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Section 5.6 Functions as Models

Subsection 5.6.1 The Shape of the Graph

To create a good model we first decide what kind of function to use. What sort of function has the right shape to describe the process we want to model? Should it be increasing or decreasing, or some combination of both? Is the slope constant or is it changing?
In Examples 5.6.1 and 5.6.3, we investigate how the shape of a graph illustrates the nature of the process it models.

Example 5.6.1.

Forrest leaves his house to go to school. For each of the following situations, sketch a possible graph of Forrest’s distance from home as a function of time.
  1. Forrest walks at a constant speed until he reaches the bus stop.
  2. Forrest walks at a constant speed until he reaches the bus stop; then he waits there until the bus arrives.
  3. Forrest walks at a constant speed until he reaches the bus stop, waits there until the bus arrives, and then the bus drives him to school at a constant speed.

Solution.

  1. The graph is a straight-line segment, as shown in figure (a). It begins at the origin because at the instant Forrest leaves the house, his distance from home is 0. (In other words, when \(t = 0, y = 0\text{.}\)) The graph is a straight line because Forrest has a constant speed. The slope of the line is equal to Forrest’s walking speed.
    distance from home
  2. The first part of the graph is the same as part (a). But while Forrest waits for the bus, his distance from home remains constant, so the graph at that time is a horizontal line, as shown in figure (b). The line has slope \(0\) because while Forrest is waiting for the bus, his speed is \(0\text{.}\)
  3. The graph begins like the graph in part (b). The last section of the graph represents the bus ride. It has a constant slope because the bus is moving at a constant speed. Because the bus (probably) moves faster than Forrest walks, the slope of this segment is greater than the slope for the walking section. The graph is shown in figure (c).

Checkpoint 5.6.2. Practice 1.

Erin walks from her home to a convenience store, where she buys some cat food, and then walks back home. Sketch a possible graph of her distance from home as a function of time.
Solution.
piecewise graph
The graphs in Example 5.6.1 are portions of straight lines. We can also consider graphs that bend upward or downward. The bend is called the concavity of the graph.

Example 5.6.3.

The two functions described in this example are both increasing functions, but they increase in different ways. Match each function to its graph and to the appropriate table of values.
  1. The number of flu cases reported at an urban medical center during an epidemic is an increasing function of time, and it is growing at a faster and faster rate.
  2. The temperature of a potato placed in a hot oven increases rapidly at first, then more slowly as it approaches the temperature of the oven.
\((1)\)
\(x\) \(0\) \(2\) \(5\) \(10\) \(15\)
\(y\) \(70\) \(89\) \(123\) \(217\) \(383\)
\((2)\)
\(x\) \(0\) \(2\) \(5\) \(10\) \(15\)
\(y\) \(70\) \(219\) \(341\) \(419\) \(441\)
increasing graphs of opposite concavity

Solution.

  1. The number of flu cases is described by graph (A) and table (1). The function values in table (1) increase at an increasing rate. We can see this by computing the rate of change over successive time intervals.
    \begin{gather*} x = 0 \text{ to } x = 5: ~~~~~~~~m = \frac{\Delta y}{\Delta x}=\frac{123-70}{5-0} = 10.6\\ \\ x = 5\text{ to } x = 10:~~~~~~~~ m = \frac{\Delta y}{\Delta x}=\frac{217-123}{10-5} = 18.8\\ \\ x = 10 \text{ to } x = 15:~~~~~~~~m = \frac{\Delta y}{\Delta x} =\frac{383 - 217}{15 - 10} = 33.2 \end{gather*}
    The increasing rates can be seen inthe figure below; the graph bends upward as the slopes increase.
    cocave up graph
  2. The temperature of the potato is described by graph (B) and table (2). The function values in table (2) increase, but at a decreasing rate.
    \begin{gather*} x = 0\text { to } x = 5:~~~~~~~~m =\frac{\Delta y}{\Delta x}=\frac{341-70}{5 - 0}= 54.2\\ \\ x = 5 \text{ to } x = 10:~~~~~~~~m =\frac{\Delta y}{\Delta x}=\frac{419 - 341}{10 - 5}= 15.6\\ \\ x = 10 \text{ to } x = 15:~~~~~~~~m =\frac{\Delta y}{\Delta x}=\frac{441 - 419}{15 - 10}= 4.4 \end{gather*}
    The decreasing slopes can be seen in the figure below. The graph is increasing but bends downward.
    cocave down graph
A graph that bends upward is called concave up, and one that bends down is concave down.

Checkpoint 5.6.4. Practice 2.

Francine bought a cup of cocoa at the cafeteria. The cocoa cooled off rapidly at first, and then gradually approached room temperature. Which graph more accurately reflects the temperature of the cocoa as a function of time? Explain why. Is the graph you chose concave up or concave down?
decreasing graphs of opposite concavity
Solution.
Graph (a): The graph has a steep negative slope at first, corresponding to an initial rapid drop in the temperature of the cocoa. The graph becomes closer to a horizontal line, corresponding to the cocoa approaching room temperature. The graph is concave up.

Checkpoint 5.6.5. QuickCheck 1.

Match each type of graph with its properties.
  1. Increasing, concave up
  2. Increasing, concave down
  3. Decreasing, concave up
  4. Decreasing, concave down
  1. \(y\)-values decrease, slopes decrease
  2. \(y\)-values decrease, slopes increase
  3. \(y\)-values increase, slopes decrease
  4. \(y\)-values increase, slopes increase

Subsection 5.6.2 Using the Basic Functions as Models

We have considered situations that can be modeled by linear or quadratic functions. In this section we’ll look at a few of the other basic functions.

Example 5.6.6.

Choose one of the eight basic functions to model each situation, and sketch a possible graph. \(~\alert{\text{[TK]}}~~\)
  1. The number of board-feet, \(B\text{,}\) that can be cut from a Ponderosa pine is a function of the cube of the circumference, \(c\text{,}\) of the tree at a standard height.
  2. The manager of an appliance store must decide how many coffee-makers to order every quarter. The optimal order size, \(Q\text{,}\) is a function of the square root of the annual demand for coffee-makers, \(D\text{.}\)
  3. The loudness, or intensity, \(I\text{,}\) of the music at a concert is a function of the reciprocal of the square of your distance, \(d\text{,}\) from the speakers.

Solution.

  1. \(\displaystyle B=kc^3\)
    cubic
  2. \(\displaystyle Q=k\sqrt{D}\)
    square root
  3. \(\displaystyle I=\dfrac{k}{d^2}\)
    inverse square

Checkpoint 5.6.7. QuickCheck 2.

Which basic graph is concave down wherever it is defined?
  1. \(\displaystyle f(x)=x^3\)
  2. \(\displaystyle f(x)=\dfrac{1}{x}\)
  3. \(\displaystyle f(x)=\sqrt[3]{x}\)
  4. \(\displaystyle f(x)=\sqrt{x}\)

Checkpoint 5.6.8. Practice 3.

Choose one of the eight basic functions to model each situation, and sketch a possible graph.
  1. The contractor for a new hotel is estimating the cost of the marble tile for a circular lobby. The cost, \(C\text{,}\) is a function of the square of the diameter, \(D\text{,}\) of the lobby.
  2. Investors are deciding whether to support a windmill farm. The wind speed, \(v\text{,}\) needed to generate a given amount of power is a function of the cube root of the power, \(P\text{.}\)
  3. The frequency, \(F\text{,}\) of the note produced by a violin string is a function of the reciprocal of the length, \(L\text{,}\) of the string.
Solution.
  1. \(C=kD^2\text{,}\)
    graph
  2. \(v=k\sqrt[3]{P}\text{,}\)
    graph
  3. \(F=\dfrac{k}{L}\text{,}\)
    graph
The next Example illustrates an application of the function \(f(x)=\sqrt{x}\text{.}\)

Example 5.6.9.

The speed of sound is a function of the temperature of the air in kelvins. (The temperature, \(T\text{,}\) in kelvins is given by \(T = C + 273\text{,}\) where \(C\) is the temperature in degrees Celsius.) The table shows the speed of sound, \(s\text{,}\) in meters per second, at various temperatures, \(T\text{.}\)
\(T ~ (\degree K)\) \(0\) \(20\) \(50\) \(100\) \(200\) \(400\)
\(T ~ (\text{m/sec})\) \(0\) \(89.7\) \(141.8\) \(200.6\) \(283.7\) \(401.2\)
  1. Plot the data to obtain a graph. Which of the basic functions does your graph most resemble?
  2. Find a value of \(k\) so that \(s = kf(T)\) fits the data.
  3. On a summer night when the temperature is \(20\degree\) Celsius, you see a flash of lightning, and 6 seconds later you hear the thunderclap. Use your function to estimate your distance from the thunderstorm.

Solution.

  1. The graph of the data is shown below. The shape of the graph reminds us of the square root function, \(y = \sqrt{x}\text{.}\)
    speed of sound
  2. We are looking for a value of \(k\) so that the function \(f(T) = k \sqrt{T}\) fits the data. We substitute one of the data points into the formula and solve for \(k\text{.}\) If we choose the point \((100, 200.6)\text{,}\) we obtain
    \begin{equation*} 200.6 = k \sqrt{100} \end{equation*}
    and solving for \(k\) yields \(k = 20.06\text{.}\) We can check that the formula \(s = 20.06 \sqrt{T} \) is a good fit for the rest of the data points as well. Thus, we suggest the function
    \begin{equation*} f (T) = 20.06\sqrt{T} \end{equation*}
    as a model for the speed of sound.
  3. First, we use the model to calculate the speed of sound at a temperature of \(20\degree\) Celsius. The Kelvin temperature is
    \begin{equation*} T = 20 + 273 = 293 \end{equation*}
    so we evaluate \(s = f (T )\) for \(T = 293\text{.}\)
    \begin{equation*} f (293) = 20.06\sqrt{293}\approx 343.4 \end{equation*}
    Thus, \(s\) is approximately 343.4 meters per second.
    The lightning and the thunderclap occur simultaneously, and the speed of light is so fast (about 30,000,000 meters per second) that we see the lightning flash as it occurs. So if the sound of the thunderclap takes \(6\) seconds after the flash to reach us, we can use our calculated speed of sound to find our distance from the storm.
    \begin{align*} \text{distance} \amp= \text{speed} \times \text{time}\\ \amp = (343.4\text{ m/sec}) (6 \text{ sec}) = 2060.4 \text{ meters} \end{align*}
    The thunderstorm is 2060 meters, or about 1.3 miles, away.

Checkpoint 5.6.10. Practice 4.

The ultraviolet index (UVI) is issued by the National Weather Service as a forecast of the amount of ultraviolet radiation expected to reach Earth around noon on a given day. The data show how much exposure to the sun people can take before risking sunburn.
UVI \(2\) \(3\) \(4\) \(5\) \(6\) \(8\) \(10\) \(12\)
Minutes to burn
(more sensitive)
\(30\) \(20\) \(15\) \(12\) \(10\) \(7.5\) \(6\) \(5\)
Minutes to burn
(more sensitive)
\(150\) \(100\) \(75\) \(60\) \(50\) \(37.5\) \(30\) \(25\)
  1. Plot \(m\text{,}\) the minutes to burn, against \(u\text{,}\) the UVI, to obtain two graphs, one for people who are more sensitive to sunburn, and another for people less sensitive to sunburn. Which of the basic functions do your graphs most resemble?
  2. For each graph, find a value of \(k\) so that \(m = k f(u)\) fits the data.
Solution.
  1. two concave up decreasing curves
    The graphs resemble \(f(x) = \dfrac{1}{x}\text{.}\)
  2. More sensitive: \(k = 60\text{,}\) Less sensitive: \(k = 300\)

Checkpoint 5.6.11. QuickCheck 3.

To decide which basic function might model a set of data, we can
  1. plot the data.
  2. look at the variables.
  3. choose scales for the axes.
  4. calculate the slope.
At this point, a word of caution is in order. There is more to choosing a model than finding a curve that fits the data. A model based purely on the data is called an empirical model. However, many functions have similar shapes over small intervals of their input variables, and there may be several candidates that model the data. Such a model simply describes the general shape of the data set; the parameters of the model do not necessarily correspond to any actual process.
In contrast, mechanistic models provide insight into the biological, chemical, or physical process that is thought to govern the phenomenon under study. Parameters derived from mechanistic models are quantitative estimates of real system properties. Here is what GraphPad Software has to say about modeling:
"Choosing a model is a scientific decision. You should base your choice on your understanding of chemistry or physiology (or genetics, etc.). The choice should not be based solely on the shape of the graph.
"Some programs . . . automatically fit data to hundreds or thousands of equations and then present you with the equation(s) that fit the data best. Using such a program is appealing because it frees you from the need to choose an equation. The problem is that the program has no understanding of the scientific context of your experiment. The equations that fit the data best are unlikely to correspond to scientifically meaningful models. You will not be able to interpret the best-fit values of the variables, and the results are unlikely to be useful for data analysis."
(Source: Fitting Models to Biological Data Using Linear and Nonlinear Regression, Motulsky & Christopoulos, GraphPad Software, 2003)

Subsection 5.6.3 The Absolute Value and Distance

The absolute value function is used to model problems involving distance. Recall that the absolute value of a number gives the distance from the origin to that number on the number line.

Checkpoint 5.6.12. QuickCheck 4.

To find the absolute value of a number, we can
  1. change its sign.
  2. subtract it from 0.
  3. find its distance from 0.
  4. square it.
We can find the distance from a number \(x\) to some point other than the origin, say \(a\text{,}\) by computing \(\abs{x - a}\text{.}\) For instance, the distance on the number line from \(x=-2\) to \(a=5\) is
\begin{equation*} \abs{-2-5} = \abs{-7} = 7~ \text{units} \end{equation*}

Distance and Absolute Value.

The distance between two points \(x\) and \(a\) is given by \(\abs{x - a}\text{.}\)
For example, the equation \(\abs{x - 2} = 6\) means "the distance between \(x\) and \(2\) is \(6\) units." The number \(x\) could be to the left or the right of \(2\) on the number line. Thus, the equation has two solutions, \(8\) and \(-4\text{,}\) as shown below.
6 units from 2

Example 5.6.13.

Write each statement using absolute value notation. Illustrate the solutions on a number line.
  1. \(x\) is three units from the origin.
  2. \(p\) is two units from \(5\text{.}\)
  3. \(a\) is within four units of \(-2\text{.}\)

Solution.

First, we restate each statement in terms of distance.
  1. The distance between \(x\) and the origin is three units, or \(\abs{x} = 3\text{.}\) Thus, \(x\) can be \(3\) or \(-3\text{.}\)
    absolut value of x is 3
  2. The distance between \(p\) and \(5\) is two units, or \(\abs{p - 5} = 2\text{.}\) If we count two units on either side of \(5\text{,}\) we see that \(p\) can be \(3\) or \(7\text{.}\)
    absolut value of p-5 is 2
  3. The distance between \(a\) and \(-2\) is less than four units, or \(\abs{a - (-2)} \lt 4\text{,}\) or \(\abs{a + 2} \lt 4\text{.}\) Count four units on either side of \(-2\text{,}\) to find \(-6\) and \(2\text{.}\) Then \(a\) is between \(-6\) and \(2\text{,}\) or \(-6 \lt a \lt 2\text{.}\)
    4 units from -2

Checkpoint 5.6.14. QuickCheck 5.

The notation \(|x-3|=5\) means
  1. \(x\) is 3 units bigger than 5.
  2. the distance between \(x\) and 5 is 3 units.
  3. 5 and 3 are \(x\) units apart.
  4. the distance between \(x\) and 3 is 5 units.

Checkpoint 5.6.15. Practice 5.

Write each statement using absolute value notation; then illustrate the solutions on a number line.
  1. \(x\) is five units away from \(-3\text{.}\)
  2. \(x\) is at least six units away from \(4\text{.}\)
Solution.
  1. \(\displaystyle \left|x+3\right|=5\)
    number line
  2. \(\displaystyle \left|x-4\right|\ge 6\)
    number line

Subsection 5.6.4 Absolute Value Equations

A graph can help us analyze an absolute value equation. For example, we know that the simple equation \(\abs{x} = 5\) has two solutions, \(x = 5\) and \(x = -5\text{.}\)
In fact, we can see from the graph at right that the equation \(\abs{x} = k\) has two solutions if \(k \gt 0\text{,}\) one solution if \(k = 0\text{,}\) and no solution if \(k \lt 0\text{.}\)
4 units from -2

Checkpoint 5.6.16. QuickCheck 6.

True or false.
  1. The graph of \(y=|2x-8|\) has no negative inputs.
  2. The equation \(|2x-8|=-4\) has two solutions.
  3. Depending on \(x,~~~|2x-8|\) can equal \(2x-8\) or \(8-2x\text{.}\)
  4. The graph of \(y=|2x-8|\) is a straight line.

Example 5.6.17.

  1. Use a graph of \(y = \abs{3x - 6}\) to solve the equation \(\abs{3x - 6} = 9\text{.}\)
  2. Use a graph of \(y = \abs{3x - 6}\) to solve the equation \(\abs{3x - 6} = -2\text{.}\)

Solution.

absolute value of 3x-6
  1. The graph shows the graphs of \(y = \abs{3x - 6}\) and \(y = 9\text{.}\) We see that there are two points on the graph of \(y = \abs{3x - 6}\) that have \(y = 9\text{,}\) and those points have \(x\)-coordinates \(x = -1\) and \(x = 5\text{.}\) We can verify algebraically that the solutions are \(-1\) and \(5\text{.}\) \(~\alert{\text{[TK]}}\)
    \begin{align*} x = \alert{-1}\text{: }\amp \\ \amp ~~ \abs{3(\alert{-1}) - 6} = \abs{-9} = 9\hphantom{00000}\\ x = \alert{5}\text{: }\amp\\ \amp ~~ \abs{3(\alert{5}) - 6} = \abs{9} = 9 \end{align*}
  2. There are no points on the graph of \(y = \abs{3x - 6}\) with \(y = -2\text{,}\) so the equation \(\abs{3x - 6} = -2\) has no solutions.

Technology 5.6.18. Solving Absolute Value Equations.

We can use a graphing calculator to solve the equations in Example 5.6.17.
The graph shows the graphs of \(Y_1 = \text{abs}(3X - 6)\) and \(Y_2 = 9\) in the window
\begin{align*} \text{Xmin} \amp = -2.7 \amp\amp \text{Xmax} = 6.7\\ \text{Ymin} \amp = -2 \amp\amp \text{Ymax} = 12 \end{align*}
We use the Trace or the intersect feature to locate the intersection points at \((-1, 9)\) and \((5, 9)\text{.}\)
absolute value of 3x-6

Checkpoint 5.6.19. Practice 6.

  1. Graph \(y = |2x + 7|\) for \(-12 \le x \le 8\text{.}\)
  2. Use your graph to solve the equation \(|2x + 7| = 11\text{.}\)
Solution.
  1. cubic and exponential functions
  2. \(x=-9\) or \(x=2\)
To solve an absolute value equation algebraically, we use the definition of absolute value.

Example 5.6.20.

Solve the equation \(\abs{3x - 6} = 9\) algebraically.

Solution.

We write the piecewise definition of \(\abs{3x - 6}\text{.}\)
\begin{equation*} \abs{3x-6} = \begin{cases} 3x-6 \amp \text{if } ~~3x-6\ge 0 \text{, or } ~x\ge 2\\ -(3x-6) \amp \text{if } ~~3x - 6\lt 0 \text{, or }~x\lt 2 \end{cases} \end{equation*}
Thus, the absolute value equation \(\abs{3x - 6} = 9\) is equivalent to two regular equations:
\begin{equation*} 3x - 6 =9~~~ \text{ or }~~~ -(3x - 6) = 9 \end{equation*}
or, by simplifying the second equation,
\begin{equation*} 3x - 6 =9~~~ \text{ or }~~~ 3x - 6 = -9 \end{equation*}
Solving these two equations gives us the same solutions we found in Example 5.6.17, namely \(x = 5\) and \(-1\text{.}\)
In general, we have the following strategy for solving absolute value equations.

Absolute Value Equations.

The equation
\begin{equation*} \blert{\abs{ax + b} = c} \hphantom{break} (c \gt 0) \end{equation*}
is equivalent to
\begin{equation*} \blert{ax + b = c} ~~~~\text{ or }~~~~ \blert{ax + b = -c} \end{equation*}

Checkpoint 5.6.21. Practice 7.

Solve \(|2x + 7| = 11\) algebraically.
Solution.
\(x=-9\) or \(x=2\)

Subsection 5.6.5 Absolute Value Inequalities

We can also use graphs to solve absolute value inequalities. Look again at the graph of \(y = \abs{3x - 6}\) in figure (a) below.
abs-3x-6
Because of the V-shape of the graph, all points with \(y\)-values less than \(9\) lie between the two solutions of \(~\abs{3x - 6} = 9~\text{,}\) that is, between \(-1\) and \(5\text{.}\) Thus, the solutions of the inequality \(~\abs{3x - 6} \lt 9~\) are \(-1 \lt x \lt 5, \) as shown in figure (a).
On the other hand, to solve the inequality \(~\abs{3x - 6} \gt 9~\text{,}\) we look for points on the graph with \(y\)-values greater than \(9\text{.}\) In figure (b), we see that these points have \(x\)-values outside the interval between \(-1\) and \(5\text{.}\) In other words, the solutions of the inequality \(~\abs{3x - 6} \gt 9~\) are \(x \lt -1\) or \(x \gt 5\text{.}\)
Thus, we can solve an absolute value inequality by first solving the related equation.

Absolute Value Inequalities.

Suppose the solutions of the equation \(\abs{ax+b}=c\) are \(r\) and \(s\text{,}\) with \(r \lt s\text{.}\) Then
  1. The solutions of \(~\abs{ax+b} \lt c~\) are
    \begin{equation*} r \lt x \lt s \end{equation*}
  2. The solutions of \(~\abs{ax+b} \gt c~\) are
    \begin{equation*} x \lt r ~~\text{ or }~~ x \gt s \end{equation*}

Checkpoint 5.6.22. QuickCheck 8.

If \(|x-3| \gt 5\text{,}\) then
  1. either \(x-3 \gt 5\) or \(x-3 \gt -5\text{.}\)
  2. \(\displaystyle 5 \gt x-3 \gt -5\)
  3. either \(x-3 \gt 5\) or \(x-3 \lt -5\text{.}\)
  4. \(-5 \gt x-3 \lt 5\text{.}\)

Example 5.6.23.

Solve \(~\abs{4x - 15} \lt 0.01\)

Solution.

First, we solve the equation \(~\abs{4x - 15} = 0.01\text{.}\) There are two cases:
\begin{align*} 4x - 15 \amp = 0.01 \amp \text{or} \amp\amp 4x - 15 \amp= -0.01\\ 4x \amp = 15.01 \amp\amp\amp 4x \amp = 14.99\\ x \amp = 3.7525 \amp\amp\amp x \amp= 3.7475 \end{align*}
Because the inequality symbol is \(\lt\text{,}\) the solutions of the inequality are between these two values: \(3.7475 \lt x \lt 3.7525\text{.}\) In interval notation, the solutions are \((3.7475, 3.7525)\text{.}\) \(~\alert{\text{[TK]}}~~\)

Checkpoint 5.6.24. Practice 8.

  1. Solve the inequality \(|2x + 7| \lt 11\)
  2. Solve the inequality \(|2x + 7| \gt 11\)
Solution.
  1. \(\displaystyle (-9,2)\)
  2. \(\displaystyle (-\infty,-9) \cup (2, \infty)\)

Exercises 5.6.6 Problem Set 5.6

Warm Up

Exercise Group.
In Problems 1–6, state the intervals (if any) on which the function is
  1. increasing and concave up
  2. increasing and concave down
  3. decreasing and concave up
  4. decreasing and concave down
Give your answers in interval notation.
1.
\(f(x)=x^2\)
2.
\(f(x)=x^3\)
3.
\(f(x)=\sqrt{x}\)
4.
\(f(x)=\sqrt[3]{x}\)
5.
\(f(x)=\dfrac{1}{x}\)
6.
\(f(x)=\dfrac{1}{x^2}\)
7.
The graph defines a function, \(h\text{,}\) that shows the height, \(s\text{,}\) in meters, of a duck \(t\) seconds after it is flushed out of the bushes.
curve
  1. Use function notation to state that \(s\) is a function of \(t\text{.}\)
  2. What does the statement \(h(3)=7\) mean in this context?
8.
The graph defines a function, \(f\text{,}\) that shows the atmospheric pressure, \(P\text{,}\) in inches of mercury, at an altitude of \(a\) feet.
line
  1. Use function notation to state that \(P\) is a function of \(a\text{.}\)
  2. What does the statement \(f(1500)=28.3\) mean in this context?

Skills Practice

Exercise Group.
In Problems 9 and 10, use the table of values to answer the questions.
  1. Based on the given values, is the function increasing or decreasing?
  2. Could the function be concave up, concave down, or linear?
9.
\(x\) \(0\) \(1\) \(2\) \(3\) \(4\)
\(f(x)\) \(1\) \(1.5\) \(2.25\) \(3.375\) \(5.0625\)
10.
\(x\) \(0\) \(1\) \(2\) \(3\) \(4\)
\(g(x)\) \(1\) \(0.8\) \(0.64\) \(0.512\) \(0.4096\)
Exercise Group.
For Problems 11 and 12, plot the data; then decide which of the basic functions could describe the data.
11.
\(~x~\) \(0.5\) \(~1~\) \(~2~\) \(~3~\) \(~4~\)
\(y\) \(12\) \(6\) \(3\) \(2\) \(1.5\)
12.
\(~x~\) \(~0~\) \(0.5\) \(~1~\) \(~2~\) \(3\)
\(y\) \(0\) \(0.0125\) \(0.1\) \(0.8\) \(2.7\)

Applications

Exercise Group.
In Problems 13–16, which graph best illustrates each of the following situations?
13.
Your pulse rate during an aerobics class
two curves
14.
The stopping distances for cars traveling at various speeds
two curves
15.
Your income in terms of the number of hours you worked
two curves
16.
Your temperature during an illness
two curves
Exercise Group.
Choose the graph that depicts the function described in Problems 17 and 18.
17.
Inflation is still rising, but by less each month.
four curves
18.
The price of wheat was rising more rapidly in 1996 than at any time during the previous decade.
four curves
Exercise Group.
In Problems 19 and 20, match each graph with the function it illustrates.
19.
  1. The volume of a cylindrical container of constant height as a function of its radius
  2. The time it takes to travel a fixed distance as a function of average speed
  3. The simple interest earned at a given interest rate as a function of the investment
  4. The number of Senators present versus the number absent in the U.S. Senate
four curves
20.
  1. Unemployment was falling but is now steady.
  2. Inflation, which rose slowly until last month, is now rising rapidly.
  3. The birthrate rose steadily until 1990 but is now beginning to fall.
  4. The price of gasoline has fallen steadily over the past few months.
four curves
Exercise Group.
Each situation in Problems 21–26 can be modeled by a transformation of a basic function. Name the basic function and sketch a possible graph.
21.
The volume of a hot air balloon, as a function of its radius
22.
The length of a rectangle as a function of its width, if its area is 24 square feet
23.
The time it takes you to travel 600 miles, as a function of your average speed
24.
The sales tax on a purchase, as a function of its price
25.
The width of a square skylight, as a function of its area
26.
The area of a circle as a function of its diameter
27.
Four different functions are described below. Match each description with the appropriate table of values and with its graph.
  1. As a chemical pollutant pours into a lake, its concentration is a function of time. The concentration of the pollutant initially increases quite rapidly, but due to the natural mixing and self-cleansing action of the lake, the concentration levels off and stabilizes at some saturation level.
  2. An overnight express train travels at a constant speed across the Great Plains. The train’s distance from its point of origin is a function of time.
  3. The population of a small suburb of a Florida city is a function of time. The population began increasing rather slowly, but it has continued to grow at a faster and faster rate.
  4. The level of production at a manufacturing plant is a function of capital outlay, that is, the amount of money invested in the plant. At first, small increases in capital outlay result in large increases in production, but eventually the investors begin to experience diminishing returns on their money, so that although production continues to increase, it is at a disappointingly slow rate.
  1. \(~x~\) \(~1~\) \(~2~\) \(~3~\) \(~4~\) \(~5~\) \(~6~\) \(~7~\) \(~8~\)
    \(y\) \(60\) \(72\) \(86\) \(104\) \(124\) \(149\) \(179\) \(215\)
  2. \(~x~\) \(~1~\) \(~2~\) \(~3~\) \(~4~\) \(~5~\) \(~6~\) \(~7~\) \(~8~\)
    \(y\) \(60\) \(85\) \(103\) \(120\) \(134\) \(147\) \(159\) \(169\)
  3. \(~x~\) \(~1~\) \(~2~\) \(~3~\) \(~4~\) \(~5~\) \(~6~\) \(~7~\) \(~8~\)
    \(y\) \(60\) \(120\) \(180\) \(240\) \(300\) \(360\) \(420\) \(480\)
  4. \(~x~\) \(~1~\) \(~2~\) \(~3~\) \(~4~\) \(~5~\) \(~6~\) \(~7~\) \(~8~\)
    \(y\) \(60\) \(96\) \(118\) \(131\) \(138\) \(143\) \(146\) \(147\)
four increasing graphs
28.
Four different functions are described below. Match each description with the appropriate table of values and with its graph.
  1. Fresh water flowing through Crystal Lake has gradually reduced the phosphate concentration to its natural level, and it is now stable.
  2. The number of bacteria in a person during the course of an illness is a function of time. It increases rapidly at first, then decreases slowly as the patient recovers.
  3. A squirrel drops a pine cone from the top of a California redwood. The height of the pine cone is a function of time, decreasing ever more rapidly as gravity accelerates its descent.
  4. Enrollment in Ginny’s Weight Reduction program is a function of time. It began declining last fall. After the holidays, enrollment stabilized for a while but soon began to fall off again.
  1. \(~x~\) \(~0~\) \(~1~\) \(~2~\) \(~3~\) \(~4~\)
    \(y\) \(160\) \(144\) \(96\) \(16\) \(0\)
  2. \(~x~\) \(~0~\) \(~1~\) \(~2~\) \(~3~\) \(~4~\)
    \(y\) \(20\) \(560\) \(230\) \(90\) \(30\)
  3. \(~x~\) \(~0~\) \(~1~\) \(~2~\) \(~3~\) \(~4~\)
    \(y\) \(480\) \(340\) \(240\) \(160\) \(120\)
four decreasing graphs
29.
The table shows the radii, \(r\text{,}\) of several gold coins, in centimeters, and their value, \(v\text{,}\) in dollars.
Radius \(0.5\) \(1\) \(1.5\) \(2\) \(2.5\)
Value \(200\) \(800\) \(1800\) \(3200\) \(5000\)
  1. Which graph represents the data?
    four curves
  2. Which equation describes the function?
    1. \(\displaystyle v=k\sqrt{r} \)
    2. \(\displaystyle v=kr\)
    3. \(\displaystyle v=kr^2\)
    4. \(\displaystyle v=\dfrac{k}{r} \)
30.
The table shows how the amount of water, \(A\text{,}\) flowing past a point on a river is related to the width, \(W\text{,}\) of the river at that point.
Width (feet) \(11\) \(23\) \(34\) \(46\)
Amount of water
\(\text{(ft}^3/\text{sec)} \)
\(23\) \(34\) \(41\) \(47\)
  1. Which graph represents the data?
    four curves
  2. Which equation describes the function?
    1. \(\displaystyle A=k\sqrt{W} \)
    2. \(\displaystyle A=kW\)
    3. \(\displaystyle A=kW^2\)
    4. \(\displaystyle A=\dfrac{k}{W} \)
31.
As the global population increases, many scientists believe it is approaching, or has already exceeded, the maximum number the Earth can sustain. This maximum number, or carrying capacity, depends on the finite natural resources of the planet -- water, land, air, and materials -- but also on how people use and preserve the resources. The graphs show four different ways that a growing population can approach its carrying capacity over time. (Source: Meadows, Randers, and Meadows, 2004)
models of world population limits
Match each graph to one of the scenarios described in (a)-(d), and explain your choice.
  1. Sigmoid growth: the population levels off smoothly below the carrying capacity.
  2. Overshoot and collapse: the population exceeds the carrying capacity with severe damage to the resource base, and is forced to decline rapidly to achieve a new balance with a reduced carrying capacity.
  3. Continued growth: the carrying capacity is far away, or growing faster than the population.
  4. Overshoot and oscillation: the population exceeds the carrying capacity without inflicting permanent damage, then oscillates around the limit before leveling off.

Absolute Value

Exercise Group.
In Problems 1–8,
  1. Use absolute value notation to write each expression as an equation or an inequality. (It may be helpful to restate each sentence using the word distance.)
  2. Illustrate the solutions on a number line.
1.
\(x\) is six units from the origin.
2.
\(a\) is seven units from the origin.
3.
The distance from \(p\) to \(-3\) is five units.
4.
The distance from \(q\) to \(-7\) is two units.
5.
\(t\) is within three units of \(6\text{.}\)
6.
\(w\) is no more than one unit from \(-5\text{.}\)
7.
\(b\) is at least \(0.5\) unit from \(-1\text{.}\)
8.
\(m\) is more than \(0.1\) unit from \(8\text{.}\)
9.
Graph \(y = \abs{x + 3}\text{.}\) Use your graph to solve the following equations and inequalities.
  1. \(\displaystyle \abs{x + 3} = 2 \)
  2. \(\displaystyle \abs{x+3}\le 4 \)
  3. \(\displaystyle \abs{x+3}\gt 5 \)
10.
Graph \(y = \abs{x -2}\text{.}\) Use your graph to solve the following equations and inequalities.
  1. \(\displaystyle \abs{x-2} = 5 \)
  2. \(\displaystyle \abs{x-2}\lt 8 \)
  3. \(\displaystyle \abs{x-2}\ge 4 \)
11.
Graph \(y = \abs{2x-8}\text{.}\) Use your graph to solve the following equations and inequalities.
  1. \(\displaystyle \abs{2x-8} = 0 \)
  2. \(\displaystyle \abs{2x-8}=-2 \)
  3. \(\displaystyle \abs{2x-8}\lt -6 \)
12.
Graph \(y = \abs{4x+8}\text{.}\) Use your graph to solve the following equations and inequalities.
  1. \(\displaystyle \abs{4x+8} = 0 \)
  2. \(\displaystyle \abs{4x+8}\lt 0 \)
  3. \(\displaystyle \abs{4x+8}\gt -3 \)
Exercise Group.
For Problems 13–24, solve.
13.
\(\abs{2x-1}=4 \)
14.
\(\abs{3x-1}=5 \)
15.
\(0=\abs{7+3q} \)
16.
\(\abs{-11-5t}=0 \)
17.
\(4=\dfrac{\abs{b+2}}{3} \)
18.
\(6\abs{n+2}=9 \)
19.
\(\abs{2(w-7)}=1 \)
20.
\(2=\abs{\dfrac{a-4}{5}} \)
21.
\(\abs{c-2}+3=1 \)
22.
\(5=4-\abs{h+3} \)
23.
\(-7=\abs{2m+3} \)
24.
\(\abs{5r-3}=-2 \)
Exercise Group.
For Problems 25–36, solve.
25.
\(\abs{2x+6}\lt 3 \)
26.
\(\abs{5-3x}\le 1 \)
27.
\(7\le \abs{3-2d} \)
28.
\(10 \lt \abs{3r+2} \)
29.
\(\abs{6s+15}\gt -3 \)
30.
\(\abs{8b-12}\lt -4 \)
31.
\(\abs{t-1.5}\lt 0.1 \)
32.
\(\abs{z-2.6}\le 0.1 \)
33.
\(\abs{T-3.25}\ge 0.05 \)
34.
\(\abs{P-0.6}\gt 0.01 \)
35.
\(-1\ge \abs{\dfrac{n-3}{2}} \)
36.
\(-0.1\le \abs{9(p+2)} \)
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