Essential Concepts
Introduction to Vector Fields
- A vector field assigns a vector [latex]{\bf{F}}(x,y)[/latex] to each point [latex](x,y)[/latex] in a subset [latex]D[/latex] of [latex]\mathbb{R}^{2}[/latex] or [latex]\mathbb{R}^{3}[/latex]. [latex]{\bf{F}}(x,y,z)[/latex] to each point [latex](x,y,z)[/latex] in a subset [latex]D[/latex] of [latex]\mathbb{R}^{3}[/latex].
- Vector fields can describe the distribution of vector quantities such as forces or velocities over a region of the plane or of space. They are in common use in such areas as physics, engineering, meteorology, oceanography.
- We can sketch a vector field by examining its defining equation to determine relative magnitudes in various locations and then drawing enough vectors to determine a pattern.
- A vector field [latex]{\bf{F}}[/latex] is called conservative if there exists a scalar function [latex]f[/latex] such that [latex]\nabla{f}={\bf{F}}[/latex].
Line Integrals
- Line integrals generalize the notion of a single-variable integral to higher dimensions. The domain of integration in a single-variable integral is a line segment along the x-axis, but the domain of integration in a line integral is a curve in a plane or in space.
- If [latex]C[/latex] is a curve, then the length of [latex]C[/latex] is [latex]\displaystyle\int_{C} ds[/latex].
- There are two kinds of line integral: scalar line integrals and vector line integrals. Scalar line integrals can be used to calculate the mass of a wire; vector line integrals can be used to calculate the work done on a particle traveling through a field.
- Scalar line integrals can be calculated using[latex]\displaystyle\int_{C} f(x,y,z)ds=\displaystyle\int_{a}^{b} f({\bf{r}}(t))\sqrt{(x^{\prime}(t))^{2}+(y^{\prime}(t))^{2}+(z^{\prime}(t))^{2}}dt[/latex]; vector line integrals can be calculated using [latex]\displaystyle\int_{C} {\bf{F}}\cdot{ds}=\displaystyle\int_{C}{\bf{F}}\cdot{\bf{T}}ds=\displaystyle\int_{a}^{b}{\bf{F}}({\bf{r}}(t))\cdot{\bf{r}}^{\prime}(t)dt[/latex].
- Two key concepts expressed in terms of line integrals are flux and circulation. Flux measures the rate that a field crosses a given line; circulation measures the tendency of a field to move in the same direction as a given closed curve.
Conservative Vector Fields
- The theorems in this section require curves that are closed, simple, or both, and regions that are connected or simply connected.
- The line integral of a conservative vector field can be calculated using the Fundamental Theorem for Line Integrals. This theorem is a generalization of the Fundamental Theorem of Calculus in higher dimensions. Using this theorem usually makes the calculation of the line integral easier.
- Conservative fields are independent of path. The line integral of a conservative field depends only on the value of the potential function at the endpoints of the domain curve.
- Given vector field [latex]{\bf{F}}[/latex], we can test whether [latex]{\bf{F}}[/latex] is conservative by using the cross-partial property. If [latex]{\bf{F}}[/latex] has the cross-partial property and the domain is simply connected, then [latex]{\bf{F}}[/latex] is conservative (and thus has a potential function). If [latex]{\bf{F}}[/latex] is conservative, we can find a potential function by using the Problem-Solving Strategy.
- The circulation of a conservative vector field on a simply connected domain over a closed curve is zero
Green’s Theorem
- Green’s theorem relates the integral over a connected region to an integral over the boundary of the region. Green’s theorem is a version of the Fundamental Theorem of Calculus in one higher dimension.
- Green’s Theorem comes in two forms: a circulation form and a flux form. In the circulation form, the integrand is [latex]{\bf{F}}\cdot{\bf{T}}[/latex]. In the flux form, the integrand is [latex]{\bf{F}}\cdot{\bf{N}}[/latex].
- Green’s theorem can be used to transform a difficult line integral into an easier double integral, or to transform a difficult double integral into an easier line integral.
- A vector field is source free if it has a stream function. The flux of a source-free vector field across a closed curve is zero, just as the circulation of a conservative vector field across a closed curve is zero.
Key Equations
- Vector field in [latex]\mathbb{R}^{2}[/latex]
[latex]{\bf{F}}(x,y)=\langle{P(x,y),Q(x,y)}\rangle[/latex] or [latex]{\bf{F}}(x,y)=P(x,y){\bf{i}},Q(x,y){\bf{j}}[/latex] - Vector field in [latex]\mathbb{R}^{3}[/latex]
[latex]{\bf{F}}(x,y,z)=\langle{P(x,y,z),Q(x,y,z),R(x,y,z)}\rangle[/latex] or [latex]{\bf{F}}(x,y,z)=P(x,y,z){\bf{i}},Q(x,y,z){\bf{j}},R(x,y,z){\bf{k}}[/latex] - Calculating a scalar line integral
[latex]\displaystyle\int_{C} f(x,y,z)ds=\displaystyle\int_{a}^{b} f({\bf{r}}(t))\sqrt{(x^{\prime}(t))^{2}+(y^{\prime}(t))^{2}+(z^{\prime}(t))^{2}}dt[/latex] - Calculating a vector line integral
[latex]\displaystyle\int_{C} {\bf{F}}\cdot{ds}=\displaystyle\int_{C}{\bf{F}}\cdot{\bf{T}}ds=\displaystyle\int_{a}^{b}{\bf{F}}({\bf{r}}(t))\cdot{\bf{r}}^{\prime}(t)dt[/latex]
or
[latex]{\displaystyle\int_{C}} Pdx+Qdy+Rdz= {\displaystyle\int_{a}^{b}}\left(P({\bf{r}}(t))\frac{dx}{dt}+Q({\bf{r}}(t))\frac{dy}{dt}+R({\bf{r}}(t))\frac{dz}{dt}\right)dt[/latex] - Calculating flux
[latex]\displaystyle\int_{C} {\bf{F}}\cdot{\frac{{\bf{n}}(t)}{\Arrowvert{\bf{n}}(t)\Arrowvert}}ds=\displaystyle\int_{a}^{b}{\bf{F}}({\bf{r}}(t))\cdot{\bf{n}}(t)dt[/latex] - Fundamental Theorem for Line Integrals
[latex]\displaystyle\int_{C}\nabla {f}\cdot {d{\bf{r}}}=f({\bf{r}}(b))-f({\bf{r}}(a))[/latex] - Circulation of a conservative field over curve [latex]C[/latex] that encloses a simply connected region
[latex]\displaystyle\oint_{C}\nabla {f}\cdot {d{\bf{r}}}=0[/latex] - Green’s theorem, circulation form
[latex]\displaystyle\oint_{C} Pdx+Qdy=\displaystyle\iint_{D} Q_{x}-P_{y}dA[/latex], where [latex]C[/latex] is the boundary of [latex]D[/latex] - Green’s theorem, flux form
[latex]\displaystyle\oint_{C} {\bf{F}}\cdot {d{\bf{r}}} = \displaystyle\iint_{D} Q_{x}-P_{y}dA[/latex], where [latex]C[/latex] is the boundary of [latex]D[/latex] - Green’s theorem, extended version
[latex]\displaystyle\oint_{\partial{D}} {\bf{F}}\cdot {d{\bf{r}}} = \displaystyle\iint_{D} Q_{x}-P_{y}dA[/latex]
Glossary
- circulation
- the tendency of a fluid to move in the direction of curve [latex]C[/latex]. If [latex]C[/latex] is a closed curve, then the circulation of [latex]{\bf{F}}[/latex] along [latex]C[/latex] is line integral [latex]\displaystyle\int_{C} {\bf{F}}\cdot{\bf{T}}ds[/latex], which we also denote [latex]\displaystyle\oint_{C} {\bf{F}}\cdot{\bf{T}}ds[/latex]
- closed curve
- a curve that begins and ends at the same point
- closed curve
- a curve for which there exists a parameterization [latex]{\bf{r}}(t),a\le{t}\le{b}[/latex], such that [latex]{\bf{r}}(a)={\bf{r}}(b)[/latex], and the curve is traversed exactly once
- connected region
- a region in which any two points can be connected by a path with a trace contained entirely inside the region
- conservative field
- a vector field for which there exists a scalar function [latex]f[/latex] such that [latex]\nabla{f}={\bf{F}}[/latex]
- flux
- the rate of a fluid flowing across a curve in a vector field; the flux of vector field [latex]{\bf{F}}[/latex] across plane curve [latex]C[/latex] is line integral [latex]\displaystyle\int_{C} {\bf{F}}\cdot{\frac{{\bf{n}}(t)}{\Arrowvert{\bf{n}}(t)\Arrowvert}}ds[/latex]
- Fundamental Theorem for Line Integrals
- the value of the line integral [latex]\displaystyle\int_{C} {\nabla}{f}\cdot{d{\bf{r}}}[/latex] depends only on the value of [latex]f[/latex] at the endpoints of [latex]C[/latex]: [latex]\displaystyle\int_{C} {\nabla}{f}\cdot{d{\bf{r}}}=f({\bf{r}}(b)))-f({\bf{r}}(a))[/latex]
- gradient field
- a vector field [latex]{\bf{F}}[/latex] for which there exists a scalar function [latex]f[/latex] such that [latex]\nabla{f}={\bf{F}}[/latex] in other words, a vector field that is the gradient of a function; such vector fields are also called conservative
- Green’s theorem
- relates the integral over a connected region to an integral over the boundary of the region
- independent of path (path independent)
- a vector field [latex]{\bf{F}}[/latex] has path independence if [latex]\displaystyle\int_{C_{1}} {\bf{F}}\cdot{d{\bf{r}}}=\displaystyle\int_{C_{2}} {\bf{F}}\cdot{d{\bf{r}}}[/latex] for any curves [latex]C_{1}[/latex] and [latex]C_{2}[/latex] in the domain of [latex]{\bf{F}}[/latex] with the same initial points and terminal points
- line integral
- the integral of a function along a curve in a plane or in space
- orientation of a curve
- the orientation of a curve [latex]C[/latex] is a specified direction of [latex]C[/latex]
- piecewise smooth curve
- an oriented curve that is not smooth, but can be written as the union of finitely many smooth curves
- potential function
- a scalar function [latex]f[/latex] such that [latex]\nabla{f}={\bf{F}}[/latex]
- radial field
- a vector field in which all vectors either point directly toward or directly away from the origin; the magnitude of any vector depends only on its distance from the origin
- rotational field
- a vector field in which the vector at point [latex](x,y)[/latex] is tangent to a circle with radius [latex]r=\sqrt{x^{2}+y^{2}}[/latex] in a rotational field, all vectors flow either clockwise or counterclockwise, and the magnitude of a vector depends only on its distance from the origin
- scalar line integral
- the scalar line integral of a function [latex]f[/latex] along a curve [latex]C[/latex] with respect to arc length is the integral [latex]\displaystyle\int_C \! f\, \mathrm{d}s[/latex], it is the integral of a scalar function [latex]f[/latex] along a curve in a plane or in space; such an integral is defined in terms of a Riemann sum, as is a single-variable integral
- simple curve
- a curve that does not cross itself
- simply connected region
- a region that is connected and has the property that any closed curve that lies entirely inside the region encompasses points that are entirely inside the region
- stream function
- if [latex]{\bf{F}} = {\langle}P, Q{\rangle}[/latex] is a source-free vector field, then stream function g is a function such that [latex]P = g_{y}[/latex], and [latex]Q = -{g_{x}}[/latex]
- unit vector field
- a vector field in which the magnitude of every vector is [latex]1[/latex]
- vector field
- measured in [latex]\mathbb{R}^{2}[/latex], an assignment of a vector [latex]{\bf{F}}(x,y)[/latex] to each point [latex](x,y)[/latex] of a subset [latex]D[/latex] of [latex]\mathbb{R}^{2}[/latex]; in [latex]\mathbb{R}^{3}[/latex], an assignment of a vector [latex]{\bf{F}}(x,y,z)[/latex] to each point [latex](x,y,z)[/latex] of a subset [latex]D[/latex] of [latex]\mathbb{R}^{3}[/latex]
- vector line integral
- the vector line integral of vector field [latex]{\bf{F}}[/latex] along curve [latex]C[/latex] is the integral of the dot product of [latex]{\bf{F}}[/latex] with unit tangent vector [latex]{\bf{T}}[/latex] of [latex]C[/latex] with respect to arc length, [latex]\displaystyle\int_{C} {\bf{F}}\cdot{\bf{T}}ds[/latex]; such an integral is defined in terms of a Riemann sum, similar to a single-variable integral