14. Directional Derivatives and Gradients
d. Properties of the Gradient
- \(\vec\nabla f\) points in the direction of maximum increase of \(f\).
- \(|\vec\nabla f|\) is the maximum rate of increase of \(f\).
2. Applications of Gradient Properties 1 & 2
The temperature in \(^\circ K\) in a room is given by \(T=275+\sin(\pi x)\cos(\pi y)+\sin(\pi z)\).
- Find the unit vector direction in which the temperature increases most rapidly at \(P=(2,-1,2)\).
- Find the maximum rate of increase of the temperature at \(P=(2,-1,2)\).
From an example on a previous page, the gradient of the temperature at \(P\) is: \[ \vec w=\left.\vec\nabla T\right|_P =\langle -\pi,0,\pi\rangle \]
- By Property 1, the gradient points in the direction of maximum increase of the function. So we need the unit vector in the direction of \(\vec w\). Since \(|\vec w|=\sqrt{\pi^2+\pi^2}=\pi\sqrt{2}\), the unit vector direction in which the temperature increases most rapidly is: \[ \hat w=\left\langle -\,\dfrac{1}{\sqrt{2}},0,\dfrac{1}{\sqrt{2}}\right\rangle \]
- By Property 2, the maximum rate of increase of the temperature is the length of the gradient, or \(|\vec w|=\pi\sqrt{2}\).
Duke Skywater is flying the Centurion Eagle through a deadly polaron field whose density is given by \(p(x,y,z)=xyz^2\,\dfrac{\text{radions}}{\text{millilightyear}^3}\) where \(x\), \(y\) and \(z\) are measured in \(\text{millilightyears}\). Assume Duke's current position is \((x,y,z)=(4,-2,3)\).
-
If Duke's current velocity is \(\vec v=\langle .2,.3,.4\rangle\,\dfrac{\text{millilightyears}}{\text{year}}\), what is the current rate at which he sees the polaron density changing? Is it increasing or decreasing?
The density is decreasing at \(\dfrac{\partial p}{\partial t}=-12\).
The gradient of the density and its value at the current position are: \[\begin{aligned} \vec\nabla p&=\langle yz^2,xz^2,2xyz\rangle \\ \left.\vec\nabla p\right|_{(4,-2,3)}&=\langle -18,36,-48\rangle \end{aligned}\] So the rate of change of the density is: \[\begin{aligned} \dfrac{dp}{dt} &=\vec v\cdot\left.\vec\nabla p\right|_{(4,-2,3)} =\langle .2,.3,.4\rangle\cdot\langle -18,36,-48\rangle \\ &=-3.6+10.8-19.2=-12 \end{aligned}\] So the density is decreasing.
-
Find the unit vector direction, \(\hat u\), in which the polaron density decreases fastest.
If a quantity increases fastest in the direction \(\hat w\), then it decreases fastest in the direction \(-\hat w\).
\(\hat u =\left\langle \dfrac{3}{\sqrt{109}},-\,\dfrac{6}{\sqrt{109}}, \dfrac{8}{\sqrt{109}}\right\rangle\)
The density increases fastest in the direction of the gradient \[ \vec w=\left.\vec\nabla p\right|_{(4,-2,3)} =\langle -18,36,-48\rangle \] Its length is: \[ |\vec w|=\sqrt{18^2+36^2+48^2}=6\sqrt{3^2+6^2+8^2}=6\sqrt{109} \] So the unit vector of maximum increase is: \[ \hat w=\left\langle -\,\dfrac{3}{\sqrt{109}},\dfrac{6}{\sqrt{109}}, -\,\dfrac{8}{\sqrt{109}}\right\rangle \] and the unit vector of maximum decrease is: \[ \hat u=-\hat w =\left\langle \dfrac{3}{\sqrt{109}},-\,\dfrac{6}{\sqrt{109}}, \dfrac{8}{\sqrt{109}}\right\rangle \]
-
Find the rate the polaron density is changing in the direction \(\hat u\).
\(\dfrac{\partial p}{\partial t}=-6\sqrt{109}\)
The maximum rate of increase is the length of the gradient which was previously found to be \[ |\vec w|=\left|\left.\vec\nabla p\right|_{(4,-2,3)}\right|=6\sqrt{109} \] So the maximum rate of decrease is the negative of this \[ \dfrac{\partial p}{\partial t}=-6\sqrt{109} \]
-
If the maximum speed of the Centurion Eagle is \(2\) millilightyears/year, find the velocity, \(\vec u\), the Centurion Eagle should have to decrease the polaron density as fast as possible.
The velocity is its speed times its direction.
\(\vec u =\left\langle \dfrac{6}{\sqrt{109}},-\,\dfrac{12}{\sqrt{109}}, \dfrac{16}{\sqrt{109}}\right\rangle\)
The maximum speed is \(|\vec u|=2\) and the direction of maximum decrease is \(\hat u =\left\langle \dfrac{3}{\sqrt{109}},-\,\dfrac{6}{\sqrt{109}}, \dfrac{8}{\sqrt{109}}\right\rangle\). So the velocity of maximum decrease is: \[ \vec u=|\vec u|\hat u =\left\langle \dfrac{6}{\sqrt{109}},-\,\dfrac{12}{\sqrt{109}}, \dfrac{16}{\sqrt{109}}\right\rangle \]
-
Find the rate the polaron density is changing if the Centurion Eagle has velocity \(\vec u\).
\(\dfrac{\partial p}{\partial t}=-12\sqrt{109}\)
\[ \dfrac{\partial p}{\partial t}=\nabla_{\vec u} p=|\vec u|\nabla_{\hat u} p=2(-6\sqrt{109})=-12\sqrt{109} \]
Heading
Placeholder text: Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum Lorem ipsum