Coverage: Lessons 17–33 (§15.8, §16.1–16.6, §17.1–17.6)
Exam Date: Tuesday, April 21, 2026
Time: 8:00 PM - 9:00 PM
Location: Announced on Brightspace
Lagrange Multipliers [Lesson 17] (§15.8)
Method of Lagrange Multipliers
To find the extreme values of \(f(x,y)\) subject to a constraint \(g(x,y) = k\), solve the system:
That is:
- \(f_x = \lambda\, g_x\)
- \(f_y = \lambda\, g_y\)
- \(g(x,y) = k\)
Three Variables
To optimize \(f(x,y,z)\) subject to \(g(x,y,z) = k\):
Note: Evaluate \(f\) at all solution points and compare to identify absolute max/min.
Practice Problems
Problem 1. Find the maximum value of \(f(x,y) = 3 + 2x - y\) subject to the constraint \(x^2 + 2xy + 4y^2 = 7\).
▼ Show answerProblem 2. Find the maximum value of \(f(x,y) = 8x - 6y\) subject to the constraint \((x-1)^2 + y^2 = 1\).
▼ Show answerProblem 3. The maximum and minimum values of \(f(x,y)=(x-2)^2+(y-4)^2\) subject to \(x^2+y^2=5\) are, respectively:
▼ Show answerProblem 4. Find the maximum of \(f(x,y,z) = x+y+z\) subject to \((x-1)^2+y^2+z^2=1\).
▼ Show answerProblem 5. Find the absolute maximum value \(M\) and absolute minimum value \(m\) of \(f(x,y)=x+y\) subject to \(x^2-xy+y^2=1\).
▼ Show answerDouble Integrals over Rectangular Regions [Lesson 18] (§16.1)
Double Integral over a Rectangle
For \(R = [a,b] \times [c,d]\):
Fubini's Theorem
If \(f\) is continuous on \(R = [a,b]\times[c,d]\), the order of integration may be switched:
Riemann Sum Definition
Partition \([a,b]\) into \(m\) subintervals and \([c,d]\) into \(n\) subintervals, each of width \(\Delta x = \frac{b-a}{m}\) and \(\Delta y = \frac{d-c}{n}\). Choose sample points \((x_{ij}^*, y_{ij}^*)\) in each subrectangle \(R_{ij}\):
where \(\Delta A = \Delta x\,\Delta y\) is the area of each subrectangle.
- Using midpoints: \(x_i^* = \frac{x_{i-1}+x_i}{2}\), \(y_j^* = \frac{y_{j-1}+y_j}{2}\)
- The double integral gives the signed volume between the surface \(z = f(x,y)\) and the \(xy\)-plane
Practice Problems
Problem 1. Compute \(\displaystyle\int_0^1\int_0^4 \sqrt{xy}\,dx\,dy\).
▼ Show answerProblem 2. Find the volume enclosed by \(x=0\), \(x=3\), \(y=0\), \(y=2\), \(z=1\), and \(z=e^{x+y}\).
▼ Show answerProblem 3. Find the average value of \(f(x,y)=x^2y\) over the rectangle \(R\) with vertices \((-1,0)\), \((-1,5)\), \((1,5)\), \((1,0)\).
▼ Show answerProblem 4. Evaluate \(\displaystyle\int_0^1\int_0^1\int_0^{2-y} e^x\,dz\,dx\,dy\).
▼ Show answerProblem 5. Evaluate \(\displaystyle\iint_R \frac{x^2}{y^2+x^3}\,dA\) over \(R=\{1\le x\le 2,\;0\le y\le 4\}\).
▼ Show answerDouble Integrals over General Regions [Lesson 19] (§16.2)
Type I Region (vertical strips)
Region bounded by functions of \(x\): \(g_1(x) \le y \le g_2(x)\), \(a \le x \le b\)
Type II Region (horizontal strips)
Region bounded by functions of \(y\): \(h_1(y) \le x \le h_2(y)\), \(c \le y \le d\)
Reversing Order of Integration
Sketch the region, identify bounds for the opposite order, then re-write the integral. This is often necessary when the inner integral has no elementary antiderivative.
Practice Problems
Problem 1. Evaluate (switching order of integration):
\(\displaystyle\int_0^{27}\int_{\sqrt[3]{x}}^{3} 4e^{y^4}\,dy\,dx\)
▼ Show answerProblem 2. Evaluate \(\displaystyle\iint_R \frac{\sin x}{x}\,dA\) where \(R\) is bounded by the \(x\)-axis, \(y=x\), and \(x=1\) (integrate in \(y\) first, then \(x\)).
▼ Show answerProblem 3. Find the volume of the solid under \(z=2x\) and above the region in the first quadrant bounded by the coordinate axes and \(x+y=1\).
▼ Show answerProblem 4. Change the order of integration for \(\displaystyle\int_0^2\int_{x^2}^{2x}f(x,y)\,dy\,dx\).
▼ Show answerProblem 5. Reverse the order and evaluate: \(\displaystyle\int_0^{2\sqrt{\ln3}}\!\int_{y/2}^{\sqrt{\ln3}} e^{x^2}\,dx\,dy\).
▼ Show answerDouble Integrals in Polar Coordinates [Lesson 20] (§16.3)
Polar Coordinate Substitution
Use \(x = r\cos\theta\), \(y = r\sin\theta\), \(x^2+y^2=r^2\):
Key: Don't forget the Jacobian factor \(r\) in \(dA = r\,dr\,d\theta\).
When to Use Polar Coordinates
- Region is a disk, annulus, or sector
- Integrand contains \(x^2 + y^2\)
- Region has circular symmetry
Practice Problems
Problem 1. Evaluate \(\displaystyle\int_0^3\!\int_0^{\sqrt{9-x^2}}\!\sqrt{x^2+y^2}\,dy\,dx\) by converting to polar.
▼ Show answerProblem 2. Compute \(\displaystyle\iint_R e^{-(x^2+y^2)}\,dA\) where \(R\) is the disk \(x^2+y^2\le4\).
▼ Show answerProblem 3. Rewrite in polar (do not evaluate): \(\displaystyle\int_0^1\int_{-\sqrt{1-y^2}}^{\sqrt{1-y^2}}(x^2+y^2)^{1/2}\,dx\,dy\).
▼ Show answerProblem 4. Evaluate \(\displaystyle\int_0^{\sqrt{\pi}}\!\int_0^{\sqrt{\pi-y^2}}\sin(x^2+y^2)\,dx\,dy\).
▼ Show answerProblem 5. Compute \(\displaystyle\int_{-3}^{3}\int_{-\sqrt{9-y^2}}^{\sqrt{9-y^2}} e^{x^2+y^2}\,dx\,dy\).
▼ Show answerTriple Integrals [Lesson 21] (§16.4)
Iterated Triple Integral
Applications
- Volume: \(V = \displaystyle\iiint_E dV\)
- Average value: \(\bar{f} = \dfrac{1}{V}\displaystyle\iiint_E f\,dV\)
Note: There are 6 possible orders of integration — choose the order that fits the region and integrand most naturally.
Practice Problems
Problem 1. Evaluate \(\displaystyle\int_0^1\!\int_0^1\!\int_0^{2-y} e^x\,dz\,dx\,dy\).
▼ Show answerProblem 2. Let \(E\) be the solid in the first octant above the \(xy\)-plane and below \(4x+2y+z=8\). For \(\iiint_E f\,dV=\int_0^a\!\int_0^b\!\int_0^c f\,dz\,dy\,dx\):
▼ Show answerProblem 3. Let \(D\) be the solid bounded by \(x=0\), \(z=0\), \(y=x\), and \(x+y+z=2\). Write \(\iiint_D f\,dV\) as three different iterated integrals (in three different orders of integration).
▼ Show answerProblem 4. Let \(V\) be bounded by \(z=6-x^2-y^2\) and \(z=x^2+y^2\). If \(V=\displaystyle\int_{-\sqrt{3}}^{\sqrt{3}}\!\int_a^b\!\int_{x^2+y^2}^{6-x^2-y^2}dz\,dy\,dx\), what are \(a\) and \(b\)?
▼ Show answerProblem 5. Evaluate \(\displaystyle\int_{-1}^{1}\!\int_{-\sqrt{1-y^2}}^{\sqrt{1-y^2}}\!\int_{-1}^{1}(x^2+y^2)^{3/2}\,dz\,dx\,dy\).
▼ Show answerTriple Integrals in Cylindrical Coordinates [Lesson 22] (§16.5)
Cylindrical Coordinates
Relation to rectangular coordinates:
Triple Integral in Cylindrical Coordinates
Key: Don't forget the Jacobian factor \(r\) in \(dV = r\,dz\,dr\,d\theta\).
When to Use Cylindrical Coordinates
- Region has an axis of symmetry along the \(z\)-axis
- Integrand or region involves \(x^2 + y^2\)
- Region is bounded by a cylinder \(x^2+y^2 = a^2\), cone, or paraboloid
Practice Problems
Problem 1. Rewrite \(\displaystyle\int_0^{\sqrt{2}}\!\int_0^{\sqrt{4-x^2}}\!\int_{2}^{6}\!e^{-x^2-y^2}\,dz\,dy\,dx\) in cylindrical coordinates.
▼ Show answerProblem 2. Evaluate \(\displaystyle\int_0^2\!\int_0^{\sqrt{4-x^2}}\!\int_{\sqrt{x^2+y^2}}^{\sqrt{2(x^2+y^2)}} dz\,dy\,dx\) using cylindrical coordinates.
▼ Show answerProblem 3. Convert to cylindrical and evaluate \(\displaystyle\int_0^{10}\!\int_0^{\sqrt{100-x^2}}\!\int_0^{\sqrt{x^2+y^2}}\!\frac{1}{\sqrt{x^2+y^2}}\,dz\,dy\,dx\).
▼ Show answerProblem 4. Find the volume of the solid bounded by \(z=x^2+y^2-9\) and \(z=-2(x^2+y^2)\) using cylindrical coordinates.
▼ Show answerProblem 5. Write the volume of the solid bounded by the cone \(z^2=x^2+y^2\) between the planes \(z=1\) and \(z=2\) as a spherical-coordinates integral.
▼ Show answerTriple Integrals in Spherical Coordinates [Lesson 23] (§16.5)
Spherical Coordinates
Triple Integral in Spherical Coordinates
Key: The Jacobian is \(\rho^2\sin\phi\). Don't forget it!
Useful Identities
- Sphere: \(\rho = a\)
- Cone: \(\phi = \phi_0\) (half-angle from positive \(z\)-axis)
- \(z = \rho\cos\phi\), \(\;r = \rho\sin\phi\)
Practice Problems
Problem 1. The volume of the region inside \(x^2+y^2+z^2=4\) and inside the cone \(z=\sqrt{3x^2+3y^2}\) is \(\displaystyle\int_0^{2\pi}\!\int_0^a\!\int_0^b c\,d\rho\,d\phi\,d\theta\). What are \(a\), \(b\), and \(c\)?
▼ Show answerProblem 2. Write the volume of the solid bounded by the cone \(z=\sqrt{x^2+y^2}\) and the sphere \(x^2+y^2+z^2=8\) as a spherical-coordinates integral.
▼ Show answerProblem 3. Write the volume of the region inside the sphere of radius 2 centered at \((0,0,2)\) and outside the sphere of radius 2 centered at the origin as a spherical-coordinates integral.
▼ Show answerProblem 4. Converting \(\displaystyle\int_{-1}^{1}\!\int_{-\sqrt{1-x^2}}^{\sqrt{1-x^2}}\!\int_{\sqrt{3(x^2+y^2)}}^{\sqrt{4-x^2-y^2}} f\,dz\,dy\,dx\) to spherical gives \(\displaystyle\int_0^a\!\int_0^b\!\int_0^c f\cdot\rho^2\sin\phi\,d\rho\,d\phi\,d\theta\) (order: \(d\rho\,d\phi\,d\theta\), so \(a\) is the upper limit on \(\theta\), \(b\) on \(\phi\), \(c\) on \(\rho\)). Find \(\dfrac{bc}{a}\).
▼ Show answerProblem 5. Find the volume of the solid region enclosed by the surface \(\rho=12\cos\phi\).
▼ Show answerIntegrals in Mass Calculations [Lesson 24] (§16.6)
Mass, Moments, and Center of Mass
For a lamina (2D) with density \(\delta(x,y)\):
3D Solid
For a solid \(E\) with density \(\delta(x,y,z)\):
Moments of Inertia
Practice Problems
Problem 1. Find the center of mass of the rectangle \(\{(x,y)\mid 0\le x\le 2,\;0\le y\le 4\}\) with density \(\rho(x,y)=1+y\).
▼ Show answerProblem 2. A cube \(0\le x,y,z\le 1\) has density \(\delta=x+yz\). Find the \(x\)-coordinate of the center of mass, given \(\iiint_{\text{cube}}\delta\,dV=\tfrac{3}{4}\).
▼ Show answerProblem 3. Find the \(x\)-coordinate of the center of mass of the plate bounded by \(y=x\), \(y=\tfrac{1}{2}x\), \(x=1\) with density \(\delta(x,y)=2x\). (Given: \(M_x=\iint y\delta\,dA\), \(M_y=\iint x\delta\,dA\).)
▼ Show answerProblem 4. Calculate the mass of the tetrahedron with corners \((0,0,0)\), \((1,0,0)\), \((0,2,0)\), \((0,0,4)\) with density \(\rho(x,y,z)=2z\).
▼ Show answerProblem 5. A lamina with density \(\rho(x,y)=xy\) occupies the region bounded by \(y=x^2\), \(y=1\), \(x=0\). The mass is \(\tfrac{1}{6}\). Find the \(y\)-coordinate of the center of mass.
▼ Show answerVector Fields [Lesson 25] (§17.1)
Definition
A vector field assigns a vector to each point in a region:
Conservative Vector Fields
A vector field \(\vec{F}\) is conservative if there exists a scalar function \(f\) (the potential function) such that:
Test for Conservative Field in 2D
Practice Problems
Problem 1. Consider \(\vec{F}=\langle e^{yz}-y\sin(xy),\;zxe^{yz}-x\sin(xy),\;xye^{yz}\rangle\). Find a potential function \(\varphi\) if one exists.
▼ Show answerProblem 2. Let \(a\ne0\) and \(C\) be the curve \(x^2-2y^2=a\). Which \(\vec{F}\) is orthogonal to the tangent of \(C\) at every point \((x_0,y_0)\) on \(C\)?
▼ Show answerProblem 3. Which vector field corresponds to the field with vectors rotating counterclockwise (pointing left above the \(x\)-axis, right below it)?
▼ Show answerProblem 4. Which vector field corresponds to the pictured field (vectors point in the \(x\)-direction with magnitude growing in \(y\))?
▼ Show answerProblem 5. Suppose \(f(x,y,z)=xy^2z^3\). Find \(\operatorname{div}(\nabla f)\) at the point \((2,-1,1)\).
▼ Show answerLine Integrals of Functions [Lesson 26] (§17.2)
Line Integral of a Scalar Function
For curve \(C\) parametrized by \(\vec{r}(t)\), \(a \le t \le b\):
Interpretations
- Arc length: \(\displaystyle\int_C ds = \int_a^b |\vec{r}'(t)|\,dt\)
- Mass of a wire with linear density \(\delta\): \(m = \displaystyle\int_C \delta\,ds\)
Practice Problems
Problem 1. Compute \(\displaystyle\int_C f(x,y)\,ds\) where \(f(x,y)=\sin(2\pi x)+xy\) and \(C\colon\vec{r}(t)=\langle t,t\rangle\), \(0\le t\le1\).
▼ Show answerProblem 2. Let \(C\) be the helix \(\vec{r}(t)=\langle\cos t,\sin t,t\rangle\), \(0\le t\le\pi/2\). Compute \(\displaystyle\int_C xy\,ds\).
▼ Show answerProblem 3. Calculate \(\displaystyle\int_C\frac{1}{(x-y)^2}\,ds\) where \(C\) is the straight line segment from \((1,0)\) to \((5,3)\).
▼ Show answerProblem 4. Let \(C\) be the half-circle \(x^2+y^2=4\) with \(x\ge0\). Compute \(\displaystyle\int_C x\,ds\).
▼ Show answerProblem 5. Find the arc length of \(\vec{r}(t) = \langle 4\cos t,\, 4\sin t,\, 3t\rangle\) for \(0\le t\le 2\pi\).
▼ Show answerLine Integrals of Vector Fields [Lesson 27] (§17.2)
Line Integral of a Vector Field (Work)
The work done by \(\vec{F}\) along curve \(C\):
Key Properties
- Reversing orientation changes the sign: \(\displaystyle\int_{-C}\vec{F}\cdot d\vec{r} = -\int_C \vec{F}\cdot d\vec{r}\)
- Linearity: \(\displaystyle\int_C (a\vec{F}+b\vec{G})\cdot d\vec{r} = a\int_C\vec{F}\cdot d\vec{r} + b\int_C\vec{G}\cdot d\vec{r}\)
Practice Problems
Problem 1. Given force field \(\vec{F}(x,y)=\langle-y,x\rangle\), find the work to move an object along the ellipse \(\vec{r}(t)=\langle2\cos t,3\sin t\rangle\) from \((2,0)\) to \((0,3)\).
▼ Show answerProblem 2. Compute the flux of \(\vec{F}(x,y)=\langle x,y\rangle\) across the curve \(\vec{r}(t)=\langle3\cos t,2\sin t\rangle\), \(-\pi\le t\le\pi\). (Flux \(=\displaystyle\int_C P\,dy-Q\,dx\).)
▼ Show answerProblem 3. Given force field \(\vec{F}(x,y,z)=\langle y,z,x\rangle\), find the work to move an object along the straight line from \((0,0,0)\) to \((2,3,4)\).
▼ Show answerProblem 4. Find \(\displaystyle\int_C\vec{F}\cdot\vec{T}\,ds\) where \(\vec{F}(x,y,z)=\langle ye^z,e^y+xe^z,xye^z\rangle\) on a smooth curve from \((0,0,0)\) to \((-1,1,1)\).
▼ Show answerProblem 5. Evaluate \(\displaystyle\int_C\vec{F}\cdot d\vec{r}\) where \(\vec{F}(x,y,z)=\langle2xy-yz,\;x^2-xz,\;-xy\rangle\) on a smooth curve from \((2,1,0)\) to \((3,2,-1)\).
▼ Show answerFundamental Theorem of Line Integrals [Lesson 28] (§17.3)
Fundamental Theorem of Line Integrals
If \(\vec{F} = \nabla f\) (conservative) and \(C\) goes from \(A\) to \(B\):
Independence of Path
\(\displaystyle\int_C \vec{F}\cdot d\vec{r}\) is path-independent if and only if \(\vec{F}\) is conservative.
Closed Curves
Finding the Potential Function
Given \(\vec{F} = \langle P, Q \rangle\) is conservative:
- Integrate \(P\) with respect to \(x\) to get \(f(x,y) = \int P\,dx + g(y)\)
- Differentiate with respect to \(y\) and set equal to \(Q\) to find \(g'(y)\), then integrate
Practice Problems
Problem 1. Find \(\displaystyle\int_C\vec{F}\cdot d\vec{r}\) where \(\vec{F}(x,y,z)=\langle2xy-yz,\;x^2-xz,\;-xy\rangle\) on a smooth curve from \((2,1,0)\) to \((3,2,-1)\).
▼ Show answerProblem 2. For \(\vec{F}=\langle e^{yz}-y\sin(xy),\;zxe^{yz}-x\sin(xy),\;xye^{yz}\rangle\), find a potential function.
▼ Show answerProblem 3. A potential for \(\vec{F}=\langle\sin y,\;x\cos y\rangle\) is:
▼ Show answerProblem 4. Find \(\displaystyle\int_C\vec{F}\cdot\vec{T}\,ds\) where \(\vec{F}=\langle ye^z,\;e^y+xe^z,\;xye^z\rangle\) on a smooth curve from \((0,0,0)\) to \((-1,1,1)\).
▼ Show answerProblem 5. Evaluate \(\displaystyle\int_C\nabla(x^2y-xyz)\cdot d\vec{r}\) where \(C\) is any path from \((1,0,0)\) to \((2,1,-1)\).
▼ Show answerGreen's Theorem [Lesson 29] (§17.4)
Green's Theorem
Let \(C\) be a positively oriented (counterclockwise), simple closed curve bounding region \(D\):
Area via Green's Theorem
Note: Green's theorem converts a difficult line integral into a double integral, or vice versa.
Practice Problems
Problem 1. Use Green's Theorem to evaluate \(\displaystyle\oint_C x\,dx+(x^2+y^2)\,dy\) where \(C\) is the boundary of the rectangle with vertices \((0,0)\), \((2,0)\), \((2,3)\), \((0,3)\), counterclockwise.
▼ Show answerProblem 2. Let \(R\) be the triangle with vertices \((0,0)\), \((2,0)\), \((1,1)\) and \(C\) its CCW boundary. Compute \(\displaystyle\int_C\cos^3(x)\,dx+e^x\,dy\).
▼ Show answerProblem 3. Use Green's Theorem to evaluate \(\displaystyle\oint_C y\,dx + 2x\,dy\) where \(C\) is the square with vertices \((\pm1,\pm1)\), counterclockwise.
▼ Show answerProblem 4. Use Green's theorem to evaluate \(\displaystyle\oint_C(y^3)\,dx-(x^3)\,dy\) where \(C\) is the circle \(x^2+y^2=1\), CCW.
▼ Show answerProblem 5. Use Green's theorem to find the area of the ellipse \(\tfrac{x^2}{a^2}+\tfrac{y^2}{b^2}=1\).
▼ Show answerCurl and Divergence [Lesson 30] (§17.5)
Curl
For \(\vec{F} = \langle P, Q, R \rangle\):
Divergence
Key Identities
- \(\vec{F}\) conservative \(\Rightarrow\) \(\text{curl}\,\vec{F} = \vec{0}\)
- \(\text{div}(\text{curl}\,\vec{F}) = 0\) always
- \(\text{curl}(\nabla f) = \vec{0}\) always (gradient fields are irrotational)
Practice Problems
Problem 1. If \(\vec{F}=\langle xy,\sin z,\cos y\rangle\), find \(\operatorname{curl}(\vec{F})\).
▼ Show answerProblem 2. Let \(f(x,y,z)=xy^2z^3\). Compute \(\operatorname{div}(\nabla f)\) at \((2,-1,1)\).
▼ Show answerProblem 3. For \(\vec{F}=\langle e^{yz}-y\sin(xy),\;zxe^{yz}-x\sin(xy),\;xye^{yz}\rangle\), verify that \(\operatorname{curl}\vec{F}=\vec{0}\) and state what this implies.
▼ Show answerProblem 4. Determine if \(\vec{F}=\langle yz,xz,xy\rangle\) is conservative using \(\operatorname{curl}\vec{F}\). If so, find \(\varphi\).
▼ Show answerProblem 5. Find \(\operatorname{div}\vec{F}\) for \(\vec{F}=\langle e^{xy},e^{yz},e^{xz}\rangle\), and verify the identity \(\operatorname{div}(\operatorname{curl}\vec{G})=0\) for any smooth \(\vec{G}\).
▼ Show answerSurface Integrals [Lessons 31–33] (§17.6)
Surface Integral of a Scalar Function
For surface \(z = g(x,y)\) over region \(D\):
Surface Area
Flux Integral (Surface Integral of a Vector Field)
For \(\vec{F} = \langle P, Q, R \rangle\) and oriented surface \(S\) with unit normal \(\hat{n}\):
For \(z = g(x,y)\) with upward orientation (\(\hat{n}\) pointing upward):
Parametric Surface
For surface \(\vec{r}(u,v)\):
Practice Problems
Problem 1. Find the area of the part of the plane \(2x+5y+z=10\) that lies in the first octant.
▼ Show answerProblem 2. Compute the flux of \(\vec{F}(x,y)=\langle x,y\rangle\) across \(\vec{r}(t)=\langle3\cos t,2\sin t\rangle\), \(-\pi\le t\le\pi\). (Flux \(=\displaystyle\int_C P\,dy-Q\,dx\).)
▼ Show answerProblem 3. Evaluate \(\iint_S z\,dS\) where \(S\) is the portion of the paraboloid \(z=x^2+y^2\) below \(z=4\).
▼ Show answerProblem 4. Find the flux of \(\vec{F}=\langle x,y,z\rangle\) upward through the surface \(z=4-x^2-y^2\) above the \(xy\)-plane.
▼ Show answerProblem 5. Find the surface area of the cone \(z=\sqrt{x^2+y^2}\) below \(z=3\).
▼ Show answerProblem 6. Evaluate \(\iint_S\vec{F}\cdot d\vec{S}\) where \(\vec{F}=\langle y,-x,1\rangle\) and \(S\) is the disk \(z=1\), \(x^2+y^2\le1\), oriented upward.
▼ Show answer