A colony of bacteria with twice as many cells produces twice as many new cells per hour. A lump of radioactive material with half as many atoms loses half as many atoms per year. In both cases the rate of change is proportional to the amount present. That single rule pins the quantity down completely, and the answer is always an exponential function.
Key terms
Constant relative growth rate
Definition For a positive differentiable quantity , the relative growth rate at time is
The quantity has constant relative growth rate on an interval if for every in .
In plain words The relative growth rate is growth per unit of what is already there. A rate of per year means growing by about percent of the current size each year, at every moment.
Example If , then , so
for every . If instead for , the relative rate is
which is not constant.
The law of natural growth and decay
Definition The differential equation
with a constant , is the law of natural growth when and of natural decay when . On an interval containing , the differentiable solutions are exactly the functions
To see that there are no others, note that every solution satisfies
so is constant on the interval and equals .
In plain words If the rate of change is always the same multiple of the amount, then the amount is its starting value times . Nothing else fits.
Example If and , then . At the amount is .
Population growth
Definition A population with constant relative growth rate satisfies , so where . Two measurements at different times determine both and . The model fits as long as food and space do not limit growth.
In plain words Find from the data, then use to look forward or back.
Example A culture has bacteria at and at hours. Then , so and
per hour. After hours,
Radioactive decay and half-life
Definition The mass of a radioactive substance satisfies for a constant , so . The half-life is the time needed for any given amount to fall to half of itself. From ,
The half-life does not depend on the starting amount or the starting time.
In plain words Every half-life, whatever is left is cut in half.
Example Carbon-14 has a half-life of about years. Of grams, after years there remain grams. To fall to grams takes years with , so years.
Newton’s law of cooling
Definition Newton’s law of cooling says that the temperature of an object in surroundings held at constant temperature changes at a rate proportional to the difference,
Applying the law of natural decay to gives
In plain words It is the difference from the room temperature that decays exponentially, not the temperature itself.
Example Coffee at degrees Celsius is left in a room at degrees, and after minutes it is at degrees. Then , so
per minute. It reaches degrees when , that is
Continuously compounded interest
Definition An amount invested at annual interest rate compounded times a year grows after years to
For fixed , as this tends to
which is called continuous compounding. It satisfies , the law of natural growth with .
In plain words Compounding more and more often approaches a limit, and that limit is exponential growth at the interest rate.
Example Put dollars at percent for years.
| Compounding | Amount after 10 years |
|---|---|
| yearly | |
| monthly | |
| continuous |
Checking a model by differentiation
Definition A function solves the initial value problem , on an interval containing if is differentiable on , for every in , and . Checking a proposed answer means verifying both conditions directly.
In plain words Differentiate your answer, put it into the equation, and check the starting value. It takes a minute and catches most mistakes.
Example For the coffee, gives
and , so it checks. A common slip is . Its derivative is , not , so it fails the equation and would wrongly predict the coffee cooling toward degrees.
Check yourself
- A substance has a half-life of days. What fraction of it is left after days?
Show the answer
Since days is half-lives, the fraction left is .
- A population doubles every hours. What is its relative growth rate?
Show the answer
From we get
per hour.
- Check that solves with .
Show the answer
The derivative is
and . Both conditions hold.