How Do You Convert Complex Tensor Notation to Vector Notation?

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Discussion Overview

The discussion revolves around converting complex tensor notation into vector notation, specifically focusing on the mathematical expressions involving derivatives of scalar and vector fields. Participants explore the implications of tensor and vector operations, addressing the challenges of proper notation and interpretation.

Discussion Character

  • Technical explanation
  • Mathematical reasoning
  • Debate/contested

Main Points Raised

  • One participant presents a tensor expression involving partial derivatives and questions how to express it in vector notation, suggesting a potential form but expressing uncertainty about the multiplication between a vector and a tensor.
  • Another participant challenges the validity of the tensor expression, noting that repeated indices should appear in both upper and lower positions.
  • A participant clarifies that the scalar field \(c\) and vector field \(\vec{u}\) are involved, and they express confidence in their vector notation but seek clarification on a specific term involving second derivatives.
  • There is a proposal that the second derivative of \(c\) could represent a second-order tensor, leading to a discussion about the gradient of a vector field.
  • One participant expresses confusion about the tensor equation, suggesting that the indices may be incorrectly positioned and requesting more context about the summation convention used.
  • A later reply provides context about a transport equation involving a scalar variable \(N\) and seeks to express the entire equation in tensor notation, indicating a potential summation over specific components.

Areas of Agreement / Disagreement

Participants do not reach a consensus on the proper tensor notation or the interpretation of the expressions. Multiple competing views and uncertainties remain regarding the correct formulation and notation.

Contextual Notes

There are unresolved issues regarding the assumptions about summation conventions, the proper placement of indices in tensor notation, and the interpretation of the expressions involving gradients and derivatives.

lostidentity
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Hi,

I have the following term in tensor notation

\frac{\partial{c}}{\partial{x_i}}\frac{\partial{u_i}}{\partial{x_j}}\frac{\partial{c}}{\partial{x_j}}

I'm not sure how to write this in vector notation.

Would it be?

\nabla{c}\cdot\nabla\boldsymbol{u}\cdot{c}

The problem I have is \nabla\boldsymbol{u} is a tensor, whereas \nabla{c} is a vector. Not sure what type of multiplication it would be between a vector and a tensor. Surely not a simple dot product?

Thanks.
 
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This doesn't look like a proper tensor expression to me. If you have a repeated index, it should be repeated on "top" and on "bottom", whereas you have it repeated on the bottom both times here.
 
Hi,

Sorry I don't think I defined the problem correctly. c is a scalar field and \vec{u} is a vector field.

I checked with a paper and it seems that what I've got for the vector notation is correct. However, I'm having difficulty with the following term

\frac{\partial^2{c}}{\partial{x_k}\partial{x_i}}\frac{\partial^2{c}}{\partial{x_k}\partial{x_i}} -----(2)

At first site I thought this could be the product of two Laplacian of a scalar field, however then I found that the correct form for the Laplacian in index notation is

\frac{\partial^2{c}}{\partial{x_i}\partial{x_i}}

So how would I write the above term (2) in vector notation?

Thanks.
 
Could \frac{\partial^2{c}}{\partial{x_k}\partial{x_i}} be a second order tensor?

Since \frac{\partial{c}}{\partial{x_i}} is the gradient of c (i.e. a vector), therefore \frac{\partial}{\partial{x_k}}\left(\frac{\partial{c}}{\partial{x_i}}\right) would be the gradient of a vector field, i.e. a second order tensor?

If I were to write this is in tensor notation would it be

\nabla(\nabla{c})?

Thanks.
 
lostidentity said:
\frac{\partial{c}}{\partial{x_i}}\frac{\partial{u_i}}{\partial{x_j}}\frac{\partial{c}}{\partial{x_j}}

I think nicksauce is right - I don't know how to read this to make it come out as a tensor equation. If we're summing over repeated indices, then some of the indices are in the wrong position. If there's no summation, but it's meant for a particular i j, it's not a tensor equation. Perhaps you could give us the whole problem or tell us the summation convention you're using.

In rectangular components, \nabla is \partial /\partial x_1 + \partial /\partial x_2 + \partial /\partial x_3

but the equations you're writing it looks like you're focussing on one component only - unless there's some kind of implicit summation over indices you've got in mind. Perhaps for now write out the summation explicitly so we know what you've got in mind.
 
Thanks for the reply.

Actually I'm working with a transport equation for a scalar variable N that has the following form (I've ignored a number of terms and constant coefficients as I don't think they are relevant).

{u_j}\frac{\partial{N}}{\partial{x_j}} = \frac{\partial^2{c}}{\partial{x_k}\partial{x_i}}\frac{\partial^2{c}}{\partial{x_k}\partial{x_i}} - \frac{\partial{c}}{\partial{x_i}}\frac{\partial{u_ i}}{\partial{x_j}}\frac{\partial{c}}{\partial{x_j} }

So perhaps the summation is done for the j-th component since that's what's on the LHS?

I was wondering if I could write this whole equation in tensor notation rather than in the index notation as above. So far what I've got is something like\vec{u}\cdot\nabla{N} =[ \nabla(\nabla{c})]^2 - \nabla{c}\cdot\nabla\vec{u}\cdot\nabla{c}
 

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