A culture of bacteria that triples every hour does not gain the same number of cells each hour. It gains three times as many as the hour before. Change by a fixed factor, rather than by a fixed amount, is the signature of an exponential function, and calculus returns to it again and again in growth, decay and interest.
Key terms
Exponential function and its base
Definition Let be a real number with and . The exponential function with base is
More generally, a function with a constant is called an exponential function with base and initial value . For integer the power is repeated multiplication or division, for rational with it is , and for irrational it is the value that the rational powers close in on. If the function is strictly increasing, and if it is strictly decreasing. The base is excluded because is the constant function, a separate case. Negative bases are excluded because powers such as are not real numbers.
In plain words The variable sits in the exponent and the base is a fixed positive number other than . The base is the factor the output is multiplied by each time the input goes up by .
Example For the exact values are
Each step of to the right doubles the output. Compare , where the variable is the base and the exponent is fixed. That is a power function, not an exponential one.
Growth factor
Definition If , the base of is called the growth factor. With the function is strictly increasing on , which means implies . Writing with , the number is the growth rate per unit of input, often given as a percent.
In plain words A growth factor above makes the output bigger by the same multiple at every unit step. A factor of means growth per step.
Example A culture starts with cells and triples every hour, so after hours it has cells. The exact growth table is
| (hours) | |||||
|---|---|---|---|---|---|
The hourly gains are , , and . The gains are not constant, but each count is exactly times the one before.
Decay factor
Definition If , the base of is called the decay factor. With the function is strictly decreasing on . Writing with , the number is the fraction lost per unit of input. Since
the graph of is the reflection of the graph of across the -axis.
In plain words A factor between and keeps the same fraction of what was there at each step, so the output shrinks but never runs out.
Example A patient receives mg of a medication, and each hour the body removes of what is present. The amount left keeps the fraction each hour, so
Then , and . The base is the decay factor and is the hourly loss.
Fixed-factor change
Definition For and any fixed increment , every input satisfies
The ratio depends only on the increment , not on the starting input . Equally spaced inputs therefore give outputs that form a geometric sequence. A linear function has the matching property for differences, since .
In plain words Linear functions add the same amount over equal steps. Exponential functions multiply by the same factor over equal steps, wherever the step starts.
Example Take and steps of . The factor is . From to the output goes from to , and from to it goes from to . Both ratios equal , even though the second jump in height is much larger.
Positive outputs and the y-intercept
Definition For with ,
So the range of is and its graph crosses the -axis at . For the -intercept is , and every output has the same sign as .
In plain words A positive number raised to any real power stays positive, so the basic graph never touches or crosses the -axis. At input any base gives , so the initial value is where the graph meets the -axis.
Example The equations and have no real solutions. The function has -intercept , and and , all positive.
Horizontal asymptote
Definition A line is a horizontal asymptote of the graph of if approaches as or as . For the values approach as , and for they approach as . In both cases the line is a horizontal asymptote on one side only. For
the horizontal asymptote is , and the graph never reaches it because .
In plain words On one side the graph flattens out and hugs a horizontal line ever more closely without landing on it. On the other side it rises or falls without bound.
Example For at the value is , already very close to but still positive. The function has horizontal asymptote and -intercept , and its range is .
Contextual domain
Definition The contextual domain of a model is the set of inputs for which the model is meant to describe the situation. It is a subset of the domain of the formula. For an exponential model the formula accepts every real number, but a stated time window such as restricts the domain to , and the range shrinks to the outputs on that interval. When the quantity is measured only at whole time units, the domain may even be a finite set such as .
In plain words The formula may work for every input, but the story does not. Negative times before the dose, or times far beyond where the model was tested, are left out.
Example Suppose the medication model is stated to hold for the first hours. Its contextual domain is . Because is decreasing, the largest value is and the smallest is
so on this domain the range is about . The asymptote still describes the shape of the formula, but the model makes no claim about what happens after hours.
Check yourself
- Make an exact table of for . Is increasing or decreasing?
Show the answer
The values are , , , and . Each is times the one before. The base is greater than and , so is increasing.
- A car’s value is modeled by dollars for years. What fraction of its value does it lose each year, what is it worth after years, and what is the range on this domain?
Show the answer
The decay factor is , so it loses of its value each year. After two years it is worth dollars. Since is decreasing on , the range runs from up to dollars.
- For , find the ratio . Does it depend on ?
Show the answer
The ratio is for every real . It depends only on the step of , not on where the step starts.