Up to now the functions we worked with returned numbers. This chapter introduces functions that return vectors. They are the natural language for describing curves and surfaces in space and for tracking how objects move through it — culminating in a calculus-based derivation of Kepler's laws of planetary motion.
Reference adaptation based on the source course, Chapter 13. Concepts are paraphrased and condensed; all figures are original schematic redraws. Exercises and review problems are omitted.
Section 13.1
Vector Functions and Space Curves
A vector function takes a real number and returns a vector. The number is usually time, which is why these functions are the right tool for describing motion and curves in three dimensions.
Vector function
A function whose domain is a set of real numbers and whose range is a set of vectors. In space, a vector function returns a three-dimensional vector for each input \(t\) in its domain.
Component functions
The three real-valued functions \(f\), \(g\), \(h\) that supply the \(x\), \(y\), \(z\) coordinates of a vector function. Everything about a vector function reduces to its components, so limits, derivatives, and integrals are all computed component by component.
A vector function \(\mathbf{r}\) is continuous at \(a\) when \(\lim_{t\to a}\mathbf{r}(t)=\mathbf{r}(a)\). This holds exactly when all three component functions are continuous at \(a\).
EXAMPLE 2A component-wise limit
Evaluate \(\displaystyle\lim_{t\to 0}\mathbf{r}(t)\) for \(\mathbf{r}(t)=\left\langle (1+t^{3}),\;t e^{t},\;\dfrac{\sin t}{t}\right\rangle\).
Solution
Take the limit in each coordinate: \(\lim_{t\to0}(1+t^{3})=1\), \(\;\lim_{t\to0}t e^{t}=0\).
The standard limit \(\lim_{t\to0}\frac{\sin t}{t}=1\) gives the third component.
The set of points \((f(t),g(t),h(t))\) traced as \(t\) runs over an interval, where the components are continuous. The equations \(x=f(t),\,y=g(t),\,z=h(t)\) are its parametric equations and \(t\) is the parameter.
Key idea
Picture a particle whose position at time \(t\) is \(\mathbf{r}(t)\). The curve is the trail swept out by the tip of that moving position vector. A curve and "a moving vector that draws it" are two views of the same object.
Figure 13.1.1The curve \(C\) is traced out by the tip of the moving position vector \(\mathbf{r}(t)=\langle f(t),g(t),h(t)\rangle\).
EXAMPLE 3A line as a vector function
Describe the curve \(\mathbf{r}(t)=\langle 1+t,\;2+5t,\;-1+6t\rangle\).
Solution
The parametric equations \(x=1+t,\;y=2+5t,\;z=-1+6t\) are those of a line.
It passes through \((1,2,-1)\) and is parallel to \(\langle 1,5,6\rangle\); equivalently \(\mathbf{r}=\mathbf{r}_0+t\mathbf{v}\) with \(\mathbf{r}_0=\langle1,2,-1\rangle\), \(\mathbf{v}=\langle1,5,6\rangle\).
EXAMPLE 4The circular helix
Sketch the curve \(\mathbf{r}(t)=\cos t\,\mathbf{i}+\sin t\,\mathbf{j}+t\,\mathbf{k}\).
Solution
Since \(x^{2}+y^{2}=\cos^{2}t+\sin^{2}t=1\), the curve lies on the cylinder \(x^{2}+y^{2}=1\).
The point \((x,y,0)\) circles counterclockwise around the unit circle while \(z=t\) rises steadily.
The result spirals upward around the cylinder — a helix.
Figure 13.1.2A helix winds around the cylinder \(x^{2}+y^{2}=1\) while its height grows linearly with \(t\). The same shape appears in coiled springs and in the double-helix model of DNA.
Admin Note
The helix is worth memorizing as a "base case." Whenever a problem mixes circular motion in two coordinates with steady growth in the third, expect a helix. In real hardware this is exactly a spring or a screw thread — the pitch of the thread is the \(z\) gained per full turn.
EXAMPLE 5Parametrizing a line segment
Find a vector equation for the segment from \(P(1,3,-2)\) to \(Q(2,-1,3)\).
Solution
Use the segment formula \(\mathbf{r}(t)=(1-t)\,\mathbf{r}_0+t\,\mathbf{r}_1,\;0\le t\le1\) with \(\mathbf{r}_0=\langle1,3,-2\rangle\), \(\mathbf{r}_1=\langle2,-1,3\rangle\).
This gives \(\mathbf{r}(t)=\langle 1+t,\;3-4t,\;-2+5t\rangle,\;0\le t\le1\).
Parametric form: \(x=1+t,\;y=3-4t,\;z=-2+5t\).
EXAMPLE 6Curve of intersection
Find a vector function for the curve where the cylinder \(x^{2}+y^{2}=1\) meets the plane \(y+z=2\).
Solution
The projection onto the \(xy\)-plane is the unit circle, so \(x=\cos t,\;y=\sin t\).
The plane gives \(z=2-y=2-\sin t\).
Hence \(\mathbf{r}(t)=\cos t\,\mathbf{i}+\sin t\,\mathbf{j}+(2-\sin t)\,\mathbf{k},\;0\le t\le 2\pi\) — an ellipse traced on the cylinder.
Strategy
To parametrize a curve of intersection, parametrize the "easy" projection first (often a circle from a cylinder), then substitute into the second surface's equation to recover the remaining coordinate.
Famous space curves illustrate why technology helps: the toroidal spiral lies on a torus, the trefoil knot crosses over itself, and the twisted cubic \(\mathbf{r}(t)=\langle t,t^{2},t^{3}\rangle\) is clearest when viewed inside a bounding box rather than against bare axes.
Section 13.2
Derivatives and Integrals of Vector Functions
The calculus of vector functions mirrors single-variable calculus exactly, one component at a time. The derivative carries an extra geometric payload: it is the tangent vector to the curve.
Derivative of a vector function
Defined by the same difference-quotient limit as for real functions. Geometrically, the secant vector \(\mathbf{r}(t+h)-\mathbf{r}(t)\), scaled by \(1/h\), approaches a vector along the tangent line as \(h\to0\).
\(\mathbf{r}'(t)\) is the tangent vector at the point (provided it exists and is nonzero). Dividing by its length gives the unit tangent vector, which records direction of travel without magnitude.
If \(\mathbf{r}(t)=\langle f(t),g(t),h(t)\rangle\) with differentiable components, then \(\mathbf{r}\) is differentiable and its derivative is obtained by differentiating each component:
The point corresponds to \(t=\tfrac{\pi}{2}\), giving tangent vector \(\langle -2,0,1\rangle\).
Line through \(\left(0,1,\tfrac{\pi}{2}\right)\): \(x=-2t,\;y=1,\;z=\tfrac{\pi}{2}+t\).
Differentiation rules
Every product rule from single-variable calculus has a vector counterpart — including two distinct "product" rules, one for the dot product and one for the cross product (where order must be preserved).
Differentiation rules for vector functions
For differentiable \(\mathbf{u},\mathbf{v}\), scalar \(c\), and scalar function \(f\):
Show that if \(\lvert\mathbf{r}(t)\rvert=c\) is constant, then \(\mathbf{r}'(t)\) is orthogonal to \(\mathbf{r}(t)\) for all \(t\).
Solution
Since \(\mathbf{r}\cdot\mathbf{r}=\lvert\mathbf{r}\rvert^{2}=c^{2}\) is constant, differentiate both sides.
The dot-product rule gives \(0=\mathbf{r}'\cdot\mathbf{r}+\mathbf{r}\cdot\mathbf{r}'=2\,\mathbf{r}'\cdot\mathbf{r}\).
Thus \(\mathbf{r}'\cdot\mathbf{r}=0\): the tangent is perpendicular to the radius. Geometrically, a curve on a sphere centered at the origin always has its tangent perpendicular to the position vector.
Admin Note
Example 4 is a workhorse identity in dynamics. "Speed constant ⇒ acceleration perpendicular to velocity" is the same statement applied to \(\mathbf{v}\) instead of \(\mathbf{r}\). It is why uniform circular motion has purely centripetal acceleration — keep this in your back pocket for Section 13.4.
Integrals
Integration is again componentwise, and the Fundamental Theorem of Calculus extends directly.
Two geometric measurements dominate this section: how long a curve is, and how sharply it bends. Both are built from the tangent vector and are designed to be independent of how the curve is parametrized.
Arc length
Arc length
The length of a space curve is the limit of lengths of inscribed polygons. For a smoothly traced curve it equals the integral of the speed \(\lvert\mathbf{r}'(t)\rvert\) over the parameter interval.
Different vector functions can trace the same curve, yet the arc-length integral always returns the same number. Length belongs to the curve, not to the clock used to walk it.
EXAMPLE 1Length of one turn of a helix
Find the length of \(\mathbf{r}(t)=\cos t\,\mathbf{i}+\sin t\,\mathbf{j}+t\,\mathbf{k}\) from \((1,0,0)\) to \((1,0,2\pi)\).
Solution
\(\mathbf{r}'(t)=\langle -\sin t,\cos t,1\rangle\), so \(\lvert\mathbf{r}'(t)\rvert=\sqrt{\sin^2t+\cos^2t+1}=\sqrt2\).
\(s(t)=\int_a^t \lvert\mathbf{r}'(u)\rvert\,du\) gives the distance traveled along the curve up to parameter \(t\). By the Fundamental Theorem, \(\dfrac{ds}{dt}=\lvert\mathbf{r}'(t)\rvert\) — the speed.
Parametrization by arc length
Solving \(s=s(t)\) for \(t\) and substituting expresses the curve in terms of distance traveled. This natural parameter depends only on the curve's shape, not on any coordinate system — which is exactly why curvature is defined with respect to it.
Curvature
Curvature
A measure of how quickly the curve changes direction. It is the magnitude of the rate of change of the unit tangent vector with respect to arc length. A straight line has curvature \(0\); a tightly turning curve has large curvature.
Show that a circle of radius \(a\) has curvature \(1/a\).
Solution
Parametrize: \(\mathbf{r}(t)=a\cos t\,\mathbf{i}+a\sin t\,\mathbf{j}\), so \(\mathbf{r}'(t)=\langle-a\sin t,a\cos t\rangle\) and \(\lvert\mathbf{r}'\rvert=a\).
\(\mathbf{T}(t)=\langle -\sin t,\cos t\rangle\), so \(\mathbf{T}'(t)=\langle-\cos t,-\sin t\rangle\) with \(\lvert\mathbf{T}'\rvert=1\).
\(\kappa=\dfrac{\lvert\mathbf{T}'\rvert}{\lvert\mathbf{r}'\rvert}=\dfrac{1}{a}\). Small circles bend sharply; large circles are nearly straight.
\(\mathbf{r}'\times\mathbf{r}''=\langle 6t^{2},-6t,2\rangle\), so \(\lvert\mathbf{r}'\times\mathbf{r}''\rvert=2\sqrt{9t^{4}+9t^{2}+1}\) and \(\lvert\mathbf{r}'\rvert=\sqrt{1+4t^{2}+9t^{4}}\).
\(\kappa(t)=\dfrac{2\sqrt{9t^{4}+9t^{2}+1}}{(1+4t^{2}+9t^{4})^{3/2}}\). At the origin \((t=0)\), \(\kappa=2\).
Normal and binormal vectors
Principal unit normal vector N
Since \(\mathbf{T}\) has constant length \(1\), its derivative \(\mathbf{T}'\) is orthogonal to \(\mathbf{T}\). Normalizing \(\mathbf{T}'\) gives \(\mathbf{N}=\mathbf{T}'/\lvert\mathbf{T}'\rvert\), pointing in the direction the curve is turning.
Binormal vector B and the TNB frame
\(\mathbf{B}=\mathbf{T}\times\mathbf{N}\) is a unit vector perpendicular to both. Together \(\mathbf{T},\mathbf{N},\mathbf{B}\) form a moving orthonormal frame that travels along the curve — central to differential geometry and to spacecraft attitude control.
Figure 13.3.1The three mutually orthogonal unit vectors of the moving frame: tangent \(\mathbf{T}\) (direction of travel), normal \(\mathbf{N}\) (direction of turning), and binormal \(\mathbf{B}=\mathbf{T}\times\mathbf{N}\).
Normal, osculating planes and the osculating circle
The normal plane at a point is spanned by \(\mathbf{N}\) and \(\mathbf{B}\); the osculating plane is spanned by \(\mathbf{T}\) and \(\mathbf{N}\) and is the plane that hugs the curve most closely there. The osculating circle lies in that plane, shares the curve's tangent and curvature, and has radius \(1/\kappa\) — the best-fitting circle to the curve at that point.
EXAMPLE 6 & 7Frame and planes for a helix
For \(\mathbf{r}(t)=\cos t\,\mathbf{i}+\sin t\,\mathbf{j}+t\,\mathbf{k}\), find \(\mathbf{N}\) and \(\mathbf{B}\), then the normal and osculating planes at \((0,1,\tfrac{\pi}{2})\).
Solution
\(\mathbf{r}'=\langle-\sin t,\cos t,1\rangle\), \(\lvert\mathbf{r}'\rvert=\sqrt2\), so \(\mathbf{T}=\tfrac{1}{\sqrt2}\langle-\sin t,\cos t,1\rangle\).
\(\mathbf{T}'=\tfrac{1}{\sqrt2}\langle-\cos t,-\sin t,0\rangle\), giving \(\mathbf{N}=\langle-\cos t,-\sin t,0\rangle\) — horizontal, pointing at the axis.
At \(t=\tfrac{\pi}{2}\): the normal plane has normal \(\langle-2,0,1\rangle\) and the osculating plane reduces to \(z=x+\tfrac{\pi}{2}\).
Admin Note
Radius of curvature \(R=1/\kappa\) is the number that actually shows up in engineering practice — beam bending, lens design, and especially highway/railway geometry. Section 13.4 uses \(\kappa v^{2}\) for the sideways pull on a vehicle; combine it with \(R=1/\kappa\) and you have the standard "design speed vs. curve radius" relationship used to lay out roads.
EXAMPLE 8Osculating circle of a parabola
Find the osculating circle of \(y=x^{2}\) at the origin.
Solution
For \(y=x^{2}\), \(f'=2x\), \(f''=2\); at the origin \(\kappa=2\), so radius \(R=\tfrac12\).
The circle sits on the concave side with center \(\left(0,\tfrac12\right)\): \(x^{2}+\left(y-\tfrac12\right)^{2}=\tfrac14\).
Section 13.4
Motion in Space: Velocity and Acceleration
Here the calculus of vector functions becomes physics. The derivatives of the position vector are velocity and acceleration, and the section closes by deriving Kepler's First Law from Newton's laws.
Velocity, speed, acceleration
If \(\mathbf{r}(t)\) is position, then velocity is \(\mathbf{v}=\mathbf{r}'\) (tangent to the path), speed is \(\lvert\mathbf{v}\rvert\), and acceleration is \(\mathbf{a}=\mathbf{v}'=\mathbf{r}''\).
A particle starts at \(\mathbf{r}(0)=\langle1,0,0\rangle\) with velocity \(\mathbf{v}(0)=\mathbf{i}-\mathbf{j}+\mathbf{k}\) and has acceleration \(\mathbf{a}(t)=4t\,\mathbf{i}+6t\,\mathbf{j}+\mathbf{k}\). Find \(\mathbf{v}(t)\) and \(\mathbf{r}(t)\).
Solution
Integrate \(\mathbf{a}\): \(\mathbf{v}(t)=2t^{2}\,\mathbf{i}+3t^{2}\,\mathbf{j}+t\,\mathbf{k}+\mathbf{C}\). Using \(\mathbf{v}(0)\), \(\mathbf{C}=\mathbf{i}-\mathbf{j}+\mathbf{k}\).
So \(\mathbf{v}(t)=(2t^{2}+1)\,\mathbf{i}+(3t^{2}-1)\,\mathbf{j}+(t+1)\,\mathbf{k}\).
Integrate again and apply \(\mathbf{r}(0)\): \(\mathbf{r}(t)=\left(\tfrac{2}{3}t^{3}+t+1\right)\mathbf{i}+(t^{3}-t)\,\mathbf{j}+\left(\tfrac12 t^{2}+t\right)\mathbf{k}\).
Newton's Second Law of Motion
If a force \(\mathbf{F}(t)\) acts on an object of mass \(m\) producing acceleration \(\mathbf{a}(t)\), then
\[ \mathbf{F}(t)=m\,\mathbf{a}(t) \]
EXAMPLE 4Centripetal force
An object of mass \(m\) moves in a circle of radius \(a\) at constant angular speed \(\omega\): \(\mathbf{r}(t)=a\cos\omega t\,\mathbf{i}+a\sin\omega t\,\mathbf{j}\). Find the force.
By Newton's Second Law, \(\mathbf{F}(t)=-m\omega^{2}\mathbf{r}(t)\) — opposite to the radius, pointing at the center. This is centripetal (center-seeking) force.
Projectile motion
Result
With gravity the only force, a projectile launched at angle \(\alpha\) and speed \(v_0\) follows a parabola. The range \(d=\dfrac{v_0^{2}\sin 2\alpha}{g}\) is maximized at \(\alpha=45^\circ\).
Projectile trajectory (launch from origin)
\[ x=(v_0\cos\alpha)\,t,\qquad y=(v_0\sin\alpha)\,t-\tfrac12 g t^{2} \]
EXAMPLE 6Projectile from a height
A projectile is fired at muzzle speed \(150\ \text{m/s}\), elevation \(45^\circ\), from \(10\ \text{m}\) above the ground. Where does it land?
Solution
With \(g=9.8\), \(v_0=150\), \(\alpha=45^\circ\): \(x=75\sqrt2\,t\), \(\;y=10+75\sqrt2\,t-4.9t^{2}\).
Set \(y=0\) and solve the quadratic; the positive root is \(t\approx21.74\ \text{s}\).
Then \(x=75\sqrt2\,(21.74)\approx2306\ \text{m}\). Impact speed comes from \(\lvert\mathbf{v}\rvert\approx151\ \text{m/s}\).
Tangential and normal components of acceleration
Acceleration always lies in the osculating plane — it has no binormal component. Splitting it along \(\mathbf{T}\) and \(\mathbf{N}\) separates "changing speed" from "changing direction."
\(a_T=v'\) is the rate of change of speed; \(a_N=\kappa v^{2}\) is the sideways pull. Doubling speed quadruples the normal component — which is why a fast, sharp turn throws a passenger against the door.
EXAMPLE 7Splitting the acceleration
For \(\mathbf{r}(t)=\langle t^{2},t^{2},t^{3}\rangle\), find the tangential and normal components of acceleration.
\(\mathbf{r}'\times\mathbf{r}''=\langle6t^{2},-6t^{2},0\rangle\), so \(a_N=\dfrac{\lvert\mathbf{r}'\times\mathbf{r}''\rvert}{\lvert\mathbf{r}'\rvert}=\dfrac{6\sqrt2\,t^{2}}{\sqrt{8t^{2}+9t^{4}}}\).
Kepler's laws of planetary motion
The chapter's capstone: using only the calculus of vector functions plus two of Newton's laws, one can derive the empirical laws Kepler extracted from Tycho Brahe's observations.
Kepler's Laws
First. A planet orbits the sun in an ellipse with the sun at one focus.
Second. The line from the sun to a planet sweeps out equal areas in equal times.
Third. The square of a planet's orbital period is proportional to the cube of the major axis length: \(\;T^{2}=\dfrac{4\pi^{2}}{GM}\,a^{3}\).
where \(\mathbf{u}=\mathbf{r}/r\) is the unit radial vector, \(G\) the gravitational constant, and \(M,m\) the masses of sun and planet.
DERIVATIONSketch of Kepler's First Law
Why the orbit is planar and elliptical.
Solution outline
Equate the two expressions for \(\mathbf{a}\): gravity gives \(\mathbf{a}=-\dfrac{GM}{r^{3}}\mathbf{r}\), so \(\mathbf{a}\) is parallel to \(\mathbf{r}\) and \(\mathbf{r}\times\mathbf{a}=\mathbf{0}\).
Then \(\dfrac{d}{dt}(\mathbf{r}\times\mathbf{v})=\mathbf{r}\times\mathbf{a}=\mathbf{0}\), so \(\mathbf{h}=\mathbf{r}\times\mathbf{v}\) is constant. The motion stays in the fixed plane perpendicular to \(\mathbf{h}\).
Computing \(\mathbf{v}\times\mathbf{h}\) and integrating yields \(\mathbf{v}\times\mathbf{h}=GM\,\mathbf{u}+\mathbf{c}\) for a constant vector \(\mathbf{c}\).
Dotting with \(\mathbf{r}\) and converting to polar coordinates produces \(r=\dfrac{ed}{1+e\cos\theta}\) — the polar equation of a conic with eccentricity \(e=\lvert\mathbf{c}\rvert/GM\). Since orbits are closed, the conic is an ellipse.
Admin Note
This derivation is the single best advertisement for the whole chapter: every tool — vector derivatives, the cross-product rule, the constant-length/orthogonality trick from 13.2, and integration of vector functions — is used exactly once to produce a law of nature. If a student asks "where does any of this get used," walk them through these four steps.