What is the result of multiplying a matrix by the divergence of a vector?

In summary, the answer to \nabla\bullet\tau would depend on how you are contracting over the indices. If \tau is symmetric, then the divergence would be \nabla^{a}\tau_{ab}. However, if \tau is not symmetric, then the divergence would be \nabla^{b}\tau_{ab}. This is different from the case of a rank 1 tensor where the divergence is \nabla^{a}\tau_{a}. To understand this, we can think of \nabla as a 'vector' and \tau as a matrix, so the dot product between them would result in another 'vector' or covector.
  • #1
mkkrnfoo85
50
0
So here's my problem. It may be very simple, but I don't know how to do it. Please help.
Suppose [tex]\tau[/tex] is a 3x3 matrix with elements listed as (a b c; d e f; g h i). What would be the answer to [tex]\nabla\bullet\tau[/tex] be?

Thx

-Mark
 
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  • #2
Depends what you're contracting over. You can't really use the dot product on a matrix, because it's not a rank 1 tensor.

[tex]\tau[/tex] has indices [tex]\tau_{ab}[/tex] or [tex]\tau^{a}_{\phantom{a}b}[/tex] or [tex]\tau^{ab}[/tex]. Similarly [tex]\nabla[/tex] is either [tex]\nabla_{c}[/tex] or [tex]\nabla^{c}[/tex].

(Give or take a raising or lowering of an index using a metric) you'd define the divergence as something like [tex]\nabla^{a}\tau_{ab}[/tex]. That isn't the same as [tex]\nabla^{b}\tau_{ab}[/tex] unless [tex]\tau[/tex] is symmetric.

You don't get this ambiguity when [tex]\tau[/tex] is a rank 1 tensor because [tex]\nabla . \tau = \nabla^{a}\tau_{a} = \nabla_{a}\tau^{a}[/tex].
 
  • #3
A nice way to think about this is to treat it as a matrix multiplying a vector. If you imagine multiplying a vector [tex]v[/tex] by [tex]\tau[/tex], you could write it as

[tex]\tau \cdot v[/tex]

So if we think of [tex]\nabla[/tex] as the 'vector' [tex]( d/dx, d/dy, d/dz )[/tex] then we just multiply that on the left of [tex]\tau[/tex] in the same way. I put the word 'vector' in inverted commas because what you've really got is a covector, or an element of the dual space - this is related to the fact that it appears on its side.

After you'd done the multiplication, you'd end up with another covector (we can just pretend it's the same thing as a vector) which looks like

[tex]\left(
\frac{da}{dx}+\frac{dd}{dy}+\frac{dg}{dz},\phantom{XX}
\frac{db}{dx}+\frac{de}{dy}+\frac{dh}{dz},\phantom{XX}
\frac{dc}{dx}+\frac{df}{dy}+\frac{di}{dz}
\right)
[/tex]
 
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FAQ: What is the result of multiplying a matrix by the divergence of a vector?

1. What is the definition of divergence of a tensor?

The divergence of a tensor is a mathematical operation that measures the rate of change of a vector field's magnitude at a given point. It is a scalar value that represents the amount of "outgoingness" or "sourciness" of the vector field at that point.

2. How is divergence of a tensor different from divergence of a vector?

Divergence of a tensor is a more general concept than divergence of a vector. While divergence of a vector only measures the rate of change of a vector field's magnitude, divergence of a tensor takes into account both the magnitude and direction of the vector field at a given point.

3. What are some real-world applications of divergence of a tensor?

Divergence of a tensor is commonly used in fluid dynamics, electromagnetism, and general relativity. It is used to study the flow of fluids, the behavior of electric and magnetic fields, and the curvature of spacetime, respectively.

4. How is divergence of a tensor calculated?

The divergence of a tensor can be calculated using the divergence operator, which is a mathematical expression involving partial derivatives. The specific formula for calculating divergence may vary depending on the dimensionality and type of tensor being considered.

5. What does a zero divergence of a tensor indicate?

If the divergence of a tensor is zero at a given point, it means that the vector field is not spreading out or converging at that point. In other words, the amount of "outgoingness" or "sourciness" at that point is balanced, and there is no net flow in or out of the region surrounding the point.

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