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Multivariable calculus
Course: Multivariable calculus > Unit 4
Lesson 4: Line integrals in vector fields (articles)Line integrals in a vector field
After learning about line integrals in a scalar field, learn about how line integrals work in vector fields.
What we are building to
Let's say there is some vector field start color #0c7f99, start bold text, F, end bold text, end color #0c7f99 and a curve start color #a75a05, C, end color #a75a05 wandering through that vector field. Imagine walking along the curve, and at each step taking the dot product between the following two vectors:
- The vector from the field start color #0c7f99, start bold text, F, end bold text, end color #0c7f99 at the point where you are standing.
- The displacement vector associated with the next step you take along this curve.
If you add up those dot products, you have just approximated the line integral of start color #0c7f99, start bold text, F, end bold text, end color #0c7f99 along start color #a75a05, C, end color #a75a05
The shorthand notation for this line integral is
(Pay special attention to the fact that this is a dot product)
The more explicit notation, given a parameterization start bold text, r, end bold text, left parenthesis, t, right parenthesis of start color #a75a05, C, end color #a75a05, is
Line integrals are useful in physics for computing the work done by a force on a moving object.
If you parameterize the curve such that you move in the opposite direction as t increases, the value of the line integral is multiplied by minus, 1.
Whale falling from the sky
Let's say we have a whale, whom I'll name Whilly, falling from the sky. Suppose he falls along a curved path, perhaps because the air currents push him this way and that.
In this example, I am assuming you are familiar with the idea from physics that a force does work on a moving object, and that work is defined as the dot product between the force vector and the displacement vector.
Key question: What is the work done on Whilly by gravity as he falls along the curved path C?
Usually, computing work is done with respect to a straight force vector and a straight displacement vector, so what can we do with this curved path? You can start by imagining the curve is broken up into many little displacement vectors:
Go ahead and give each one of these displacement vectors a name,
delta, s, with, vector, on top, start subscript, 1, end subscript, delta, s, with, vector, on top, start subscript, 2, end subscript, delta, s, with, vector, on top, start subscript, 3, end subscript, dots
The work done by gravity along each one of these displacement vectors is the gravity force vector, which I'll denote F, start subscript, g, end subscript, with, vector, on top, dotted with the displacement vector itself:
The total work done by gravity along the entire curve is then estimated by
But of course, this is calculus, so we don't just look at a specific number of finite steps along the curve C. We consider what limiting value this sum approaches as the size of those steps shrinks smaller and smaller. This is captured with the following integral:
This is very similar to line integration in a scalar field, but there is the key difference: The tiny step d, s, with, vector, on top is now thought of as a vector, not a scalar length. In the integral above, I wrote both F, start subscript, g, end subscript, with, vector, on top and d, s, with, vector, on top with little arrows on top to emphasize that they are vectors. A more subtle and more common way to emphasize that these are vector quantities is to write the variable in bold:
Key takeaway: The thing we're adding up as we wander along C is not the full value of start bold text, F, end bold text, start subscript, g, end subscript at each point, but the component of start bold text, F, end bold text, start subscript, g, end subscript pointed in the same direction as the vector d, start bold text, s, end bold text. That is, the component of force in the direction of the curve.
Example 1: Putting numbers on Whilly's fall.
Let's see how this plays out when we go through the computation.
Suppose the curve of Whilly's fall is described by the parametric function
The vector d, start bold text, s, end bold text representing a tiny step along the curve can be given as the derivative of this function, times d, t:
If these seem unfamiliar, consider taking a look at the article describing derivatives of parametric functions. The way to visualize this is to think of a tiny increase to the parameter t of size d, t. This results in a tiny nudge along the curve described by start bold text, s, end bold text, left parenthesis, t, right parenthesis, which is given by the vector start bold text, s, end bold text, prime, left parenthesis, t, right parenthesis, d, t.
Evaluating this derivative vector simply requires taking the derivative of each component:
The force of gravity is given by the acceleration 9, point, 8, start fraction, start text, m, end text, divided by, start text, s, end text, squared, end fraction times the mass of Whilly. Not that it matters, but I looked up the typical mass of a blue whale, and it's around 170, comma, 000, start text, k, g, end text, so let's use that number.
Since this force is directed purely downward, gravity as a force vector looks like this:
Let's say we want to find the work done by gravity between times t, equals, 0 and t, equals, 10. What do you get when you plug in all this information to the integral integral integral, start subscript, C, end subscript, start bold text, F, end bold text, start subscript, g, end subscript, dot, d, start bold text, s, end bold text and evaluate the integral? Take a moment to try writing this out for yourself before peeking at the answer.
(To those physics students among you who notice that it would be easier to just compute the gravitational potential of Whilly at the start and end of his fall and find the difference, you are going to love the topic of conservative fields!)
Visualizing more general line integrals through a vector field
In the previous example, the gravity vector field is constant. Gravity points straight down with the same magnitude everywhere. With most line integrals through a vector field, the vectors in the field are different at different points in space, so the value dotted against d, start bold text, s, end bold text changes. The following animation shows what this might look like.
(Note, the animation uses the variable start bold text, r, end bold text instead of start bold text, s, end bold text to parameterize the curve, but of course, it does not make a difference.)
Let's dissect what's going on here. The line integral itself is written as
where
- start color #0c7f99, start bold text, F, end bold text, end color #0c7f99 is a vector field, associating each point in space with a vector. You can think of this as a force field.
- start color #a75a05, C, end color #a75a05 is a curve through space.
- start bold text, r, end bold text, left parenthesis, t, right parenthesis is a vector-valued function parameterizing the curve start color #a75a05, C, end color #a75a05 in the range a, is less than or equal to, t, is less than or equal to, b
- start color #bc2612, start bold text, r, end bold text, prime, left parenthesis, t, right parenthesis, end color #bc2612 is the derivative of start bold text, r, end bold text, representing the velocity vector of a particle whose position is given by start bold text, r, end bold text, left parenthesis, t, right parenthesis while t increases at a constant rate. When you multiply this by a tiny step in time, d, t, it gives a tiny displacement vector, which I like to think of as a tiny step along the curve. Technically it is a tiny step in the tangent direction to the curve, but for small enough d, t this amounts to the same thing.
- Note, in this animation the length of start color #bc2612, start bold text, r, end bold text, prime, left parenthesis, t, right parenthesis, end color #bc2612 stays constant. This is not necessarily true for most parameterizations of start color #a75a05, C, end color #a75a05, which may have you speeding up or slowing down as your position varies according to start bold text, r, end bold text. For example, Whilly was probably speeding up during his fall, making the velocity vector grow over time.
- The rotating circle in the bottom right of the diagram is a bit confusing at first. It represents the extent to which the vector start color #0c7f99, start bold text, F, end bold text, left parenthesis, start bold text, r, end bold text, left parenthesis, t, right parenthesis, right parenthesis, end color #0c7f99 lines up with the tangent vector start color #bc2612, start bold text, r, end bold text, prime, left parenthesis, t, right parenthesis, end color #bc2612. The grey x and y vectors are shown to see how these vectors are oriented relative to x, y-plane as a whole.
In physics terms, you can think about this dot product
as
That is, a tiny amount of work done by the force field start color #0c7f99, start bold text, F, end bold text, end color #0c7f99 on a particle moving along start color #a75a05, C, end color #a75a05.
Example 2: Work done by a tornado
Consider the vector field described by the function
The vector field looks like this:
Thought of as a force, this vector field pushes objects in the counterclockwise direction about the origin. For example, maybe this represents the force due to air resistance inside a tornado. This is a little unrealistic because it would imply that force continually gets stronger as you move away from the tornado's center, but we can just euphemistically say it's a "simplified model" and continue on our merry way.
Suppose we want to compute a line integral through this vector field along a circle or radius 1 centered at left parenthesis, 2, comma, 0, right parenthesis.
I should point out that orientation matters here. The work done by the tornado force field as we walk counterclockwise around the circle could be different from the work done as we walk clockwise around it (we'll see this explicitly in a bit).
If we choose to consider a counterclockwise walk around this circle, we can parameterize the curve with the function.
where t ranges from 0 to 2, pi.
Again, to set up the line integral representing work, you consider the force vector at each point, start bold text, F, end bold text, left parenthesis, x, comma, y, right parenthesis, and you dot it with a tiny step along the curve, d, start bold text, r, end bold text:
Step 1: Expand the integral
Step 2: Expand each component
Step 3: Solve the integral
Concept check: Put the last three answers together to solve the integral.
This final answer gives the amount of work that the tornado force field does on a particle moving counterclockwise around the circle pictured above.
Reflection question: Why should it be intuitive that this answer is positive?
Orientation matters
What would have happened if in the preceding example, we had oriented the circle clockwise? For instance, we could have parameterized it with the function
You can, if you want, plug this in and work through all the computations to see what happens. However, there is a simpler way to reason about what will happen. In the integral
,
each vector d, start bold text, r, end bold text representing a tiny step along the curve will get turned around to point in the opposite direction.
Concept check: Suppose you have two vectors start bold text, v, end bold text and start bold text, w, end bold text, and start bold text, v, end bold text, dot, start bold text, w, end bold text, equals, 3. You turn start bold text, v, end bold text around to point in the opposite direction, getting a new vector start bold text, v, end bold text, start subscript, start text, n, e, w, end text, end subscript, equals, minus, start bold text, v, end bold text. What happens to the dot product?
Since the dot product inside the integral gets multiplied by minus, 1 when you swap the direction of each d, start bold text, r, end bold text, we can conclude the following:
Key Takeaway: The line integral through a vector field gets multiplied by minus, 1 when you reverse the orientation of a curve.
Summary
- The shorthand notation for a line integral through a vector field is
- The more explicit notation, given a parameterization start bold text, r, end bold text, left parenthesis, t, right parenthesis of start color #a75a05, C, end color #a75a05, is
- Line integrals are useful in physics for computing the work done by a force on a moving object.
- If you parameterize the curve such that you move in the opposite direction as t increases, the value of the line integral is multiplied by minus, 1.
Want to join the conversation?
- How was the parametric function for r(t) obtained in above example? Thank you(3 votes)
- We have a circle with radius 1 centered at (2,0). From the Pythagorean Theorem, we know that the x and y components of a circle are cos(t) and sin(t), respectively. Thus we can parameterize the circle equation as x=cos(t) and y=sin(t). Note, however, that the circle is not at the origin and must be shifted. Since each x value is getting 2 added to it, we add 2 to the cos(t) parameter to get vectors that look like <cos(t) + 2, sin(t)>. Also note that there is no shift in y, so we keep it as just sin(t). You can look at the early trigonometry videos for why cos(t) and sin(t) are the parameters of a circle.(14 votes)
- What is the difference between dr and ds? Thank you:)(5 votes)
- dr is a small displacement vector along the curve.
ds is a small scalar step along the curve.
Fdr would be a vector times a vector, or force times displacement.
fds would be some curve evaluated at a height of f times a vertical step.(5 votes)
- How can i get a pdf version of articles , as i do not feel comfortable watching screen(5 votes)
- Just print it directly from the browser. ( p.s. you can print as a pdf).(4 votes)
- what is F(r(t))graphically and physically?(2 votes)
- F(x,y) at any point gives you the vector resulting from the vector field at that point. F(x(t),y(t)), or F(r(t)) would be all the vectors evaluated on the curve r(t).
Imagine a transparent curve and place it onto of a vector field. Then erase all the vectors in the vector field that do not have tails starting on the curve.
That should be F(r(t))(2 votes)
- I think that the animation is slightly wrong: it shows the green dot product as the component of F(r) in the direction of r', when it should be the component of F(r) in the direction of r' multiplied by |r'|.(1 vote)
- if i have understood your question correcty then taking dot product is commutative operation both of them are going to gie the same answer(1 vote)
- dot product is defined as a.b = |a|*|b|cos(x) so in the case of F.dr, it should have been, |F|*|dr|cos(x) = |dr|*(Component of F along r), but the article seems to omit |dr|, (look at the first concept check), how do one explain this?(1 vote)
- The question about the vectors dr and ds was not adequately addressed below. The article show BOTH dr and ds as displacement VECTOR quantities. Are they exactly the same thing? If not, what is the difference?(1 vote)