• 沒有找到結果。

6.5

N/A
N/A
Protected

Academic year: 2022

Share "6.5"

Copied!
39
0
0

加載中.... (立即查看全文)

全文

(1)

6.5 Exponential Growth

and Decay

(2)

Exponential Growth and Decay

In many natural phenomena, quantities grow or decay at a rate proportional to their size. For instance, if y = f(t) is the number of individuals in a population of animals or bacteria at time t, then it seems reasonable to expect that the rate of growth f′(t) is proportional to the population f(t); that is,

f′(t) = kf(t) for some constant k.

Indeed, under ideal conditions (unlimited environment,

adequate nutrition, immunity to disease) the mathematical model given by the equation f′(t) = kf(t) predicts what

actually happens fairly accurately.

(3)

Exponential Growth and Decay

Another example occurs in nuclear physics where the mass of a radioactive substance decays at a rate proportional to the mass.

In chemistry, the rate of a unimolecular first-order reaction is proportional to the concentration of the substance.

In finance, the value of a savings account with continuously compounded interest increases at a rate proportional to

that value.

(4)

Exponential Growth and Decay

In general, if y(t) is the value of a quantity y at time t and if the rate of change of y with respect to t is proportional to its size y(t) at any time, then

where k is a constant.

Equation 1 is sometimes called the law of natural growth (if k > 0) or the law of natural decay (if k < 0). It is called a differential equation because it involves an unknown

function y and its derivative dy /dt.

(5)

Exponential Growth and Decay

It’s not hard to think of a solution of Equation 1. This

equation asks us to find a function whose derivative is a constant multiple of itself.

Any exponential function of the form y(t) = Cekt, where C is a constant, satisfies

y′(t) = C(kekt) = k(Cekt) = ky(t)

(6)

Exponential Growth and Decay

We will see later that any function that satisfies dy /dt = ky must be of the form y = Cekt. To see the significance of the constant C, we observe that

y(0) = Cek 0 = C

Therefore C is the initial value of the function.

(7)

Population Growth

(8)

Population Growth

What is the significance of the proportionality constant k? In the context of population growth, where P(t) is the size of a population at time t, we can write

The quantity

is the growth rate divided by the population size; it is called the relative growth rate.

(9)

Population Growth

According to (3), instead of saying “the growth rate is

proportional to population size” we could say “the relative growth rate is constant.”

Then (2) says that a population with constant relative growth rate must grow exponentially.

Notice that the relative growth rate k appears as the coefficient of t in the exponential function Cekt.

(10)

Population Growth

For instance, if

and t is measured in years, then the relative growth rate is k = 0.02 and the population grows at a relative rate of 2%

per year.

If the population at time 0 is P0, then the expression for the population is

P(t) = P e0.02t

(11)

Example 1

Use the fact that the world population was 2560 million in 1950 and 3040 million in 1960 to model the population of the world in the second half of the 20th century. (Assume that the growth rate is proportional to the population size.) What is the relative growth rate? Use the model to estimate the world population in 1993 and to predict the population in the year 2020.

Solution:

We measure the time t in years and let t = 0 in the year 1950.

(12)

Example 1 – Solution

We measure the population P(t) in millions of people. Then P(0) = 2560 and P(10) = 3040.

Since we are assuming that dP /dt = kP, Theorem 2 gives P(t) = P(0)ekt = 2560ekt

P(10) = 2560e10k = 3040

cont’d

(13)

Example 1 – Solution

The relative growth rate is about 1.7% per year and the model is

P(t) = 2560e0.017185t

We estimate that the world population in 1993 was P(43) = 2560e0.017185(43) ≈ 5360 million

The model predicts that the population in 2020 will be

cont’d

(14)

Example 1 – Solution

The graph in Figure 1 shows that the model is fairly

accurate to the end of the 20th century (the dots represent the actual population), so the estimate for 1993 is quite

reliable. But the prediction for 2020 is riskier.

A model for world population growth in the second half of the 20th century

cont’d

(15)

Radioactive Decay

(16)

Radioactive Decay

Radioactive substances decay by spontaneously emitting radiation. If m(t) is the mass remaining from an initial mass m0 of the substance after time t, then the relative decay

rate

has been found experimentally to be constant. (Since dm/dt is negative, the relative decay rate is positive.) It follows

that

where k is a negative constant.

(17)

Radioactive Decay

In other words, radioactive substances decay at a rate proportional to the remaining mass. This means that we can use (2) to show that the mass decays exponentially:

m(t) = m0ekt

Physicists express the rate of decay in terms of half-life, the time required for half of any given quantity to decay.

(18)

Example 2

The half-life of radium-226 is 1590 years.

(a) A sample of radium-226 has a mass of 100 mg. Find a formula for the mass of the sample that remains after t years.

(b) Find the mass after 1000 years correct to the nearest milligram.

(c) When will the mass be reduced to 30 mg?

Solution:

(a) Let m(t) be the mass of radium-226 (in milligrams) that remains after t years.

(19)

Example 2 – Solution

Then dm /dt = km and m(0) = 100, so (2) gives m(t) = m(0)ekt = 100ekt

In order to determine the value of k, we use the fact that m(1590) Thus

100e1590k = 50 so

and

cont’d

(20)

Example 2 – Solution

Therefore

m(t) = 100e–(ln 2)t/1590

We could use the fact that eln 2 = 2 to write the expression for m(t) in the alternative form

m(t) = 100 × 2–t /1590

cont’d

(21)

Example 2 – Solution

(b) The mass after 1000 years is

m(1000) = 100e–(ln 2)1000/1590 ≈ 65 mg

(c) We want to find the value of t such that m(t) = 30, that is,

100e–(ln 2)t /1590 = 30 or e–(ln 2)t /1590 = 0.3

We solve this equation for t by taking the natural logarithm of both sides:

cont’d

(22)

Example 2 – Solution

Thus

cont’d

(23)

Radioactive Decay

As a check on our work in Example 2, we use a graphing device to draw the graph of m(t) in Figure 2 together with the horizontal line m = 30. These curves intersect when t ≈ 2800, and this agrees with the answer to part (c).

(24)

Newton’s Law of Cooling

(25)

Newton’s Law of Cooling

Newton’s Law of Cooling states that the rate of cooling of an object is proportional to the temperature difference

between the object and its surroundings, provided that this difference is not too large. (This law also applies to

warming.)

If we let T(t) be the temperature of the object at time t and Ts be the temperature of the surroundings, then we can formulate Newton’s Law of Cooling as a differential

equation:

(26)

Newton’s Law of Cooling

This equation is not quite the same as Equation 1, so we make the change of variable y(t) = T(t) – Ts. Because Ts is constant, we have y′(t) = T′(t) and so the equation

becomes

We can then use (2) to find an expression for y, from which we can find T.

(27)

Example 3

A bottle of soda pop at room temperature (72°F) is placed in a refrigerator where the temperature is 44°F. After half an hour the soda pop has cooled to 61°F.

(a) What is the temperature of the soda pop after another half hour?

(b) How long does it take for the soda pop to cool to 50°F?

Solution:

(a) Let T(t) be the temperature of the soda after t minutes.

(28)

Example 3 – Solution

The surrounding temperature is Ts = 44°F, so Newton’s Law of Cooling states that

If we let y = T – 44, then y(0) = T(0) – 44 = 72 – 44 = 28, so y satisfies

y(0) = 28

and by (2) we have

y(t) = y(0)ekt = 28ekt

cont’d

(29)

Example 3 – Solution

We are given that T(30) = 61, so y(30) = 61 – 44 = 17 and

28e30k = 17

Taking logarithms, we have

≈ –0.01663

cont’d

(30)

Example 3 – Solution

Thus

y(t) = 28e–0.01663t

T(t) = 44 + 28e–0.01663t

T(60) = 44 + 28e–0.01663(60)

≈ 54.3

So after another half hour the pop has cooled to about 54° F.

cont’d

(31)

Example 3 – Solution

(b) We have T(t) = 50 when

44 + 28e–0.01663t = 50

The pop cools to 50°F after about 1 hour 33 minutes.

cont’d

(32)

Newton’s Law of Cooling

Notice that in Example 3, we have

which is to be expected. The graph of the temperature function is shown in Figure 3.

(33)

Continuously Compounded Interest

(34)

Example 4

If $1000 is invested at 6% interest, compounded annually, then after 1 year the investment is worth

$1000(1.06) = $1060, after 2 years it’s worth

$[1000(1.06)]1.06 = $1123.60, and after t years it’s worth

$1000(1.06)t.

In general, if an amount A0 is invested at an interest rate r (r = 0.06 in this example), then after t years it’s worth A0(1 + r)t.

Usually, however, interest is compounded more frequently, say, n times a year.

(35)

Example 4

Then in each compounding period the interest rate is r /n and there are nt compounding periods in t years, so the value of the investment is

For instance, after 3 years at 6% interest a $1000 investment will be worth

$1000(1.06)3 = $1191.02 with annual compounding

cont’d

(36)

Example 4

$1000(1.015)12 = $1195.62 with quarterly compounding

$1000(1.005)36 = $1196.68 with monthly compounding with daily compounding

You can see that the interest paid increases as the number of compounding periods (n) increases. If we let n → ,

then we will be compounding the interest continuously and the value of the investment will be

cont’d

(37)

Example 4

But the limit in this expression is equal to the number e.

(where m = n /r )

cont’d

(38)

Example 4

So with continuous compounding of interest at interest rate r, the amount after t years is

A(t) = A0ert If we differentiate this equation, we get

which says that, with continuous compounding of interest, the rate of increase of an investment is proportional to its size.

cont’d

(39)

Example 4

Returning to the example of $1000 invested for 3 years at 6% interest, we see that with continuous compounding of interest the value of the investment will be

A(3) = $1000e(0.06)3 = $1197.22

Notice how close this is to the amount we calculated for daily compounding, $1197.20. But the amount is easier to compute if we use continuous compounding.

cont’d

參考文獻

相關文件

In this section we investigate differential equations that are used to model population growth: the law of natural growth, the logistic equation, and several others.... The Law

One model for the growth of a population is based on the assumption that the population grows at a rate proportional to the size of the population.. That is a reasonable

Survivor bias is that when we choose a sample from a current population to draw inferences about a past population, we leave out members of the past population who are not in

• However, these studies did not capture the full scope of human expansion, which may be due to the models not allowing for a recent acceleration in growth

What was more surprising, when the sides of the two equilateral polygons changed at a certain rate, the pattern of the generated graph would become a tessellation.. Then we could

Department of Mathematics – NTNU Tsung-Min Hwang November 16, 2003... We say that the rate of

One, the response speed of stock return for the companies with high revenue growth rate is leading to the response speed of stock return the companies with

a) Visitor arrivals is growing at a compound annual growth rate. The number of visitors fluctuates from 2012 to 2018 and does not increase in compound growth rate in reality.