One of the most prevalent applications of exponential functions involves growth and decay models. Exponential growth and decay show up in a host of natural applications. From population growth and continuously compounded interest to radioactive decay and Newton’s law of cooling, exponential functions are ubiquitous in nature. In this section, we examine exponential growth and decay in the context of some of these applications.
Many systems exhibit exponential growth. These systems follow a model of the form
where
represents the initial state of the system and
is a positive constant, called the growth constant. Notice that in an exponential growth model, we have
That is, the rate of growth is proportional to the current function value. This is a key feature of exponential growth. [link] involves derivatives and is called a differential equation. We learn more about differential equations in Introduction to Differential Equations.
Systems that exhibit exponential growth increase according to the mathematical model
where
represents the initial state of the system and
is a constant, called the growth constant.
Population growth is a common example of exponential growth. Consider a population of bacteria, for instance. It seems plausible that the rate of population growth would be proportional to the size of the population. After all, the more bacteria there are to reproduce, the faster the population grows. [link] and [link] represent the growth of a population of bacteria with an initial population of
bacteria and a growth constant of
Notice that after only
hours
minutes), the population is
times its original size!
Time (min) | Population Size (no. of bacteria) |
---|---|
Note that we are using a continuous function to model what is inherently discrete behavior. At any given time, the real-world population contains a whole number of bacteria, although the model takes on noninteger values. When using exponential growth models, we must always be careful to interpret the function values in the context of the phenomenon we are modeling.
Consider the population of bacteria described earlier. This population grows according to the function
where t is measured in minutes. How many bacteria are present in the population after
hours
minutes)? When does the population reach
bacteria?
We have
Then
There are
bacteria in the population after
hours.
To find when the population reaches
bacteria, we solve the equation
The population reaches
bacteria after
minutes.
Consider a population of bacteria that grows according to the function
where
is measured in minutes. How many bacteria are present in the population after 4 hours? When does the population reach
million bacteria?
There are
bacteria in the population after
hours. The population reaches
million bacteria after
minutes.
Use the process from the previous example.
Let’s now turn our attention to a financial application: compound interest. Interest that is not compounded is called simple interest. Simple interest is paid once, at the end of the specified time period (usually
year). So, if we put
in a savings account earning
simple interest per year, then at the end of the year we have
Compound interest is paid multiple times per year, depending on the compounding period. Therefore, if the bank compounds the interest every
months, it credits half of the year’s interest to the account after
months. During the second half of the year, the account earns interest not only on the initial
but also on the interest earned during the first half of the year. Mathematically speaking, at the end of the year, we have
Similarly, if the interest is compounded every
months, we have
and if the interest is compounded daily
times per year), we have
If we extend this concept, so that the interest is compounded continuously, after
years we have
Now let’s manipulate this expression so that we have an exponential growth function. Recall that the number
can be expressed as a limit:
Based on this, we want the expression inside the parentheses to have the form
Let
Note that as
as well. Then we get
We recognize the limit inside the brackets as the number
So, the balance in our bank account after
years is given by
Generalizing this concept, we see that if a bank account with an initial balance of
earns interest at a rate of
compounded continuously, then the balance of the account after
years is
A 25-year-old student is offered an opportunity to invest some money in a retirement account that pays
annual interest compounded continuously. How much does the student need to invest today to have
million when she retires at age
What if she could earn
annual interest compounded continuously instead?
We have
She must invest
at
interest.
If, instead, she is able to earn
then the equation becomes
In this case, she needs to invest only
This is roughly two-thirds the amount she needs to invest at
The fact that the interest is compounded continuously greatly magnifies the effect of the
increase in interest rate.
Suppose instead of investing at age
the student waits until age
How much would she have to invest at
At
At
interest, she must invest
At
interest, she must invest
Use the process from the previous example.
If a quantity grows exponentially, the time it takes for the quantity to double remains constant. In other words, it takes the same amount of time for a population of bacteria to grow from
to
bacteria as it does to grow from
to
bacteria. This time is called the doubling time. To calculate the doubling time, we want to know when the quantity reaches twice its original size. So we have
If a quantity grows exponentially, the doubling time is the amount of time it takes the quantity to double. It is given by
Assume a population of fish grows exponentially. A pond is stocked initially with
fish. After
months, there are
fish in the pond. The owner will allow his friends and neighbors to fish on his pond after the fish population reaches
When will the owner’s friends be allowed to fish?
We know it takes the population of fish
months to double in size. So, if t represents time in months, by the doubling-time formula, we have
Then,
Thus, the population is given by
To figure out when the population reaches
fish, we must solve the following equation:
The owner’s friends have to wait
months (a little more than
years) to fish in the pond.
Suppose it takes
months for the fish population in [link] to reach
fish. Under these circumstances, how long do the owner’s friends have to wait?
months
Use the process from the previous example.
Exponential functions can also be used to model populations that shrink (from disease, for example), or chemical compounds that break down over time. We say that such systems exhibit exponential decay, rather than exponential growth. The model is nearly the same, except there is a negative sign in the exponent. Thus, for some positive constant
we have
As with exponential growth, there is a differential equation associated with exponential decay. We have
Systems that exhibit exponential decay behave according to the model
where
represents the initial state of the system and
is a constant, called the decay constant.
The following figure shows a graph of a representative exponential decay function.
Let’s look at a physical application of exponential decay. Newton’s law of cooling says that an object cools at a rate proportional to the difference between the temperature of the object and the temperature of the surroundings. In other words, if
represents the temperature of the object and
represents the ambient temperature in a room, then
Note that this is not quite the right model for exponential decay. We want the derivative to be proportional to the function, and this expression has the additional
term. Fortunately, we can make a change of variables that resolves this issue. Let
Then
and our equation becomes
From our previous work, we know this relationship between y and its derivative leads to exponential decay. Thus,
and we see that
where
represents the initial temperature. Let’s apply this formula in the following example.
According to experienced baristas, the optimal temperature to serve coffee is between
and
Suppose coffee is poured at a temperature of
and after
minutes in a
room it has cooled to
When is the coffee first cool enough to serve? When is the coffee too cold to serve? Round answers to the nearest half minute.
We have
Then, the model is
The coffee reaches
when
The coffee can be served about
minutes after it is poured. The coffee reaches
at
The coffee is too cold to be served about
minutes after it is poured.
Suppose the room is warmer
and, after
minutes, the coffee has cooled only to
When is the coffee first cool enough to serve? When is the coffee be too cold to serve? Round answers to the nearest half minute.
The coffee is first cool enough to serve about
minutes after it is poured. The coffee is too cold to serve about
minutes after it is poured.
Use the process from the previous example.
Just as systems exhibiting exponential growth have a constant doubling time, systems exhibiting exponential decay have a constant half-life. To calculate the half-life, we want to know when the quantity reaches half its original size. Therefore, we have
Note: This is the same expression we came up with for doubling time.
If a quantity decays exponentially, the half-life is the amount of time it takes the quantity to be reduced by half. It is given by
One of the most common applications of an exponential decay model is carbon dating.
decays (emits a radioactive particle) at a regular and consistent exponential rate. Therefore, if we know how much carbon was originally present in an object and how much carbon remains, we can determine the age of the object. The half-life of
is approximately
years—meaning, after that many years, half the material has converted from the original
to the new nonradioactive
If we have
g
today, how much is left in
years? If an artifact that originally contained
g of carbon now contains
g of carbon, how old is it? Round the answer to the nearest hundred years.
We have
So, the model says
In
years, we have
Therefore, in
years,
g of
remains.
To determine the age of the artifact, we must solve
The artifact is about
years old.
If we have
g of
how much is left after. years? If an artifact that originally contained
g of carbon now contains
of carbon, how old is it? Round the answer to the nearest hundred years.
A total of
g of carbon remains. The artifact is approximately
years old.
Use the process from the previous example.
True or False? If true, prove it. If false, find the true answer.
The doubling time for
is
If you invest
an annual rate of interest of
yields more money in the first year than a
continuous rate of interest.
True
If you leave a
pot of tea at room temperature
and an identical pot in the refrigerator
with
the tea in the refrigerator reaches a drinkable temperature
more than
minutes before the tea at room temperature.
If given a half-life of t years, the constant
for
is calculated by
False;
For the following exercises, use
If a culture of bacteria doubles in
hours, how many hours does it take to multiply by
If bacteria increase by a factor of
in
hours, how many hours does it take to increase by
hours
How old is a skull that contains one-fifth as much radiocarbon as a modern skull? Note that the half-life of radiocarbon is
years.
If a relic contains
as much radiocarbon as new material, can it have come from the time of Christ (approximately
years ago)? Note that the half-life of radiocarbon is
years.
No. The relic is approximately
years old.
The population of Cairo grew from
million to
million in
years. Use an exponential model to find when the population was
million.
The populations of New York and Los Angeles are growing at
and
a year, respectively. Starting from
million (New York) and
million (Los Angeles), when are the populations equal?
years
Suppose the value of
in Japanese yen decreases at
per year. Starting from
when will
The effect of advertising decays exponentially. If
of the population remembers a new product after
days, how long will
remember it?
days
hours
minutes
If
at
and
at
what was
at
If
at
and
at
when does
If a bank offers annual interest of
or continuous interest of
which has a better annual yield?
What continuous interest rate has the same yield as an annual rate of
If you deposit
at
annual interest, how many years can you withdraw
(starting after the first year) without running out of money?
You are trying to save
in
years for college tuition for your child. If interest is a continuous
how much do you need to invest initially?
You are cooling a turkey that was taken out of the oven with an internal temperature of
After
minutes of resting the turkey in a
apartment, the temperature has reached
What is the temperature of the turkey
minutes after taking it out of the oven?
You are trying to thaw some vegetables that are at a temperature of
To thaw vegetables safely, you must put them in the refrigerator, which has an ambient temperature of
You check on your vegetables
hours after putting them in the refrigerator to find that they are now
Plot the resulting temperature curve and use it to determine when the vegetables reach
hours
minutes
You are an archaeologist and are given a bone that is claimed to be from a Tyrannosaurus Rex. You know these dinosaurs lived during the Cretaceous Era
million years to
million years ago), and you find by radiocarbon dating that there is
the amount of radiocarbon. Is this bone from the Cretaceous?
The spent fuel of a nuclear reactor contains plutonium-239, which has a half-life of
years. If
barrel containing
of plutonium-239 is sealed, how many years must pass until only
of plutonium-239 is left?
years
For the next set of exercises, use the following table, which features the world population by decade.
Years since 1950 | Population (millions) |
---|---|
[T] The best-fit exponential curve to the data of the form
is given by
Use a graphing calculator to graph the data and the exponential curve together.
[T] Find and graph the derivative
of your equation. Where is it increasing and what is the meaning of this increase?
The population is always increasing.
[T] Find and graph the second derivative of your equation. Where is it increasing and what is the meaning of this increase?
[T] Find the predicted date when the population reaches
billion. Using your previous answers about the first and second derivatives, explain why exponential growth is unsuccessful in predicting the future.
The population reaches
billion people in
For the next set of exercises, use the following table, which shows the population of San Francisco during the 19th century.
Years since 1850 | Population (thousands) |
---|---|
[T] The best-fit exponential curve to the data of the form
is given by
Use a graphing calculator to graph the data and the exponential curve together.
[T] Find and graph the derivative
of your equation. Where is it increasing? What is the meaning of this increase? Is there a value where the increase is maximal?
The population is always increasing.
[T] Find and graph the second derivative of your equation. Where is it increasing? What is the meaning of this increase?
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