric tensor for spherical coordinates is this: g00= -1 g11= 1 g22= r2 g33= r2sin2(θ) In both of these metric tensors, all other elements are 0. Now...
  42. andrewkirk

    Draft re Ricci vs Riemann tensors

    Draft re Ricci vs Riemann tensors This one is really just the beginning of a musing. I can't even remember if I came to any conclusion or just forgot about it. I started a thread in Jan 2014, a couple of months after this blog post, on the related issue of what the physical significance of...
  43. aditya ver.2.0

    Who was Pavarotti's understudy?

    What are tensors?
  44. P

    Average of Multiple Stress Tensors

    I have a cluster of voxels and a 2nd order stress tensor corresponding to each voxel. I was wondering as to what would be the best method to calculate an average stress tensor for the cluster as a whole? Any constructive inputs would be greatly appreciated.
  45. 2

    Is the inner product of two rank n tensors a scalar?

    Hi all, I'm trying (and failing miserably) to understand tensors, and I have a quick question: is the inner product of a rank n tensor with another rank n tensor always a scalar? And also is the inner product of a rank n tensor with a rank n-1 tensor always a rank n-1 tensor that has been...
  46. S

    Representations, states and tensors

    Hi. I am currently studying about representations of Lie algebras. I have two questions: 1. As I understand, when we say a "representation" in the context of Lie algebras, we don't mean the matrices (with the appropriate Lie algebra) but rather the states on which they act. But then, the...
  47. S

    Question about Riemann and Ricci Curvature Tensors

    After my studies of metric tensors and Cristoffel symbols, I decided to move on to the Riemann tensor and the Ricci curvature tensor. Now I noticed that the Einstein Field Equations contain the Ricci curvature tensor (R\mu\nu). Some sources say that you can derive this tensor by simply...
  48. T

    Isotropic Cartesian Tensors

    Does anyone have a proof of what a isotropic cartesian tensor should look like in three or four dimensions?
  49. electricspit

    Tensors: switching between mixed and contravariant components

    I'm working on the electromagnetic stress-energy tensor and I've found this in a book by Landau-Lifshitz: T^{i}_{k} = -\frac{1}{4\pi} \frac{\partial A_{\ell}}{\partial x^{i}} F^{k\ell}+\frac{1}{16\pi}\delta^{k}_{i} F_{\ell m} F^{\ell m} Becomes: T^{ik} = -\frac{1}{4\pi}...
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