Exercises
Find the mass of the lamina with the given mass density (Note: the tool for
this section will create a lamina of a region).
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x = 0, x = 1, y = 0, y = 2 |
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m( x,y) = 2 kg per square meter |
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m(x,y) = 2 kg per square meter |
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x = 0,x = p, y = 0,y = sin(x) |
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m( x,y) = 2x kg per square meter |
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m(x,y) = 2x kg per square meter |
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m( x,y) = x2+y2 kg per square meter |
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m( x,y) = y kg per square meter |
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Find the center of mass of the lamina of the following regions with
the given mass density. (Use 1-6 above)
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x = 0, x = 1, y = 0, y = 2 |
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m( x,y) = 2 kg per square meter |
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m(x,y) = 2 kg per square meter |
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x = 0,x = p, y = 0,y = sin(x) |
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m( x,y) = 2x kg per square meter |
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m(x,y) = 2x kg per square meter |
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m( x,y) = x2+y2 kg per square meter |
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m( x,y) = y kg per square meter |
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Find the centroid of the following regions.
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x = -1,x = 1,y = 0,y = 1-| x| |
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y = 0,y = 1,x = 0,x = sin( py) |
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y = 0,y = 1,x = y2,y = x2 |
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Show the following are joint probability density functions
over the given sample spaces. Then find the expected values of the random
variables X and Y.
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Sample Space: [0,1] ×[0,5] |
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Sample Space: [0,1] ×[0,4] |
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Sample Space: [0,1] ×[0,1] | | 22. | Sample Space: [0,1] ×[0,1] |
| | p( x,y) = x +
y | | | p( x,y) =
4xy |
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Sample Space: 1st Quadrant |
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Sample Space: 1st Quadrant |
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Sample Space: Entire Plane |
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Sample Space: [ 1,¥] ×[ 0,¥] |
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p( x,y) = |
1
4
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e-| x| -| y| |
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27. A bank operates both a drive-up window and an indoor teller
window. On a randomly selected day, let X = the percentage of the work-day
that the drive-up window is in use and let Y = percentage of the work-day
that the indoor teller window is in use (Note: both X and Y are between
0 and 1 ). Observation over a period of time leads them to the following
joint density for X and Y:
- Show that p( x,y) is a joint probability density?
- What is the probability that two windows combined are in use
less than half of the time? (i.e., what is Pr( X + Y £ 0.5)
?)
- What is the probability of the drive-up window being used less than
the indoor teller window?
- What is the expected value of X? What is the expected value of Y?
Interpret your result.
28. What is the joint probability density for the coordinates of a
point (X,Y) chosen uniformly randomly from the triangle with vertices
(0,0), (1,0), and (0,1)? What is the probability that X<Y? What
is the probability that 2X < Y ?
29. Suppose we are given radioactive substances A and B with
decay rates l > 0 and b > 0, respectively. Then the probability
that A will decay in the time interval [ s,s+ds] and B
will decay in the time interval [ t,t+dt] is given by
for s,t ³ 0.
- What is the probability density?
- What is the probability that A decays before B (in terms of l and b)?
- What is the probability that both will have decayed by time T.
30. What are the expected values for the decay times of A and
B, respectively, in exercise 29 ( as functions of l and b)? Explain.
31. If X is uniformly randomly distributed in [ 0, 10], then it has a probability density of
What is the probability that two numbers chosen uniformly randomly
from [ 0,10] have a sum greater than 10?
32. What is the probability that two numbers chosen uniformly
randomly from [ 0,10] have a product greater than 10?
(see exercise 31).
33. The probability density for a point (x,y) chosen uniformly
randomly in the unit square is
What is the probability that y will be less than x2 in the unit square?
34. A can of mixed nuts contains 1 kg of cashews, peanuts, and
almonds. For a randomly selected box, let X and Y represent the weights
of the cashews and almonds, respectively, and suppose that the joint density
function of these variables is
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p( x,y) = |
ì í
î
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if 0 £ x £ 1, 0 £ y £ 1, x+y £ 1 |
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Show that p(x,y) is a probability density, and then compute
the expected values of X and Y. What is the probability that half of the
weight of the contents of the can will be cashews?
35. You arrive at a restaurant where the time T between two
customers being seated has a density of p(t) = e-t for t ³ 0. What is the probability that you have less than 10 minutes to wait
before being seated if there is one person ahead of you when the person 2
ahead of you is taken to be seated? (Hint: Let S be the time between you
and customer ahead of you and let T be the time between the customer
ahead of you and the customer just seated. Then S and T are
independent with densities p(s) = e-s for s ³ 0 and q(t) = e-t for t ³ 0, respectively).
36. Suppose that on a certain internet server, the time T in
seconds between
the arrival of two successive packets is exponentially distributed with
density
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p( t) = 0.01e-0.01t for t ³ 0 |
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What is the probability of 3 packets being received in less than 50
milliseconds? (Hint: let T be the waiting time between first and second
arrival, and let S be the time between the second and third arrival.
Assume S and T are independent).
37. Bacteria is growing on a slide which corresponds to [0,20] ×[ 0,5] , where distances are in centimeters.
If the density of the bacteria is determined to be
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m( x,y) = 1000xy( 20-x) ( 5-y) |
bacteria
cm2
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then about how many bacteria are on the slide?
38. A certain town is overlaid by the unit square with sides of
length 1 mile. The population density is then measured to be
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m( x,y) = 100xy people per square mile |
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What is the approximate population of that town?
39. Suppose that a region RÈS has mass density m(x,y)
Show that if the center of mass of a laminate of R is (x1,y1) and if the center of mass of a laminate of S is ( x2,y2) , then the center of mass of a laminate of RÈS has coordinates
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x1M1+x2M2
M1+M2
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y1M1+y2M2
M1+M2
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where M1 is the mass of R and M2 is the mass of S.
40. Show that if p1( x) and p2( y) are probability densities for x and y, respectively, then
is a probability density on R2.
41. Write to Learn: Torque is the tendency of a force to
cause an object to rotate about a given axis. In particular, if the force is
gravity, then the torque of a laminate of a region R with mass density m( x,y) about a line x = g
is given by
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torque = |
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( x - g) m( x,y) dA |
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Write a short essay which shows that the torque is zero if and only if
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g = |
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42. Write to Learn: Suppose x is a random variable with
probability density p1( x) , and suppose that y is a
random variable with density p2( y) . If their joint
probability density p( x,y) can be written as
then x and y are said to be independent random variables. Write a
short essay which shows that if x and y are independent, then
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P( a £ x £ b and c £ y £ d) = P( a £ x £ b)·P( c £ y £ d) |
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for all [ a,b] ×[ c,d] .43. Write to Learn: The convolution for x > 0
of two functions f(t) and g(t) is given by
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t
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f(t- u)g(u) du |
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Show that if X and Y are non-negative random
variables with probability densities f and g, respectively, then f*g
is the probability density for their sum, X+Y.
44. What is the probability density for X+Y in
exercise 43 if we remove the restriction that X and Y be
non-negative.