Fluids Differential Analysis
Given a 3D velocity field \(\vec{V}(x, y, z) = u\hat{i} + v\hat{j} + w\hat{k}\):
| Property | Equation | Type |
|---|---|---|
| Acceleration \(a\) | \(a = \frac{d\vec{V}}{dt}\) | Vector |
| Vorticity \(\zeta\) | \(\zeta = \nabla \times \vec{V}\) | Vector |
| Angular Velocity \(\omega\) | \(\omega = \frac{1}{2} \zeta\) | Vector |
| Angular Deformation \(\Omega\) | \(\Omega_{xy} = \frac{\partial v}{\partial x} + \frac{\partial u}{\partial y}\) | 2D Scalar |
| Dilatation rate | \(\nabla \cdot \vec{V}\) | Scalar |
| Continuity Eq | \(\frac{\partial \rho}{\partial t} + \nabla \cdot (\rho \vec{V}) = 0\) | Scalar |
| Stream Function | \(u = \frac{\partial \Psi}{\partial y},\quad v = -\frac{\partial \Psi}{\partial x}\) | 2D Scalar |
| Navier-Stokes | \(\rho \frac{D\vec{V}}{Dt} = -\nabla P + \rho g + \mu \nabla^2 V\) | Vector |
Acceleration
\[a = \frac{d\vec{V}}{dt}\] \[a = \frac{\partial \vec{V}}{\partial t} + u\frac{\partial \vec{V}}{\partial x} + v\frac{\partial \vec{V}}{\partial y} + w\frac{\partial \vec{V}}{\partial z}\]
Where
- \(a\) is acceleration field (vector) in \(m/s^2\)
- \(\frac{d\vec{V}}{dt} = \frac{D\vec{V}}{Dt}\) is the material derivative of \(\vec{V}\), viewed from a Lagrangian POV1 (vector)
- \(\frac{\partial \vec{V}}{\partial t}\) is the local acceleration (variation of velocity at a fixed point)
- \(u\frac{\partial \vec{V}}{\partial x} + v\frac{\partial \vec{V}}{\partial y} + w\frac{\partial \vec{V}}{\partial z}\) is the acceleration from spatial variations
In steady-state: \(\frac{\partial \vec{V}}{\partial t} = 0\)
Vorticity
\[\zeta = \nabla \times \vec{V}\]
Where
- \(\zeta\) is vorticity (vector) in rad/s
- \(\nabla \times \vec{V} = \text{curl}\ \vec{V}\) (read curl)
We say the fluid is irrotational (does not rotate) when \(\zeta = 0\).
Angular velocity
\[\omega = \frac{1}{2} \zeta\]Where
- \(\omega\) is angular velocity (vector) in rad/s
- \(\zeta\) is vorticity (vector)
Angular deformation
\[\Omega_{xy} = \frac{\partial v}{\partial x} + \frac{\partial u}{\partial y}\] \[\Omega_{xz} = \frac{\partial w}{\partial x} + \frac{\partial u}{\partial z}\] \[\Omega_{yz} = \frac{\partial w}{\partial y} + \frac{\partial v}{\partial z}\]
Where \(\Omega\) is the angular deformation (scalar) in rad/s. Note \(\Omega\) is calculated in a 2D plane.
Dilatation rate
\[\text{dilatation rate} = \nabla \cdot \vec{V}\] \[\text{dilatation rate} = \frac{\partial u}{\partial x} + \frac{\partial v}{\partial y} + \frac{\partial w}{\partial z}\]
Where
- The dilatation rate (scalar) is in Hz (\(s^{-1}\))
- \(\nabla \cdot \vec{V} = \text{div}\ \vec{V}\) (read div)
Dilatation rate tells whether a fluid is expanding or compressing (volume is changing).
If fluid is incompressible: \(\nabla \cdot \vec{V} = 0\)
Continuity Equation
\[\frac{\partial \rho}{\partial t} + \nabla \cdot (\rho \vec{V}) = 0\] \[\frac{\partial \rho}{\partial t} + \frac{\partial (\rho u)}{\partial x} + \frac{\partial (\rho v)}{\partial y} + \frac{\partial (\rho w)}{\partial z} = 0\]
Where \(\rho\) is density
In steady-state: \(\frac{\partial \rho}{\partial t} = 0\)
Stream Function
For incompressible 2D flow, from continuity equation:
\[\frac{\partial (\rho u)}{\partial x} + \frac{\partial (\rho v)}{\partial y} = 0\]We can define a function \(\Psi\) that describes \(u,\ v\) to define streamlines:
\[u = \frac{\partial \Psi}{\partial y},\quad v = -\frac{\partial \Psi}{\partial x}\]
Using some basic 3D calc we can get \(\Psi(x,y)\). We define streamlines as \(\Psi(x,y) = k\), where \(k\) is any constant.
Navier-Stokes
Given an incompressible fluid (density \(\rho\) is constant) and the velocity field \(V(x,y,z) = u\hat{i} + v\hat{j} + w\hat{k}\), where \(u,\ v,\ w\) represent the velocity field in the \(x,\ y,\ z\) axis respectively:
\[\rho \frac{DV}{Dt} = - \nabla P + \rho g + \mu \nabla^2 V\] \[\rho \left(\frac{\partial V}{\partial t} + V \cdot \nabla V \right) = -\nabla P + \rho g + \mu \nabla^2 V\]
Where
- \(\rho\) is density in \(kg/m^3\)
- \(\frac{DV}{Dt}\) is the acceleration in \(m/s^2\)
- \(\nabla P\) is the gradient of pressure, in Pa/m
- \(\rho g\) is the force due to gravity (may replace if an external force applies), in \(kg/m^3 \cdot m/s^2 = Pa/m\)
- \(\mu \nabla^2 V\) is the viscous diffusion of momentum, in \(Pa\cdot s \cdot m/s \cdot 1/m^2 = Pa/m\)
- \(\nabla^2 V\) is the laplacian of velocity
Per component:
\[u: \quad \rho \left( \frac{\partial u}{\partial t} + u \frac{\partial u}{\partial x} + v \frac{\partial u}{\partial y} + w \frac{\partial u}{\partial z} \right) = - \frac{\partial P}{\partial x} + \rho g_x + \mu \left( \frac{\partial^2 u}{\partial x^2} + \frac{\partial^2 u}{\partial y^2} + \frac{\partial^2 u}{\partial z^2} \right)\] \[v: \quad \rho \left( \frac{\partial v}{\partial t} + u \frac{\partial v}{\partial x} + v \frac{\partial v}{\partial y} + w \frac{\partial v}{\partial z} \right) = - \frac{\partial P}{\partial y} + \rho g_y + \mu \left( \frac{\partial^2 v}{\partial x^2} + \frac{\partial^2 v}{\partial y^2} + \frac{\partial^2 v}{\partial z^2} \right)\] \[w: \quad \rho \left( \frac{\partial w}{\partial t} + u \frac{\partial w}{\partial x} + v \frac{\partial w}{\partial y} + w \frac{\partial w}{\partial z} \right) = - \frac{\partial P}{\partial z} + \rho g_z + \mu \left( \frac{\partial^2 w}{\partial x^2} + \frac{\partial^2 w}{\partial y^2} + \frac{\partial^2 w}{\partial z^2} \right)\]Also:
Given incompressible flow:
\[\text{div}\ V = 0\] \[\frac{\partial u}{\partial x} + \frac{\partial v}{\partial y} + \frac{\partial w}{\partial z} = 0\]
Where
- The component \(\frac{\partial V}{\partial t} = \frac{\partial u}{\partial t} + \frac{\partial v}{\partial t} + \frac{\partial w}{\partial t}\)
Diffusion term \(\mu \nabla^2 V\)
Consider a 1D problem about shear stress:
\[\tau_{xy} = \mu \frac{\partial u}{\partial y}\]Then the force per volume is:
\[\frac{\partial \tau_{xy}}{dy} = \mu \frac{\partial^2 u}{\partial y^2}\]In 3D we consider forces from all direction, thus
Simplifying Navier-Stokes
Steady:
All time derivatives are 0.
\[\frac{\partial V}{\partial t} = 0\]Per component:
\[\frac{\partial u}{\partial t} = \frac{\partial v}{\partial t} = \frac{\partial w}{\partial t} = 0\]
Flow along a specific axis (for example, \(x\)):
\[u \neq 0,\ v = 0,\ w = 0\]Since flow is incompressible, then also:
\[\text{div}\ V = 0\] \[\frac{\partial^n u}{\partial x^n} = \frac{\partial^n v}{\partial y^n} = \frac{\partial^n w}{\partial z^n} = 0\]Each component of the div is 0 if flow along a specific axis + incompressible. Then any of its derivatives of order n is also 0.
Navier-Stokes is solvable by hand (analytically) for steady laminar flow between stationary parallel plates.
Reynold’s number
\[\text{Re} = \frac{\rho V L}{\mu}\]Where
- \(\text{Re}\) is Reynold’s number
- \(V\) is velocity
- \(L\) is
- \(\mu\) is viscosity
The bigger \(\text{Re}\) is, the more turbulent the flow is.
If we have a plane with a very smooth surface, it has less air resistance but it causes the air to be more turbulent, since the viscous forces become smaller.
Dict
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Lagrangian point of view: From the perspective of the moving material (fluid), different from the perspective of an exterior observer (Eulerian). ↩