
Calculus
About this book : http://matrix.skku.ac.kr/Cal-Book/
http://matrix.skku.ac.kr/Cal-Book1/Ch1/
http://matrix.skku.ac.kr/Cal-Book1/Ch2/
http://matrix.skku.ac.kr/Cal-Book1/Ch3/
http://matrix.skku.ac.kr/Cal-Book1/Ch4/
http://matrix.skku.ac.kr/Cal-Book1/Ch5/
http://matrix.skku.ac.kr/Cal-Book1/Ch6/
http://matrix.skku.ac.kr/Cal-Book1/Ch7/
http://matrix.skku.ac.kr/Cal-Book1/Ch8/
http://matrix.skku.ac.kr/Cal-Book1/Ch9/
http://matrix.skku.ac.kr/Cal-Book1/Ch10/
http://matrix.skku.ac.kr/Cal-Book1/Ch11/
http://matrix.skku.ac.kr/Cal-Book1/Ch12/
http://matrix.skku.ac.kr/Cal-Book1/Ch13/
http://matrix.skku.ac.kr/Cal-Book1/Ch14/
http://matrix.skku.ac.kr/Cal-Book1/Ch15/
Chapter 5.
5.1 Areas and Distances http://youtu.be/mT_oxlD6RSA
문제풀이 by 남택현 http://youtu.be/Y_nCn76RPmY
5.2 The Definite Integral http://youtu.be/GIm3Oz58Ti8
문제풀이 by 남택현 http://youtu.be/iUsf1h_hTAE
5.3 The Fundamental Theorem of Calculus http://youtu.be/Zf1HT2H2fbA
문제풀이 by 정승찬 & Kim http://youtu.be/Pa4Z38KkDVY
5.4 Indefinite Integrals and the Net Change Theorem
5.5 The Substitution Rule http://youtu.be/h7tmvmNOliU
문제풀이 by 이한울 http://youtu.be/0TMbpCPO4Uc
5.6 The Logarithm Defined as an Integral http://youtu.be/kD0Z9PqetsA
문제풀이 by 이한울 http://youtu.be/ymDImdIQ90c
미적분학 Midterm Exam http://youtu.be/QAEI7A2DMMM
5.1 Areas and Distances
Area Problem: The area of a region is computed as the limit of the sum of areas of rectangles, as the number of rectangles become large.
Let
be the area of the region that lies under the curve
of a continuous function
[where
] and bounded by the vertical lines
and
, and the
-axis as in Figure 1.

Figure 1 ![]()
For regions with straight sides such as a rectangle, the area is defined as the product of the length and the width. The area of a triangle is half of the base times the height. The area of a polygon is found by dividing it into triangles (as in Figure 2) and summing the areas of the triangles.

Figure 2
In the case of area of a region with curved sides, we first approximate the region
by rectangles and then take the limit of the sum of areas of these rectangles as the number of rectangles increase.
Consider a general region
. Subdivide
into
strips
,
, ...,
of equal width
as in Figure 3 with
subintervals
,
,
, ...,
,
where
and
, and with the right endpoints of the subintervals given by
,
,
, ...


Figure 3 Figure 4
The
th strip
is approximated by
, which is the area of the
th rectangle with width
and height
. (See Figure 4.)
We approximate the area of
by the sum of the areas of these rectangles, which is
.
As
, this approximation appears to become better and better. Therefore, the area
of the region
is defined as follows: The area
of the region
that lies under the graph of the continuous function
is the limit of the sum of the areas of approximating rectangles:
1.
.
It can also be shown that we get the same value if we use left endpoints provided the right hand limit exists:
2.
.
Instead of using left endpoints or right endpoints, the height of the
th rectangle can be taken as the value of
at any sample point
in the
th subinterval
. Figure 5 shows approximating rectangles when the sample points are not chosen to be endpoints.

http://matrix.skku.ac.kr/cal-lab/Area-Sum.html
A more general expression for the area of
is
3. ![]()
Sums with many terms are written more compactly using sigma notation. For example, ![]()
Then, 1., 2. and 3. can be rewritten as
, (on right endpoints)
, (on left endpoints)
. (some specific point in each subinteravls)
Later, these areas, represent the Riemann sum in section 5.2 of right endpoints, left endpoints and midpoints in each subinterval, respectively.
5.1 EXERCISES (Areas and Distances)
http://matrix.skku.ac.kr/Cal-Book/part1/CS-Sec-5-1-Sol.html http://youtu.be/Y_nCn76RPmY
1. Find the area under the curve
from 0 to 2.
http://matrix.skku.ac.kr/cal-lab/cal-5-1-exs-1.html
Solution. We divide the interval
into n equal parts. Thus the length of each sub-interval is
and the
th sub-interval is given by
Now we apply the right end formula to find required area.
![]()
![]()
![]()
![]()
![]()
.
plot(x^5, 0, 2, ymax=33, fill="axis")+plot(x^5, 0, 2.2, ymax=33, color='red')
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/
CAS 2. Find the area of the region under the graph of
from 0 to 2.
http://matrix.skku.ac.kr/cal-lab/cal-5-1-exs-2.html
Solution.
var('i,n')
A=sum(2/n*exp(-2*i/n), i, 1, n)
A.simplify()
l=limit(A.simplify(), n=oo)
l.expand()
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/
Answer: -e^(-2) + 1

3. Find the area under the curve
from
to
, where
.
Solution.
(Since
, the value what we evaluate is equal to the area.)
4. (a) Let
be the area of a polygon with
equal sides inscribed in a circle with radius
.
By dividing the polygon into
congruent triangles with central angle
, show that
.
(b)Show that
. [Hint: Use Equation 3.4.2]
Solution. 
(a) The area of one piece of
![]()
consists of
such pieces so the area of
![]()
![]()
To estimate area under the graph of
, one can take the sample point
as the
point
such that
,
. Similarly we can choose the sample point
as the point
such that
.
(b) Using
,![]()
![]()
.
(Let
. Then
implies
.)
Think of the lower and upper sums of the graph.
5.2 The Definite Integral http://youtu.be/GIm3Oz58Ti8
Certain summation formulas will be helpful when using Riemann sums to evaluate definite integrals:
1. ![]()
2. ![]()
3. ![]()
4. ![]()
5.
, where
is a constant.
6. ![]()
7. ![]()
DEFINITION1
If
is a function defined for
, divide the interval
into
subintervals of equal width
. Let
, ![]()
be the endpoints of these sub-intervals and we let
be any sample points in these subintervals, so
lies in the
th sub-interval,
. Then the definite integral of
from
to
is
![]()
provided the right-hand limit exists. The function
is called integrable on
if
exists.
Note 1 Definition 1 is valid even if
has a finite number of discontinuities the limit still exists.
Note 2 The symbol
is called an integral sign and was introduced by Leibniz. Here
is called the integrand and
and
are called the limits of integration;
is the lower limit and
is the upper limit. The
in
is the variable of integration;
is all one symbol. Integration is the process of evaluating an integral.
Note 3 The definite integral
is a number; it is independent of the dummy variable
. In fact, any letter can be used in place of
without changing the value of the integral: ![]()
Note 4

B. Riemann (1826~1866)
The sum
is called a Riemann sum (after the German mathematician Bernhard Riemann (1826–1866)). If
is positive, then the Riemann sum can be interpreted as a sum of areas of appro-ximating rectangles. (See Figure 1.) The definite integral
can be interpreted as the area under the curve
from
to
. (See Figure 2.)

If
, the Riemann sum is If
, the integral
the sum of areas of rectangles is the area under the curve
from
to

is an approximation to the net area.
is the net area.
http://matrix.skku.ac.kr/cal-lab/Area-Sum.html
EXAMPLE 1
(a) Evaluate the Riemann sum for
taking the sample points to be right endpoints and
,
, and
.
(b) Evaluate
.
Solution. (a) With
the interval width is
and the right endpoints are
,
,
,
,
, and
. So the Riemann sum is
![]()
![]()
![]()
![]()
.
![]()
. ■
If
takes on both positive and negative values, as in Figure 3, then the Riemann sum is the sum of the areas of the rectangles that lie above the
-axis and the negatives of the areas of the rectangles that lie below the
-axis (the areas of the gold rectangles minus the areas of the blue rectangles). The limit of such Riemann sums is shown in Figure 4. A definite integral can be interpreted as a net area, that is, a difference of areas:![]()
where
is the area of the region above the
-axis and below the graph of
, and
is the area of the region below the
-axis and above the graph of
.
Note 5 A definite integral can be approximated to within any desired degree of accuracy by a Riemann sum as follows: For every number
there is an integer
such that
![]()
for every integer
and for every choice of
in
.
Note 6 We can use unequal subintervals
,
, ...,
of
. We construct the limit so the width of the widest rectangle,
, approaches zero. So in this case,
8.
.
The expression on the left side of this equation is called the definite integral of
from
to
.
In general, we write
.
EXAMPLE 2
(a) Evaluate the Riemann sum for
taking the sample points to be right endpoints and
,
, and
.
(b) Evaluate
.
Solution.

![]()
(a) With
the interval width is
and the right endpoints are
,
,
,
,
, and
. So the Riemann sum is
![]()
![]()
![]()
.
Notice that
is not a positive function and so the Riemann sum does not represent a sum of areas of rectangles. But it does represent the sum of the areas of the gold rectangles (above the
-axis) minus the sum of the areas of the blue rectangles (below the
-axis) in Figure 5.
(b) With
sub-intervals we have
Thus
,
,
,
, and, in general,

![]()
. Since we are using right endpoints, we can use
2. :
(by Equation 5. with
)
(by Equations 5 and 7)
.
Since
takes on both positive and negative values this integral cannot be interpreted as an area. But it can be interpreted as the difference in areas
, where
and
are shown in Figure 6.
p1=plot(4-x^2, x, 0, 2, fill="axis", fillcolor='goldenrod')
p2=plot(4-x^2, x, 2, 3, fill="axis", fillcolor='blue')
p1+p2
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/
EXAMPLE 3
Evaluate ![]()
Solution.

Figure 7 ![]()
Since
is continuous on
, we know from Definition 1 that the definite integral exists. Choosing
and ![]()
we have
![]()
![]()
![]()
![]()
![]()
. ■
EXAMPLE 4
Evaluate the following integrals by interpreting each in terms of areas.
(a)
(b) ![]()
Solution. (a) Since
, this integral can be interpreted as the area under the curve
from
to
. But, since
, we get
, which shows that the graph of
is the quarter-circle with radius
in Figure 8. Therefore
.
(b) The graph of
is the line with slope 1 shown in Figure 9. The integral is computed as the area of trapezoid.
.
The Midpoint Rule
In approximating a definite integral by Riemann sums, if we denote the sample points
to be the middle points of the subinterval
, then the corresponding method of approximation is called the Midpoint Rule.
Midpoint Rule
![]()
where
and
= midpoint of ![]()
.http://matrix.skku.ac.kr/cal-lab/cal-RiemannSum.html
EXAMPLE 5
Use the Midpoint Rule with
to approximate
.
Solution. The endpoints of the five subintervals are 1, 1.2, 1.4, 1.6, 1.8, and 2.0, so the midpoints are 1.1, 1.3, 1.5, 1.7, and 1.9. The width of the subintervals is
, so the Midpoint Rule gives
![]()
![]()
.
Since
for
, the integral represents an area, and the approximation given by the Midpoint Rule is the sum of the areas of the rectangles. ■
Properties of the Definite Integral
DEFINITION2
If
is integrable on
, then
.
If
is in the domain of
, then
.
Properties of the Definite Integral
If
and
are integrable on
and if
is a constant, then
,
, and
are integrable on
and
1. ![]()
2. ![]()
3. ![]()
4. ![]()

Figure 10
From Property 1 we have that the integral of a constant function
is the constant times the length of the interval. If
and
, then
is the area of the shaded rectangle in Figure 10.
From Property 3 we have that the integral of a sum is the sum of the integrals. Since the limit of a sum is the sum of the limits, the area under
is the area under
plus the area under
, for positive functions.
![]()
![]()
.
EXAMPLE 6
Evaluate
.
Solution. Using Properties 2 and 3 of integrals, we have
![]()
.
We know from Property 1 that
.
Since
, ![]()
. ■
The next property tells us how to combine integrals of the same function over adjacent intervals:

Figure 11
Additive Interval Property
If
is an integrable function on a closed interval containing the numbers
,
and
, then
5.
. (See Figure 11.)
EXAMPLE 7
If
and
, find
.
Solution. By Property 5, we have
.
So,
. ■
Comparison Properties of the Integral

Figure 12
6. If
for
, then
.
7. If
for
, then
.
8. If
for
, then
.
(See Figure 12.)
Proof of Property 8. Since
, Property 7 gives
.
Using Property 1 to evaluate the integrals on the left and right sides, we obtain
. ■
EXAMPLE 8
Find a lower bound and an upper bound for the integral
.
Solution.

on ![]()
Since
is an increasing function on
, its absolute maximum value is
and its absolute minimum value is
. Thus, by Property 8,
,
.
The integral is greater than the area of the lower small rectangle (square) and less than the area of the large rectangle. (See Figure 13.) ■
Solution.

Figure 14
var('x')
f=1/(sin(x)^2)
show(plot(f, (x, pi/4, pi/3)))
print integral(f, (x, pi/4, pi/3))
print integral(f, (x, pi/4, pi/3)).n()
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/
Answer : -1/3*sqrt(3) + 1 0.422649730810374
5.2 EXERCISES (The Definite Integral)
http://matrix.skku.ac.kr/Cal-Book/part1/CS-Sec-5-2-Sol.html http://youtu.be/iUsf1h_hTAE
1-4. Find the Riemann sum by using the Midpoint Rule with the given value of
to approximate the integral.
1.
, ![]()
http://matrix.skku.ac.kr/cal-lab/cal-RiemannSum.html
Solution.

Let
. With
the interval width is
and midpoints are
for
. So the Riemann sum is

a=9*sqrt(2)+3*sqrt(6)+14
a.n()
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/
2.
, ![]()
Solution. Let
. With
the interval width is
and midpoints are
for
. So the Riemann sum is
![]()
![]()
![]()
3.
, ![]()
Solution. ![]()
![]()
CAS 4.
, ![]()
http://matrix.skku.ac.kr/cal-lab/cal-5-2-4.html ![]()
Solution. var('i');
f(x)=1/sqrt(1+4*x^2);
sum(f(0.2*i-0.1)*0.2, i, 1, 10)
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/
Answer : 1.04754618408

5-8. Express the limit as a definite integral on the given interval.
5.
, ![]()
Solution.
.
6.
, ![]()
Solution.
.
7.
, ![]()
Solution.
.
8.
, ![]()
Solution.
.
9-18. Determine whether the statement is true or false. If it is true, explain why.
If it is false, give a counterexample.
9. If
and
are continuous on
, then
.
Solution. True by Definition
10. If
and
are continuous on
, then
.
Solution. False: A counterexample is
and
.
11. If
and
are continuous on
and
for all
, then
.
Solution. False: counterexample.
,
and
.
12. If
is continuous on
, then
.
Solution. True: Property 2
13. If
is continuous on
, then
.
Solution. False: Counterexample ![]()
14. If
is continuous on
and
, then
.
Solution. False
Let
. Then
and
.
Hence
.
15. If
then
for all
.
Solution. False. ![]()
16. If
and
are continuous and
and
then
.
Solution. True: Let
,
, and
(
).
Then
,
.
Because
,
, ...,
.
So
. Therefore
.
17. If
and
are differentiable and
for
, then
for
.
Solution. False:
![]()
18. All continuous functions are integrable.
Solution. True
19-22. Evaluate the integral. (You should mention which method you are using.)
19.![]()
http://matrix.skku.ac.kr/cal-lab/cal-5-2-19.html
Solution. ![]()
.
var('x');
f(x)=2+5*x
p1=plot(f(x), (x, -3, 5))
p2=parametric_plot((-2, x), (x, -14, 30), linestyle='--')
p3=parametric_plot((4, x), (x, -14, 30), linestyle='--')
show(p1+p2+p3)
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/

20.
http://matrix.skku.ac.kr/cal-lab/cal-5-2-20.html
Solution. ![]()
![]()
.
var('x, t');
f(x)=3*x^2-2*x+3
p1=plot(f(x), (x, -1, 1))+plot(f(x), (x, 1, 3), fill="axis")+plot(f(x),(x, 3, 4))
p2=parametric_plot((1, t), (t, 0, 45), linestyle='--')
p3=parametric_plot((3, t), (t, 0, 45), linestyle='--')
show(p1+p2+p3)
print integral(f(x),x,1,3)

21. ![]()
Solution.
.

var('x');
f(x)=4-x^2
print integral(f(x), x, 0, 3)
plot(f(x), (x, -1, 0))+plot(f(x), (x, 0, 3), fill=true)+plot(f(x),(x,3, 5))
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/
22.![]()
Solution.
![]()
![]()

f(x)=x^(3)-1
print integral(f(x), x, 1, 2)
plot(f(x), 0, 1, ymax=2)+plot(f(x), 1, 2, ymax=10, fill="axis")+plot(f(x), 2, 5/2, ymax=20)
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/
23-26. Evaluate the integral by interpreting it as a sum of the areas.
23.![]()
Solution. ![]()

24.![]()
Solution. ![]()

25. ![]()
Solution. Let
. Then
.
Since
and
, we have
.

26.
Solution. Let
. Then
.
Since
and
, we have
.

CAS 27. Prove that
.
http://matrix.skku.ac.kr/cal-lab/cal-RiemannSum.html
Solution. By using the endpoint rule, ![]()
.
Hence,
.
28. Prove that
.
Solution. By using the endpoint rule,
![]()
![]()
![]()
Hence,
.
29.If
and
, find
.
Solution. ![]()
![]()
30. If
and
, find
.
Solution. ![]()
![]()
![]()
31. Find
if ![]()
Solution. Since
,
is continuous.


32-35. Verify the inequality without evaluating the integrals.
32. ![]()
http://matrix.skku.ac.kr/cal-lab/cal-5-2-32.html
Solution. Since
for
, we have
.
Hence,
.
var('x, y')
p1=plot(sin(x)^3, (x, 0, 2), rgbcolor=(1, 0, 0));
p2=plot(sin(x)^2, (x, 0, 2), rgbcolor=(0, 0, 1));
show(p1+p2)
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/

33. ![]()
Solution. Since
for
,we obtain
.
Hence
.
34. ![]()
Solution. Since
for
, we obtain
.
Hence,
.
35. ![]()
Solution. Since
and
for
, we obtain
.
5.3 The Fundamental Theorem of Calculus
The Fundamental Theorem of Calculus (FTC) is the most important theorem in calculus and, is ranked as one of the greatest accomplishments of the human mind. The FTC gives the precise inverse relationship between the derivative and the integral, establishing the connection between differential calculus (which arose from the tangent problem) and integral calculus (which arose from the area problem). The two parts of the theorem say that differentiation and integration are inverse processes. Each undoes what the other does. This fact enables us to compute areas and integrals very easily without having to compute them as limits of sums. The second part of the FTC provides a very powerful and much simpler method for evaluating the definite integral of a function.
Antiderivatives
Let
be a function defined on an interval
. Suppose we can find a function
such that
. If such a function
exists, it is called an antiderivative of
. In each case, we are required to find a function, given knowledge about its derivatives.
DEFINITION1
A function
is called an antiderivative of
on an interval
if
for all
in
.
For example, an antiderivative of
is
, since
.
Recall that if two functions have identical derivatives on an interval, then they must differ by a constant. To see this, suppose
and
are any two antiderivatives of
, then
. This implies
on the interval
. Hence
is a constant function. Thus
.
THEOREM 1 Antiderivaitves Differ by a Constant
If
is an antiderivative of
on an interval
, then the most general antiderivative of
on
is
,
where
is an arbitrary constant. By assigning specific values to the constant
, we obtain a family of functions whose graphs are vertical translates of one another.
The Fundamental Theorem of Calculus
We now recall the following facts:
1.If
is continuous on
, then
exists.
2. If
is continuous on
and
, then
.
3. If
on
, then
1.
.
THEOREM 2 Mean Value Theorem for Integration
If
is continuous on
, then there exists a ![]()
such that
.
Proof Since
is continuous on
, there exist a maximum
and minimum
(Extreme Value Theorem)1). So
implies

and MVT
.
![]()
.
By the Mean Value Theorem, there exist
in
such that
. ■
Let
be a continuous function on
. For
define a new function
by
2.
.
If
is a fixed number, then the integral
is a definite number. If
happens to be
a positive function, then
can be interpreted as the area under the graph of
from
to
, where
can vary from
to
. Thus
is the “area so far” function; (See Figure 2.)

Figure 2
The Fundamental Theorem of Calculus has two parts:
THEOREM 3 The First Part of the Fundamental Theorem of Calculus
If
is a continuous function on
, then
is continuous on
, differentiable on
, and satisfies
.
Proof Let
be a point in
.
![]()
![]()
By Mean Value Theorem for integration, there exist
in
such that
.
Since
as
and
is continuous
■
An alternate notation for the derivative portion is,

Figure 3
3.
.
At the end points,
has a one-sided derivative, and the same formula holds. That is, the right-handed derivative of
at
is
, and the left-handed derivative of
at
is
.
That is if we first integrate
and then differentiate the result, we get back to the original function
. This first part of the Fundamental Theorem of Calculus says that our earlier observation is correct. Namely if
is a continuous function and
, then ![]()
.
The first part of the Fundamental Theorem of Calculus establishes a remarkable relationship between the operation of differentiation and integration, the two processes initially appear to be unrelated. The second part of the Fundamental Theorem of Calculus is given below.
THEOREM 4 The Second Part of the Fundamental Theorem of Calculus
Let
be a continuous function on
. Suppose that
is any antiderivative of
that satisfy
Then
.
Proof

Figure 4
Consider the function
. Since
is differentiable on
, it is continuous
there (including at the end points, where the one-sided derivatives exist). We also know
that
and
are differentiable on
, and by the first Fundamental Theorem of Calculus their derivatives are equal. Recall that we had (as a consequence of the mean value theorem for derivatives) that
and
differ by a constant. That is, there is a number
such that
for all
. Then ![]()
■
Visual Proof : http://archives.math.utk.edu/visual.calculus/4/ftc.9/
Because
, Part 2 can be rewritten as
.
Recall that
is a number, not a function.
The derivative of the function
is
by part 1 of the FTC
with the non-negative continuous function
. So
can be
interpreted as the area under the graph of
from
to
, as in Figure 4.
EXAMPLE 1
Find the derivative of the function ![]()
Solution. Since
is continuous, the First Part of the Fundamental Theorem of
Calculus gives
. ■
EXAMPLE 2
Find
.
Solution. Let
. Then ![]()
(by the Chain Rule)![]()
. ■
EXAMPLE 3
Compute
.
Solution.
The function
is continuous everywhere. An antiderivative is
. So from part 2 of the FTC we have
.
EXAMPLE 4
Determine the area under the parabola
from 0 to 2.
Solution.
An antiderivative of
is
. The required area
is found using Part 2 of the FTC.
. ■
EXAMPLE 5
Find
.
Solution. An antiderivative of
is
since
, we can write
. So
. ■
EXAMPLE 6
Compute the area under the sine curve from 0 to
, where
.
Solution. Since
is an antiderivative of
, so
.
With
, the area under the sine curve from 0 to
is
. (See Figure 5.) ■

Figure 5
CAS EXAMPLE 7
Estimate the value of the integral. ![]()
http://matrix.skku.ac.kr/cal-lab/cal-5-3-exm-6.html
Solution. var('x')
f=ln(x)^2
show(plot(f, x, 1, 2))
print integral(ln(x)^2, x, 1, 2)
print numerical_integral(f, 1, 2)
The integrand : [ ln(x)^2 - 2ln(x) + 2 ] x
Answer : 2log(2)^{2}-4log(2)+2=0.18831730
(2.0907420860874118e-15, error bound)
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/
■
Figure 6
5.3 EXERCISES (The Fundamental Theorem of Calculus)
http://matrix.skku.ac.kr/Cal-Book/part1/CS-Sec-5-3-Sol.html http://youtu.be/Pa4Z38KkDVY
1. Let
, where
is the function whose graph is shown below.
(a)Evaluate
and
.
(b)Estimate
,
and
.
(c) On what interval is
increasing?
(d) Where does
have a maximum value?
(e) Sketch a rough graph of
.
(f) Use the given graph to sketch the graph of
. Compare with the graph of
.
Solution. (a) ![]()
(b) ![]()
(c)
(d) ![]()
(e) (
is blue,
is red)
(f) ![]()

2-3. Draw the area represented by
. Then find
in two ways:
(a)by using Part 1 of the FTC and (b)by evaluating the integral using Part 2 and then differentiating.
2. ![]()
Solution. (a)
(b) ![]()
3. ![]()
Solution. (a)
(b) ![]()
4-7. Find the derivative of the function using part 1 of the FTC.
4. ![]()
Solution. ![]()
5.
[Hint: ![]()
]
Solution. ![]()
CAS 6. ![]()
Solution. ![]()
7. ![]()
Solution. ![]()
8-10. Evaluate the integral using Part 2 of the FTC.
8. ![]()
Solution. ![]()
CAS 9.![]()
Solution. ![]()
![]()
.
10. ![]()
Solution.
![]()
11. Let
. Use Part 1 of the FTC to find
.
Solution.
so
.
var('t,x ');
g(x)=integral(t*e^(2*t), t, 1, x)
f(x)=diff(g(x), x)
print g(x)
print f(x)
print f(1)
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/
12. Give a non-polynomial function
(
) such that
and
.
Solution. For any function
set
.
Then clearly
and
so ![]()
For example
.
13. Let
and
. Find
.
Solution.
and ![]()
Hence
, so
.
14. Let
defined on
. Find
.
Solution.
. So ![]()
.
Note
. and
for
.
Hence
should be
. Therefore
.
15. Let
. Find
.
Solution. Differentiate both sides to get
.
.
Hence,![]()
.
16-17. Evaluate the integral and interpret it as a difference of areas.
16. ![]()
Solution.
=
since
.

CAS 17. ![]()
Solution. ![]()

18. If
, where
, find
.
Solution.
Therefore,
.
CAS 19. Find the value of
if
,
is continuous, and
.
Solution. ![]()
![]()
20. If
is continuous and
and
are differentiable functions, find a formula for
.
Solution.
![]()
.

<String Art>
5.4 Indefinite Integrals and the Net Change Theorem
Indefinite Integrals
The FTC connects antiderivatives and definite integrals. Part 1 says that if
is continuous, then
is an antiderivative of
. Part 2 says that
can be found by evaluating
, where
is an antiderivative of
.
If
is an anti-derivative of
, then the indefinite integral is
where
is an arbitrary constant.
means ![]()
Thus an indefinite integral represents an entire family of functions
. They are related by the FTC
![]()
.
The “richness” of FTC depends on the “availability” of antiderivatives of function.
Table of Indefinite Integrals
![]()
![]()
, where
is a constant.
for nonzero
.
,
.
![]()
![]()
![]()
![]()
Remember that the most general antiderivative on a given interval is obtained by adding a constant to a particular antiderivative. A formula for a general indefinite integral is assumed to be valid only on an interval (finite or infinite).
The following example shows that the general antiderivative of the function
,
, is
,
and
are constants.
EXAMPLE 1
Compute
.
Solution. We have ![]()
![]()
. ■
EXAMPLE 2
Obtain the general indefinite integral
.
Solution. We have ![]()
![]()
. ■
EXAMPLE 3
Evaluate
.
Solution. ![]()
![]()
. ■
EXAMPLE 4
Find
.
Solution. Rewrite the function and integrate:
![]()
. ■
Applications of The Net Change Theorem
Here
represents the rate of change of
with respect to
and
is the change in
when
changes from
to
. Although
might change in both directions, increase or decrease,
represents the net change in
. So the FTC 2 can restated in words as follows, the integral of a rate of change is the net change.
1. If
is the rate of change of quantity
, then
= Net Change over
.
2. If
gives the velocity of a moving object whose position function is
, then
= Displacement over
is the net change of
between time
and
.
3.(a) If an object moves along a straight line with position function
, then its velocity is
, so
1.
is the net change of position, or displacement, of the particle during the time period from
to
.
(b) To calculate the distance traveled during the time interval, consider the intervals when
(the particle moves to the right) and also the intervals when
(the particle moves to the left). In both cases the distance is computed by integrating
the speed. Therefore
2.
total distance traveled
Both displacement and distance traveled can be interpreted in terms of areas under a velocity curve. (See Figure 1.)

Figure 1
EXAMPLE 5
A particle moves along a line so that its velocity at time
is
(measured in meters per second).
(a) Find the displacement of the particle during the time period
.
(b) Find the distance traveled during this time period.
Solution. (a) The displacement is ![]()
.
This means that the particle moved 4.5 m toward the left.
(b) Note that
and so
on the interval
and
on
. Thus, the distance traveled is
![]()
![]()
. ■
Note The unit of measurement for
is the product of the units for
and the units for
.
CAS EXAMPLE 6
Find the general indefinite integral
.
http://matrix.skku.ac.kr/cal-lab/cal-5-4-exm-7.html
Solution. x=var('x')
f=ln(tan(x))/sin(x)^2
integral(f,x)
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/
Answer : -log(tan(x))/tan(x) - 1/tan(x) ■

Mobile mathematics
5.4 EXERCISES (Indefinite Integrals and the Net Change Theorem)
http://matrix.skku.ac.kr/Cal-Book/part1/CS-Sec-5-4-Sol.html http://youtu.be/Pa4Z38KkDVY
1-4. Verify by differentiation that the formula is correct.
1. ![]()
Solution. We take derivative of the right hand side and show that it is integrand.
2. ![]()
Solution. We take derivative of the right hand side and show that it is integrand.
CAS 3. ![]()
![]()
![]()
Solution. Let
. Then
and![]()
(because
and
)![]()
![]()
But
![]()
![]()
![]()
Therefore![]()
![]()
.
4. ![]()
Solution. Let
. Then
and
![]()
![]()
.
Substitute
, then
.
Therefore, ![]()
![]()
.
5-13. Find the general indefinite integral.
5. ![]()
Solution. ![]()
6. ![]()
Solution.
CAS 7. ![]()
Solution. ![]()
var('x');
f(x)=x^3+6*x+1
F(x)=integral(f(x), x)
print F(x)
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8. ![]()
Solution. ![]()
CAS 9. ![]()
Solution. ![]()
10. ![]()
Solution. ![]()
![]()
![]()
11. ![]()
Solution. ![]()
12. ![]()
Solution. ![]()
CAS 13. ![]()
Solution. ![]()
![]()
![]()
14-22. Evaluate the integral.
14. ![]()
Solution. ![]()
![]()
CAS 15. ![]()
Solution. ![]()
![]()
![]()
![]()
16. ![]()
Solution. ![]()
![]()
17. ![]()
Solution. ![]()
![]()
![]()
CAS 18. ![]()
Solution. ![]()
![]()

19. ![]()
Solution. ![]()
![]()
![]()
![]()
![]()
![]()
![]()
![]()
![]()
var('x');
f(x)=(4*x^(2)+2*x+1)/x
print integral(f(x), x)
print integral(f(x), x, 1, e^2)
plot(f(x), (x, 0, 1),
ymax=50)+plot(f(x), (x, 1, e^2),
fill=true)+plot(f(x), (x, e^2, 10))
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/
CAS 20. ![]()
http://matrix.skku.ac.kr/cal-lab/cal-5-4-20.html ![]()
Solution. integral(sqrt(2/x+2),x,0,2)
Answer:-1/2*sqrt(2)*log(-(2*sqrt(2))*sqrt(3)+5)+2*sqrt(3)
21. ![]()
Solution. ![]()
![]()
![]()
22. ![]()
Solution.
![]()
23. Estimate the area of the region that lies under the curve
and above the
-axis.
http://matrix.skku.ac.kr/cal-lab/cal-5-4-23.html ![]()
Solution. It is easy to see that the graph has a real root 1.1914.
f(x)=x^3+2*x^7 –2*x^9
c=find_root(f(x), 1, 2);
print integral(f(x), x, 0, c)
plot(f(x), (x, -0.5, 0),
ymax=2, ymin=-2)+plot(f(x), (x, 0, c),
fill="axis")+plot(f(x), (x, c, 2))
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/
Answer : 0.393951914046

24. Water is being added to a tank at a rate of
per minute. How much water is added to the tank from
to
?
http://matrix.skku.ac.kr/cal-lab/cal-5-4-24.html
Solution. The amount of water added for
is
where
and
.
x=var('x')
f(x)=100-4*x-x^2
g= integral(f(x), x)
R=integral(f(x), (x, 1, 6))
show (g)
show (R)
p1=plot(f(x), 0, 7)
p2=parametric_plot((1, x), (x, -14, 105), linestyle='--')
p3=parametric_plot((6, x), (x, -14, 100), linestyle='--')
p4=plot(f(x), 1, 6, ymax=100, fill="axis")
show(p1+p2+p3+p4)
plot(f(x),1,6,ymax=110,fill="axis")+plot(f(x),1,6,ymax=110,color='blue')
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/

25. Find the area of the region that lies to the right of the
-axis and to the left of the parabola
.
Solution. Since the parabola meets the
-axis at
and
, the area is given by
.
26. A particle is moving along a line with the velocity function
. Find the dis-placement and the distance traveled by the particle during the time
.
Solution. The displacement
,
The distance![]()
![]()
.
27. A honeybee population starts with 30 bees and increases at a rate of
bees per week. How many honeybees are there after 10 weeks?
Solution. Since the net change in population during 10 weeks is
, the total number of honeybees after 10 weeks is
.
28. The acceleration function (in
) of a particle is given by
and the initial velocity is
. Find the velocity of the particle at time
and determine the total distance traveled for
.
Solution. Since
, the velocity at time
is
.
And since
,
.
Therefore the distance traveled for
is
.
5.5 The Substitution Rule http://youtu.be/h7tmvmNOliU
The Substitution Rule replaces a relatively complicated integral by a simpler integral, by changing from the original variable
to a new variable
that is a function of
. The main challenge lies in finding an appropriate substitution. At first you can try choosing
to be some function in the integrand or some complicated part of the integrand.
For example, to evaluate integral
1.
, introduce a new variable with
. So
. Now we can rewrite the given integral as a new integral in the new variable
as:
2.
.
A simple check reveals that the above method of “substitution” works well:
.
In general, this method works whenever the given integral can be written in the form
. Since
, and since by the Chain Rule,
then
3.
.
With the “change of variable” or “substitution”
, we have
. Then using the Chain Rule for differentiation 3. reduces to
or, alternatively writing
, we get
.
The Substitution Rule
If
is a differentiable function whose range is an interval
and
is continuous on
, then
.
Note At the final step, make sure to return to the original variable
.
EXAMPLE 1
Find
.
Solution. The integrand suggests the substitution
. Then
. Now using
and the Substitution Rule, we have
![]()
![]()
. ■
EXAMPLE 2
Find
.
Solution. 1.Put
. Then
, so
. Thus, the Substitution Rule gives ![]()
![]()
.
2.Alternatively take
. Then
so
.
Therefore, ![]()
. ■
EXAMPLE 3
Find
.
Solution. Let
, then
.
Therefore, ![]()
. ■
EXAMPLE 4
Evaluate
.
Solution. If we multiply the numerator and denominator by
then we obtain
. Put
, then
. Therefore,
![]()
. ■.
EXAMPLE 5
Find
.
Solution. Since
, this suggests the substitution
. Then
![]()
. ■
Since
, so this result can also be written as
4. ![]()
EXAMPLE 6
Find
.
Solution. Put
, then
.
Therefore,![]()
. ■
EXAMPLE 7
Evaluate
.
Solution. Since
, we have
![]()
. ■
The substitution in the substitution rule is not unique. For example refer to example 2.
Using Substitution Rule for evaluating Definite Integrals
A definite integral can be evaluated by substitution, in two ways. One way is to evaluate the indefinite integral first and then use the FTC. Another way is to put everything in terms of the new variable
. This will change the integrand and the limits of integration. The new limits of integration are the values of
obtained from
and
.
The Substitution Rule for Definite Integrals
If
is continuous on
and
is continuous on the range of
, then
5.
.
Proof Let
be an antiderivative of
. Then, by ,
is an antiderivative of
, so by Part 2 of the Fundamental Theorem, we have
![]()
But, applying the FTC 2 a second time, we also have
. ■
EXAMPLE 8
Find
.
Solution. Put
and
. Now when
,
and when
,
so the new limits of integration are
to
. Therefore,
![]()
![]()
. ■
EXAMPLE 9
Calculate
.
Solution. Put
. Then
, so
. When
,
and when
,
. Thus ![]()
![]()
. ■
EXAMPLE 10
Find
.
Solution.

Figure 1
The integrand suggests using
, so then
. Now when
,
; when
,
. Thus ![]()
. ■
Symmetry
When the graph of a function
is symmetric with respect to either the
-axis (even function) or the origin (odd function), then the definite integral of
on a symmetric interval
, that is
, can be evaluated by means of a shortcut.
Integrals of Symmetric Functions
(a) Even Function Rule
If
is an even integrable function on
, then
.
(b) Odd Function Rule
If
is an odd integrable function on
, then
.
Proof Split the given integral into two:
5. ![]()
In the first integral on the far right side put
. Then
and when
,
. Therefore
.
So 5. becomes
6.
.
(a) If
is even, then
so Equation 6. gives
![]()
(b) If
is odd, then
so Equation 6. gives
. ■
For the case where
is positive and even, part (a) says that the area under
from
to
is twice the area from 0 to
because of symmetry.

(a) (b)
Recall that an integral
can be expressed as the area above the
- axis and below
, minus the area below the
-axis and above
. Thus, part (b) says the integral is 0 because the areas cancel. (See Figure 2.)
EXAMPLE 11
Evaluate
.
Solution. In this case
is an even function on the symmetric interval
. (See Figure 2 (a).)
. ■
EXAMPLE 12
Evaluate
.
Solution. In this case
is an odd function on the symmetric interval
. (See Figure 2 (b).) ![]()
var('x')
f=x^3 + x
plot(f)
integral(f, x, -1, 1)
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/
5.5 EXERCISES (The Substitution Rule)
http://matrix.skku.ac.kr/Cal-Book/part1/CS-Sec-5-5-Sol.html http://youtu.be/0TMbpCPO4Uc
1-3. Evaluate the given indefinite integral using an appropriate substitution.
1. ![]()
Solution.
, ![]()
![]()
2. ![]()
Solution.
,![]()
![]()
3. ![]()
Solution.
,
![]()
4-10. Find the indefinite integral.
CAS 4. ![]()
http://matrix.skku.ac.kr/cal-lab/cal-5-5-4.html
Solution. Let
then
.![]()
![]()
@interact
def _(c=((1, 10, 0.1)))
f(x)=x/(2*x^2+1)
F=diff(f(x), x)+c
P=plot(F)
show(P)
[CAS] http://sage.skku.edu/ 또는 https://sagecell.sagemath.org/

5. ![]()
Solution. ![]()
6. ![]()
Solution. ![]()
CAS 7. ![]()
Solution. ![]()
8.
![]()
Solution.
,![]()
![]()
![]()
9. ![]()
Solution. ![]()
CAS 10. ![]()
Solution.
11-23. Evaluate the definite integral, if it exists.
11. ![]()
Solution. ![]()
(Because
is an odd function)
12. ![]()
Solution. ![]()
CAS 13. ![]()
Solution. ![]()
CAS 14. ![]()
Solution. ![]()
CAS 15. ![]()
Solution. 4
CAS 16. ![]()
Solution.
. (First of all we substitute
.)
![]()
![]()
17. ![]()
Solution.
,

18. ![]()
Solution. Since ![]()
, first we have

Then, 

![]()
(Because![]()
is an even function.) Hence 
CAS 19. ![]()
Solution.
because
is odd function.
CAS 20. ![]()
Solution. ![]()
CAS 21. ![]()
http://matrix.skku.ac.kr/cal-lab/cal-5-5-21.html
Solution. ![]()
var('x, a')
f(x)=x*sqrt(a^2 – x^2)
integral(f, x)
22.
![]()
Solution. ![]()
23. ![]()
Solution.
because
is odd function.
24-25. Find the exact area.
24.
, ![]()
Solution. ![]()

CAS 25.
, ![]()
Solution. 4

26. Let
be a function symmetrical with respect to
. Show
, when
.
Solution. Since
.
Hence ![]()
because
is a function symmetrical with respect to
.
5.6 The Logarithm Defined as an Integral
The Natural Logarithm
In this section, first of all we will use the FTC to define
as an integral and then define the exponential function as its inverse.
DEFINITION1
The natural logarithmic function is the function defined by
. Note that it
exists since
is a continuous function. If
, then
can be interpreted geometrically as the area under the hyperbola
from
to
. (See Figure 1.) For
, we have
For
,
and so
is the negative
of the area shown in Figure 2.


Figure 1 Figure 2
EXAMPLE 1
(a) By comparing areas, show that
.
(b) Use the Midpoint Rule with
to estimate the value of
.
Solution. (a) We can interpret
as the area under the curve
from 1 to 2. From Figure 3 we see that this area is larger than the area of rectangle BCDE and smaller than the area of trapezoid ABCD. Thus, we have
![]()
(b) If we use the Midpoint Rule with
,
, and
, we get
![]()
. ■
Using part 1 of the FTC we have
and so
1. ![]()
2. Laws of Logarithms
If
and
are positive numbers and
is a rational number.
1.
2.
3. ![]()
Proof 1. Let
, where
is a positive constant. Then, using 2. and the Chain Rule, we have
.
Therefore,
and
have the same derivative and so they must differ by a constant, that is,
.
Putting
in this equation, we get
. Thus
.
If we now replace the constant
by any number
, then we have
.
2. Using Law 1 with
, we have ![]()
and so
.
Using Law 1 again, we have ![]()
.
The proof of Law 3 is left as an exercise. ■
In order to graph
, we first determine its limits:
3. (a)
(b) ![]()
Proof (a) Using Law 3 with
and
(where
is any positive integer), we have
. Now
, so this shows that
as
.
is an increasing function since its derivative is
. Therefore,
as
.
(b) If we let
, then
as
. Thus, using (a), we have
. ■
If
, then
and
which shows that
is increasing and concave downward on
. With this information, we draw the graph of
. (See Figure 4.)
Since
and
is an increasing continuous function that takes on arbitrarily large values, the Intermediate Value Theorem shows that there is a number where ln
takes on the value 1. (See Figure 5.) This important number is denoted by
.


Figure 4 Figure 5
DEFINITION2
is the number such that
.
The Natural Exponential Function
The natural exponential function
is one of the most frequently occurring functions in calculus and its applications. We defined
before and can extend
continuously to all real value
.
Since the logarithm is an increasing function, it is one-to-one and therefore has an inverse function, which we denote by exp. Thus, according to the definition of an inverse function,
4. ![]()
and the cancellation equations are
5.
and ![]()
In particular, we have
since ![]()
since ![]()

⇔ ![]()
![]()
We obtain the graph of
by reflecting the graph of
about the line
. (See Figure 6.) The domain ![]()
of exp is the range of the logarithm. ![]()
. The range of exp is the domain of log,
, which is the domain of the logarithm is the range of exp.
If
is any rational number, then the third law of logarithms gives i.e. ![]()
.
Therefore, by 4,
.
Thus,
whenever
is a rational number. This leads us to write
, even for irrational values of
, by the equation
![]()
In other words, for the reasons given, we define
to be the inverse of the function
. In this notation 4 becomes
6.
⇔ ![]()
and the cancellation equations 5 become
7.
, ![]()
8.
for all ![]()

Figure 7 The exponential function
Properties of the Exponential Function
The exponential function
is an increasing continuous function with domain
and range
. Thus,
for all
. Also
![]()
So the
-axis is a horizontal asymptote of
.
We now verify
where
has the other properties expected of an exponential function.
9 Laws of Exponents
If
and
are real numbers and
is any real number, then
1.
2.
3. ![]()
Proof 1. Using the first law of logarithms and Equation 8, we have
![]()
Since ln is a one-to-one function, it follows that
. ■
THEOREM 3 Prove that![]()
Proof The function
is differentiable because it is the inverse function of
. To find its derivative, we use the inverse function method. Let
. Then
and differentiating this latter equation implicitly with respect to
, we get
. ■
General Exponential Functions
If
and
is any rational number, then by 7 and 9,
.
Therefore, even for irrational numbers
, we define
10 ![]()
Thus, for instance,
.
The function
is called the exponential function with base
. Notice that
is positive for all
because
is positive for all
.
Definition 10 allows us to extend one of the laws of logarithms. We already know that
where
is rational. But if we now let
be any real number we have, from Definition 10,
![]()
Thus
11
for any real number ![]()
The general laws of exponents follow from Definition 10 together with the laws of exponents for
.
12 Properties of Exponential Functions
If
and
are real numbers and
,
then
1.
2. ![]()
3.
4. ![]()
Proof 1. Using Definition 10 and the properties of exponential functions
, we have
![]()
![]()
3. Using Equation 11 we obtain
![]()
. ■
The remaining proofs are left as exercises.
The differentiation formula for exponential functions is also a consequence of Definition 10 :
13. ![]()
Proof ![]()
■
If
, then
, so
, which shows that
is increasing (see Figure 8). If
, then
and so
is decreasing (see Figure 9).

![]()
Figure 8 Figure 9
http://matrix.skku.ac.kr/2011-BK-Coll/coll_20110512.htm
General Logarithmic Functions
If
and
, then
is a one-to-one function. Its inverse function is called the logarithmic function with base
and is denoted by
.
Thus
14
⇔ ![]()
In particular, we see that
.
The properties of logarithms are similar to those for the natural logarithm and can be deduced from the corresponding properties of exponential functions.
To differentiate
, we write the equation as
. From Equation 14 we have
, so ![]()
Since
is a constant, we can differentiate as follows:
![]()
15 ![]()
The Number
Expressed as a Limit
In this section
is defined as the number such that
. It can also be defined as
16 ![]()
Proof Let
. Then
, so
. But, by the definition of derivative,
![]()
![]()
.
Since
, we have
.
Hence
. ■
5.6 EXERCISES (The Logarithm Defined as an Integral)
http://matrix.skku.ac.kr/Cal-Book/part1/CS-Sec-5-6-Sol.html http://youtu.be/ymDImdIQ90c
CAS 1. (a) By comparing areas, show that
.
(b) Use the Midpoint Rule with
to estimate
.
http://matrix.skku.ac.kr/cal-lab/cal-RiemannSum.html
Solution. (a)

From above figure, we have
.
Since
,
and
,
we have
.(b) Let
. Then we get ![]()
![]()
![]()
2. By comparing areas, show that ![]()
Solution. Note that
. Let
. If we use the left endpoint rule with
subintervals to estimate
, then the
th height is
. If we use the right endpoint rule with
subinterval to estimate
, the
th height is
. Since
for both rules is 1 and
, we obtain the desired expressions.
3. (a) By comparing areas, show that
.
(b) Deduce that
.
Solution. (a) By similar approach as Example 1,
and
.
Hence
.

(b) Since
is an increasing function and
, we have
.
Therefore
.
4. Deduce the following laws of logarithms.
(a)
(b) ![]()
(c) ![]()
Solution. Let
and
.
Then
and
.
(a) ![]()
![]()
(b) ![]()
![]()
(c) ![]()
![]()
5. Show that
by using an integral.
Solution.
(See exercise 2.)
⇒ ![]()
6. Evaluate ![]()
Solution. ![]()
![]()
![]()
.
CAS 7. Evaluate
.
Solution. Let
. Then
.
![]()
Hence we have
.
8. Evaluate
.
Solution. The above limit can be written as a definite integral, namely
. To evaluate the integral, we first use the substitution
. Then
![]()
The last integral above is computed as follows:
![]()
![]()
Hence ![]()
9.
Find
.
Solution. We know that
as
and
as
while the second factor approaches
, which is 0.
The integral
has
as its upper limit of integration(Part 1 the FTC) suggesting that differentiation might be involved. Then the denominator
reminds us the definition of the derivative with
. So this becomes
. Thus define
then
. Now
![]()
![]()
![]()
![]()
(By the FTC3)![]()
Note Alternatively you may use L’Hospital’s Rule.

Calculus
About this book : http://matrix.skku.ac.kr/Cal-Book/
Copyright @ 2019 SKKU Matrix Lab. All rights reserved.
Made by Manager: Prof. Sang-Gu Lee and Dr. Jae Hwa Lee
http://matrix.skku.ac.kr/sglee/ and http://matrix.skku.ac.kr/cal-book/
*This research was supported by Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education (2017R1D1A1B03035865).