Can we differentiate with respect to a vector?

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Discussion Overview

The discussion centers around the differentiation of vector quantities with respect to position vectors, specifically exploring whether equations like \( a = v \frac{dv}{dx} \) can be expressed in vector form without resolving into components. Participants examine the implications of differentiating with respect to a vector and the conditions under which such differentiation is valid.

Discussion Character

  • Exploratory, Technical explanation, Debate/contested

Main Points Raised

  • Some participants question whether the equation \( a = v \frac{dv}{dx} \) is applicable as a vector equation or if it is limited to one-dimensional components.
  • Others propose that it is possible to express the equation in vector form, suggesting that acceleration can be represented as a product of velocity and the derivative of velocity with respect to position.
  • A participant introduces the concept of using arc length \( s \) to express velocity and acceleration, applying the chain rule to derive \( \vec a = v \frac{d\vec v}{ds} \), while noting undefined behavior when \( v = 0 \).
  • Some argue that the expression for acceleration remains valid even when \( v = 0 \) under certain conditions, particularly when considering velocity fields.
  • Discussion includes the introduction of the gradient and the need for partial derivatives when differentiating with respect to spatial position.
  • Participants express confusion regarding the application of tensors in this context, particularly in relation to velocity fields and their evaluation.

Areas of Agreement / Disagreement

Participants do not reach a consensus on whether the differentiation with respect to a vector can be universally applied or if it is contingent upon specific conditions. Multiple competing views remain regarding the validity of certain expressions and the interpretation of vector fields.

Contextual Notes

Limitations include the dependence on definitions of velocity fields and the conditions under which certain expressions are valid, particularly regarding the behavior of derivatives at points where velocity is zero.

KnightTheConqueror
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We know that a = vdv/dx
But is it applicable in only one dimensional components or is this actually a vector equation? If so then how do we exactly differentiate with respect to position 'vector'?
 
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Thanks for answering, but I know that I can resolve it into components and solve. My problem is not that I am unable to use that equation in 3D. Rather, I am just curious whether we can write that equation as an vector equation directly without resolving.

Let me elaborate...

v = u + at here, although we can apply this equairon to x, y, z component separately and then add them but resolving into components is just something to make our work easier. v = u + at is still a vector equation and we can solve it using other methods of vector too for example geometry.
Likewise, I can apply a = vdv/dx to x, or vdv/dy to y
But
Can we just write that equation in vector form without needing to resolve into one dimensional components? Can we say that acceleration vector = velocity vector times d of velocity vector upon x of position vector.
If so then what exactly do we mean by differentiating with respect to a vector?
 
KnightTheConqueror said:
We know that a = vdv/dx
But is it applicable in only one dimensional components or is this actually a vector equation? If so then how do we exactly differentiate with respect to position 'vector'?
Let ##s## denote arc length along the trajectory of the particle. Consider the velocity of the particle as a function of arc length: ##\vec v(s)##. Use the chain rule to express the acceleration as ##\vec a = \dfrac{d\vec v}{ds} \dfrac{ds}{dt}## and note that ##\dfrac{ds}{dt}## is the speed ##v## of the particle. So, ##\vec a = v\dfrac{d\vec v}{ds}##.
(This expression is undefined at points of the trajectory where ##v = 0##, just as the 1-D expression ##a = v \dfrac{dv}{dx}## is undefined when ##v = 0##.)
 
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What you are looking for is the gradient. Your derivatives wrt the spatial position need to be partial derivatives.
$$
\vec a = \frac{d\vec v}{dt} = \frac{d\vec x}{dt} \cdot\nabla\vec v = \vec v \cdot \nabla \vec v$$
Note that ##\nabla \vec v## is a rank 2 tensor.
 
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TSny said:
Let ##s## denote arc length along the trajectory of the particle. Consider the velocity of the particle as a function of arc length: ##\vec v(s)##. Use the chain rule to express the acceleration as ##\vec a = \dfrac{d\vec v}{ds} \dfrac{ds}{dt}## and note that ##\dfrac{ds}{dt}## is the speed ##v## of the particle. So, ##\vec a = v\dfrac{d\vec v}{ds}##.
(This expression is undefined at points of the trajectory where ##v = 0##, just as the 1-D expression ##a = v \dfrac{dv}{dx}## is undefined when ##v = 0##.)
This is what I was looking for. Thank you very much!
 
Orodruin said:
What you are looking for is the gradient. Your derivatives wrt the spatial position need to be partial derivatives.
$$
\vec a = \frac{d\vec v}{dt} = \frac{d\vec x}{dt} \cdot\nabla\vec v = \vec v \cdot \nabla \vec v$$
Note that ##\nabla \vec v## is a rank 2 tensor.
I am still in high school and I haven't studied tensors... Can you suggest me some resource to get an idea of it?
 
TSny said:
(This expression is undefined at points of the trajectory where ##v = 0##, just as the 1-D expression ##a = v \dfrac{dv}{dx}## is undefined when ##v = 0##.)
This is not really correct. If the velocity field is such that it depends on position only (which needs to be the case for the derivative ##\partial \vec v/\partial x^i## to make sense), then the expression in #4 makes sense even if ##\vec v = 0##. It is when you require the path length ##s## that it becomes a problem. It is not necessarily a problem of the one-dimensional case if it can be seen as the restriction of #4 to one dimension. It is just that if ##\vec v = 0##, then in that case ##\vec a = 0## and consequently ##\vec v## is constantly zero. So there are certainly cases where the expression
 
KnightTheConqueror said:
I am still in high school and I haven't studied tensors... Can you suggest me some resource to get an idea of it?
If you are familiar with matrices, you may for practical purposes in Cartesian coordinates consider a rank 2 tensor a 3x3 matrix
$$
\begin{pmatrix}\partial v^x/\partial x & \partial v^y /\partial x & \partial v^z /\partial x \\
\partial v^x/\partial y & \partial v^y /\partial y & \partial v^z /\partial y \\
\partial v^x/\partial z & \partial v^y /\partial z & \partial v^z /\partial z \end{pmatrix}
$$
Multipyling with ##\begin{pmatrix}v^x & v^y & v^z\end{pmatrix}## from the left gives
$$
\begin{pmatrix}
v^x (\partial v^x/\partial x) +
v^y (\partial v^x/\partial y) +
v^z (\partial v^x/\partial z) &
v^x (\partial v^y/\partial x) +
v^y (\partial v^y/\partial y) +
v^z (\partial v^y/\partial z) &
v^x (\partial v^z/\partial x) +
v^y (\partial v^z/\partial y) +
v^z (\partial v^z/\partial z)
\end{pmatrix}
$$
 
Orodruin said:
This is not really correct.
If we try to evaluate ##\vec a(s) = v(s) \dfrac{d\vec v(s)}{ds}## at a point ##s_0## where ##v(s_0) = 0##, then we would find ##\left. \dfrac{d\vec v(s)}{ds} \right|_{s_0}## is undefined. However, the acceleration at ##s_0## can be evaluated as a limit: $$\vec a(s_0) = \lim_{s \to s_0} \left[ v(s) \dfrac{d\vec v(s)}{ds} \right].$$

Orodruin said:
What you are looking for is the gradient. Your derivatives wrt the spatial position need to be partial derivatives.
$$
\vec a = \frac{d\vec v}{dt} = \frac{d\vec x}{dt} \cdot\nabla\vec v = \vec v \cdot \nabla \vec v$$
Note that ##\nabla \vec v## is a rank 2 tensor.
I don't understand how you are working with a velocity vector field to give meaning to the tensor ##\nabla \vec v##.

For example, how would you evaluate the tensor component ##\dfrac{\partial v^y}{\partial x}## for a particle in projectile motion?
 
  • #10
TSny said:
If we try to evaluate ##\vec a(s) = v(s) \dfrac{d\vec v(s)}{ds}## at a point ##s_0## where ##v(s_0) = 0##, then we would find ##\left. \dfrac{d\vec v(s)}{ds} \right|_{s_0}## is undefined. However, the acceleration at ##s_0## can be evaluated as a limit: $$\vec a(s_0) = \lim_{s \to s_0} \left[ v(s) \dfrac{d\vec v(s)}{ds} \right].$$
With path length, no. With respect to a coordinate in a velocity field, yes.

TSny said:
I don't understand how you are working with a velocity vector field to give meaning to the tensor ##\nabla \vec v##.

For example, how would you evaluate the tensor component ##\dfrac{\partial v^y}{\partial x}## for a particle in projectile motion?

A single particle in projectile motion is not in a velocity field. There are however many situations where velocity fields make perfect sense, such as for a fluid parcel. The above would apply to a fluid parcel in a stationary flow (for a non-stationary flow there would be additional terms due to the time derivative of the flow).
 
  • #11
Orodruin said:
With path length, no. With respect to a coordinate in a velocity field, yes.
I’m not sure what the “no” and “yes” mean here.
Orodruin said:
A single particle in projectile motion is not in a velocity field. There are however many situations where velocity fields make perfect sense, such as for a fluid parcel. The above would apply to a fluid parcel in a stationary flow (for a non-stationary flow there would be additional terms due to the time derivative of the flow).
That makes sense. Thanks.
 

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