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VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been...

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VECTOR FUNCTIONS VECTOR FUNCTIONS 10
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Page 1: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

VECTOR FUNCTIONSVECTOR FUNCTIONS

10

Page 2: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

VECTOR FUNCTIONS

The functions that we have been

using so far have been real-valued

functions.

Page 3: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

VECTOR FUNCTIONS

We now study functions whose values

are vectors—because such functions are

needed to describe curves and surfaces

in space.

Page 4: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

VECTOR FUNCTIONS

We will also use vector-valued functions

to describe the motion of objects through

space.

In particular, we will use them to derive Kepler’s laws of planetary motion.

Page 5: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

10.1Vector Functions

and Space Curves

VECTOR FUNCTIONS

In this section, we will learn about:

Vector functions and drawing

their corresponding space curves.

Page 6: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

FUNCTION

In general, a function is a rule that

assigns to each element in the domain

an element in the range.

Page 7: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

VECTOR FUNCTION

A vector-valued function, or vector

function, is simply a function whose:

Domain is a set of real numbers.

Range is a set of vectors.

Page 8: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

VECTOR FUNCTIONS

We are most interested in vector functions r

whose values are three-dimensional (3-D)

vectors.

This means that, for every number t in the domain of r, there is a unique vector in V3 denoted by r(t).

Page 9: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

COMPONENT FUNCTIONS

If f(t), g(t), and h(t) are the components of

the vector r(t), then f, g, and h are real-valued

functions called the component functions of r.

We can write:

r(t) = ‹f(t), g(t), h(t)› = f(t) i + g(t) j + h(t) k

Page 10: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

VECTOR FUNCTIONS

We usually use the letter t to denote

the independent variable because

it represents time in most applications

of vector functions.

Page 11: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

VECTOR FUNCTIONS

If

then the component functions are:

Example 1

3( ) , ln(3 ),t t t t r

3( ) ( ) ln(3 ) ( )f t t g t t h t t

Page 12: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

VECTOR FUNCTIONS

By our usual convention, the domain of r

consists of all values of t for which the

expression for r(t) is defined.

The expressions t3, ln(3 – t), and are all defined when 3 – t > 0 and t ≥ 0.

Therefore, the domain of r is the interval [0, 3).

Example 1

t

Page 13: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

LIMIT OF A VECTOR

The limit of a vector function r is defined

by taking the limits of its component

functions as follows.

Page 14: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

LIMIT OF A VECTOR

If r(t) = ‹f(t), g(t), h(t)›, then

provided the limits of the component functions

exist.

Definition 1

lim ( ) lim ( ), lim ( ), lim ( )t a t a t a t a

t f t g t h t

r

Page 15: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

LIMIT OF A VECTOR

If , this definition is equivalent to

saying that the length and direction of the

vector r(t) approach the length and direction

of the vector L.

lim ( )t a

t L

r

Page 16: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

LIMIT OF A VECTOR

Equivalently, we could have used

an ε-δ definition.

See Exercise 45.

Page 17: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

LIMIT OF A VECTOR

Limits of vector functions obey

the same rules as limits of real-valued

functions.

See Exercise 43.

Page 18: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

LIMIT OF A VECTOR

Find ,

where

Example 2

lim ( )t o

tr

3 sin( ) (1 ) t tt t te

t r i j k

Page 19: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

LIMIT OF A VECTOR

According to Definition 1, the limit of r is

the vector whose components are the limits

of the component functions of r:

(Equation 2 in Section 3.3)

Example 2

3 1

0 0 0 0

sinlim ( ) lim(1 ) lim limt t t t

tt t te

t

r i j k

i k

Page 20: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

CONTINUOUS VECTOR FUNCTION

A vector function r is continuous at a

if:

In view of Definition 1, we see that r is continuous at a if and only if its component functions f, g, and h are continuous at a.

lim ( ) ( )t a

t a

r r

Page 21: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

CONTINUOUS VECTOR FUNCTIONS

There is a close connection

between continuous vector functions

and space curves.

Page 22: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

CONTINUOUS VECTOR FUNCTIONS

Suppose that f, g, and h are

continuous real-valued functions

on an interval I.

Page 23: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVE

Then, the set C of all points (x, y ,z) in space,

where

x = f(t) y = g(t) z = h(t)

and t varies throughout the interval I

is called a space curve.

Equations 2

Page 24: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

PARAMETRIC EQUATIONS

Equations 2 are called parametric

equations of C.

Also, t is called a parameter.

Page 25: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

We can think of C as being traced out by

a moving particle whose position at time t

is:

(f(t), g(t), h(t))

Page 26: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

If we now consider the vector function

r(t) = ‹f(t), g(t), h(t)›, then r(t) is the position

vector of the point P(f(t), g(t), h(t)) on C.

Page 27: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

Thus, any continuous vector function r

defines a space curve C that is traced out

by the tip of the moving vector r(t).

Page 28: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

Describe the curve defined by the vector

function

r(t) = ‹1 + t, 2 + 5t, –1 + 6t›

Example 3

Page 29: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

The corresponding parametric equations

are:

x = 1 + t y = 2 + 5t z = –1 + 6t

We recognize these from Equations 2 of Section 12.5 as parametric equations of a line passing through the point (1, 2 , –1) and parallel to the vector ‹1, 5, 6›.

Example 3

Page 30: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

Alternatively, we could observe that

the function can be written as r = r0 + tv,

where r0 = ‹1, 2 , –1› and v = ‹1, 5, 6›.

This is the vector equation of a line as given by Equation 1 of Section 12.5

Example 3

Page 31: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

PLANE CURVES

Plane curves can also be

represented in vector notation.

Page 32: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

PLANE CURVES

For instance, the curve given by

the parametric equations

x = t2 – 2t and y = t + 1

could also be described by the vector equation

r(t) = ‹t2 – 2t, t + 1› = (t2 – 2t) i + (t + 1) j

where i = ‹1, 0› and j = ‹0, 1›

Page 33: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

Sketch the curve whose vector equation

is:

r(t) = cos t i + sin t j + t k

Example 4

Page 34: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

The parametric equations for this curve

are:

x = cos t y = sin t z = t

Example 4

Page 35: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

Since x2 + y2 = cos2t + sin2t = 1,

the curve must lie on the circular

cylinder

x2 + y2 = 1

Example 4

Page 36: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

The point (x, y, z) lies directly above

the point (x, y, 0).

This other point moves counterclockwise

around the circle x2 + y2 = 1 in the xy-plane.

See Example 2 in Section 10.1

Example 4

Page 37: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

HELIX

Since z = t, the curve

spirals upward around

the cylinder as t

increases.

The curve is called a helix.

Example 4

Page 38: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

HELICES

The corkscrew shape of the helix

in Example 4 is familiar from

its occurrence in coiled springs.

Page 39: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

HELICES

It also occurs in the model of DNA

(deoxyribonucleic acid, the genetic

material of living cells).

Page 40: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

HELICES

In 1953, James Watson

and Francis Crick

showed that the structure

of the DNA molecule is

that of two linked,

parallel helixes that are

intertwined.

Page 41: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

In Examples 3 and 4, we were given

vector equations of curves and asked

for a geometric description or sketch.

Page 42: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

In the next two examples, we are given

a geometric description of a curve and are

asked to find parametric equations for

the curve.

Page 43: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

Find a vector equation and parametric

equations for the line segment that joins

the point P(1, 3, –2) to the point Q(2, –1, 3).

Example 5SPACE CURVES

Page 44: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

In Section 12.5, we found a vector equation

for the line segment that joins the tip of

the vector r0 to the tip of the vector r1:

r(t) = (1 – t) r0 + t r1 0 ≤ t ≤ 1

See Equation 4 of Section 12.5

Example 5

Page 45: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

Here, we take

r0 = ‹1, 3 , –2› and r1 = ‹2 , –1, 3›

to obtain a vector equation of the line

segment from P to Q:

or

Example 5

( ) (1 ) 1,3, 2 2, 1,3 0 1

( ) 1 ,3 4 , 2 5 0 1

t t t t

t t t t t

r

r

Page 46: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

The corresponding parametric equations

are:

x = 1 + t

y = 3 – 4t

z = – 2 + 5t

where 0 ≤ t ≤ 1

Example 5

Page 47: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

Find a vector function that represents

the curve of intersection of the cylinder

x2 + y2 = 1 and the plane y + z = 2.

Example 6

Page 48: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

This figure shows how

the plane and

the cylinder intersect.

Example 6

Page 49: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

This figure shows the

curve of

intersection C, which is

an ellipse.

Example 6

Page 50: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

The projection of C onto the xy-plane is

the circle x2 + y2 = 1, z = 0.

So, we know from Example 2 in Section 10.1 that we can write:

x = cos t y = sin t

where 0 ≤ t ≤ 2π

Example 6

Page 51: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

From the equation of the plane,

we have:

z = 2 – y = 2 – sin t

So, we can write parametric equations for C as:

x = cos t y = sin t z = 2 – sin t

where 0 ≤ t ≤ 2π

Example 6

Page 52: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

PARAMETRIZATION

The corresponding vector equation is:

r(t) = cos t i + sin t j + (2 – sin t) k

where 0 ≤ t ≤ 2π

This equation is called a parametrization of the curve C.

Example 6

Page 53: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES

The arrows indicate the

direction

in which C is traced as

the parameter t

increases.

Example 6

Page 54: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

USING COMPUTERS TO DRAW SPACE CURVES

Space curves are inherently

more difficult to draw by hand than

plane curves.

For an accurate representation, we need to use technology.

Page 55: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

USING COMPUTERS TO DRAW SPACE CURVESThis figure shows a

computer-generated

graph of the curve with

the following parametric

equations:

x = (4 + sin 20t) cos t

y = (4 + sin 20t) sin t

z = cos 20 t

Page 56: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

TOROIDAL SPIRAL

It’s called a toroidal

spiral because

it lies on a torus.

Page 57: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

TREFOIL KNOT

Another interesting

curve, the trefoil knot,

is graphed here.

It has the equations:

x = (2 + cos 1.5 t) cos t

y = (2 + cos 1.5 t) sin t

z = sin 1.5 t

Page 58: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES BY COMPUTERS

It wouldn’t be easy to

plot either of these

curves by hand.

Page 59: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

Even when a computer is used to draw

a space curve, optical illusions make it difficult

to get a good impression of what the curve

really looks like.

SPACE CURVES BY COMPUTERS

Page 60: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES BY COMPUTERS

This is especially

true in this figure.

See Exercise 44.

Page 61: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

The next example shows

how to cope with this problem.

SPACE CURVES BY COMPUTERS

Page 62: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

Use a computer to draw the curve with

vector equation

r(t) = ‹t, t2, t3›

This curve is called a twisted cubic.

TWISTED CUBIC Example 7

Page 63: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

We start by using the computer to plot

the curve with parametric equations

x = t, y = t2, z = t3

for -2 ≤ t ≤ 2

SPACE CURVES BY COMPUTERS Example 7

Page 64: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES BY COMPUTERS

The result is shown here.

However, it’s hard to see the true nature of the curve from this graph alone.

Example 7

Page 65: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

Most 3-D computer graphing programs

allow the user to enclose a curve or surface

in a box instead of displaying the coordinate

axes.

SPACE CURVES BY COMPUTERS Example 7

Page 66: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES BY COMPUTERS

When we look at

the same curve in

a box, we have

a much clearer picture

of the curve.

Example 7

Page 67: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES BY COMPUTERS

We can see that:

It climbs from a lower corner of the box to the upper corner nearest us.

It twists as it climbs.

Example 7

Page 68: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

We get an even better idea of the curve

when we view it from different vantage

points.

SPACE CURVES BY COMPUTERS Example 7

Page 69: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES BY COMPUTERS

This figure shows the

result of rotating the

box to give another

viewpoint.

Example 7

Page 70: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES BY COMPUTERS

These figures show

the views we get when

we look directly at a

face of the box.

Example 7

Page 71: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES BY COMPUTERS

In particular, this figure

shows the view from

directly above the box.

It is the projection of the curve on the xy-plane, namely, the parabola y = x2.

Example 7

Page 72: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES BY COMPUTERS

This figure shows the

projection on

the xz-plane, the cubic

curve z = x3.

It’s now obvious why the given curve is called a twisted cubic.

Example 7

Page 73: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

Another method of visualizing

a space curve is to draw it on

a surface.

SPACE CURVES BY COMPUTERS

Page 74: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

For instance, the twisted cubic in

Example 7 lies on the parabolic cylinder

y = x2.

Eliminate the parameter from the first two parametric equations, x = t and y = t2.

SPACE CURVES BY COMPUTERS

Page 75: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

This figure shows both the cylinder

and the twisted cubic.

We see that the curve moves upward from the origin along the surface of the cylinder.

SPACE CURVES BY COMPUTERS

Page 76: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

We also used this method in Example 4

to visualize the helix lying on the circular

cylinder.

SPACE CURVES BY COMPUTERS

Page 77: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

A third method for visualizing

the twisted cubic is to realize that

it also lies on the cylinder z = x3.

SPACE CURVES BY COMPUTERS

Page 78: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES BY COMPUTERS

So, it can be viewed as the curve

of intersection of the cylinders

y = x2 and z = x3

Page 79: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

We have seen that an interesting

space curve, the helix, occurs in

the model of DNA.

SPACE CURVES BY COMPUTERS

Page 80: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

Another notable example of a space curve

in science is the trajectory of a positively

charged particle in orthogonally oriented

electric and magnetic fields E and B.

SPACE CURVES BY COMPUTERS

Page 81: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

Depending on the initial velocity given

the particle at the origin, the path of

the particle is either of two curves, as

follows.

SPACE CURVES BY COMPUTERS

Page 82: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES BY COMPUTERS

It can be a space curve

whose projection on the

horizontal plane is the

cycloid we studied in

Section 10.1

Page 83: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES BY COMPUTERS

It can be a curve whose

projection is

the trochoid investigated

in Exercise 40

in Section 10.1

Page 84: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

Some computer algebra systems provide

us with a clearer picture of a space curve

by enclosing it in a tube.

Such a plot enables us to see whether one part of a curve passes in front of or behind another part of the curve.

SPACE CURVES BY COMPUTERS

Page 85: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

SPACE CURVES BY COMPUTERS

For example, the new figure shows

the curve of the previous figure as rendered

by the tubeplot command in Maple.

Page 86: VECTOR FUNCTIONS 10. VECTOR FUNCTIONS The functions that we have been using so far have been real-valued functions.

For further details concerning the physics

involved and animations of the trajectories

of the particles, see the following websites:

www.phy.ntnu.edu.tw/java/emField/emField.html

www.physics.ucla.edu/plasma-exp/Beam/

SPACE CURVES BY COMPUTERS


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