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Friday, October 16, 2026

🌡️ Lagrange Multiplier Method | Max Temperature T=400xyz² on Unit Sphere ✅| Example 2 | Calculus |

Lagrange Multiplier: Maximum Temperature T=400xyz² on the Unit Sphere
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Lagrange Multiplier: Maximum Temperature T = 400xyz² on the Unit Sphere

CalculusThree Variables Example 2 · 5 min read

Problem. The temperature at any point \((x,y,z)\) in space is \(T=400xyz^2\). Find the maximum temperature on the surface of the unit sphere \(x^2+y^2+z^2=1\).

Video explanation

Step 1: Auxiliary function

Constraint: \(x^2+y^2+z^2-1=0\).

$$F(x,y,z,\lambda)=400xyz^2+\lambda\,(x^2+y^2+z^2-1)$$

Step 2: Partial derivatives

$$F_x=400yz^2+2\lambda x,\quad F_y=400xz^2+2\lambda y,\quad F_z=800xyz+2\lambda z$$

Step 3: Stationary points

Set \(F_x=F_y=F_z=0\) and solve each for \(-\lambda\):

$$-\lambda=\frac{200yz^2}{x}\ \ (1),\qquad -\lambda=\frac{200xz^2}{y}\ \ (2),\qquad -\lambda=400xy\ \ (3)$$

From (1) and (2):

$$\frac{y}{x}=\frac{x}{y}\;\Rightarrow\;y^2=x^2$$

From (2) and (3):

$$\frac{200xz^2}{y}=400xy\;\Rightarrow\;z^2=2y^2\;\Rightarrow\;y^2=\frac{z^2}{2}$$

So \(x^2=y^2=\dfrac{z^2}{2}\). Substitute into the constraint:

$$\frac{z^2}{2}+\frac{z^2}{2}+z^2=1\;\Rightarrow\;2z^2=1\;\Rightarrow\;z^2=\frac12$$
$$x^2=y^2=\frac14\;\Rightarrow\;x=\pm\frac12,\quad y=\pm\frac12,\quad z=\pm\frac1{\sqrt2}$$

Step 4: Evaluate T

Since \(T=400\,xy\,z^2\) and \(z^2=\tfrac12\) in every case, the sign of \(T\) depends only on the sign of \(xy\):

xyzT
1/21/2±1/√250
−1/2−1/2±1/√250
1/2−1/2±1/√2−50
−1/21/2±1/√2−50
$$T=400\cdot\frac12\cdot\frac12\cdot\left(\frac1{\sqrt2}\right)^2=400\cdot\frac14\cdot\frac12=50$$

Final answer

Maximum temperature50at \(\left(\tfrac12,\tfrac12,\pm\tfrac1{\sqrt2}\right)\) and \(\left(-\tfrac12,-\tfrac12,\pm\tfrac1{\sqrt2}\right)\)

Points with \(x=0\), \(y=0\) or \(z=0\) give \(T=0\), so they are not the maximum.

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