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Linear vs nonlinear identification

Learning goals

  • Identifies linear relationships from constant rate of change.
  • Recognizes nonvertical straight-line function graphs as linear and curved function graphs as nonlinear.
  • Tests tables for constant rates of change, accounting for the input intervals.
  • Explains why a relation is linear or nonlinear from its representation.

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Linear vs nonlinear identification 1
The table shows a function. <table><thead><tr><th>\(x\)</th><td>\(0\)</td><td>\(1\)</td><td>\(2\)</td><td>\(3\)</td></tr></thead><tbody><tr><th>\(y\)</th><td>\(4\)</td><td>\(7\)</td><td>\(10\)</td><td>\(13\)</td></tr></tbody></table> Is the function linear or nonlinear? Give one reason based on the table.

Hints

- Compare consecutive output changes for equal input changes. - A linear function has a constant rate of change.

Solution

1. Each time \(x\) increases by \(1\), the output increases by \(3\): \(7-4=3\), \(10-7=3\), and \(13-10=3\). 2. A constant rate of change means the points lie on a straight line, so the function is linear.

Answer

Linear. The output changes by a constant \(3\) for every increase of \(1\) in \(x\).
Linear vs nonlinear identification 2
<table><tr><th>\(x\)</th><td>\(0\)</td><td>\(1\)</td><td>\(2\)</td><td>\(3\)</td></tr><tr><th>\(y\)</th><td>\(2\)</td><td>\(4\)</td><td>\(6\)</td><td>\(8\)</td></tr></table> Is this relationship linear? Explain using how the outputs change.

Hints

- Compare the spacing of the inputs. - Find the changes between consecutive outputs and check whether they stay the same.

Solution

1. Every time the input increases by \(1\), the output increases by \(2\). 2. The rate of change is constant, so the relationship is linear.

Answer

Yes. The output increases by \(2\) for each increase of \(1\) in the input.
Linear vs nonlinear identification 3
Does the graph show a linear or nonlinear function? Give its rate of change.
Figure for problem 559952

Hints

- Think about how you recognize a linear graph. - Compare outputs at two different inputs.

Solution

1. The graph is a straight horizontal line, so it represents a linear function. 2. The output changes by \(0\) for every input increase, so the rate is \(0\).

Answer

Linear. The output stays constant, so its rate of change is \(0\).
Linear vs nonlinear identification 4
A plant's height grows by the same amount each week. Another plant grows by more inches each new week than in the week before. Which description could represent a linear height function? Explain.

Hints

- Imagine writing the next three weekly gains for each plant. - Compare the gains over individual weeks, rather than the plants' total heights.

Solution

1. The first plant gains the same amount over equal one-week intervals, so its rate is constant. 2. The second plant has changing weekly gains, so it does not have a constant rate over those weeks.

Answer

The first plant. Equal weekly height gains give a constant rate of change.
Linear vs nonlinear identification 5
Determine whether each everyday relationship is linear. Explain briefly. 1) Taxi fare as a function of distance: the starting fee is \(\$3.50\), and each mile costs \(\$1.80\). 2) The area of a square patio as a function of its side length.

Hints

- Write a rule for each relationship. - Check whether equal increases in the input produce equal increases in the output. - Compare what happens when the input is doubled.

Solution

1. The taxi relationship is linear. It has a fixed initial value of \(\$3.50\) and a constant rate of \(\$1.80\) per mile, so \(C(x)=1.80x+3.50\). 2. The patio relationship is not linear. Its area is \(A(s)=s^2\). For example, doubling the side length multiplies the area by \(4\), not by \(2\).

Answer

1) Linear, because the cost increases at a constant rate from a fixed starting value. 2) Not linear, because \(A=s^2\).
Linear vs nonlinear identification 6
A function has these input-output pairs: \((-2,5)\), \((2,3)\), and \((5,1)\). Could this be a linear function? Compare the rates of change over the two input intervals to explain.

Hints

- A linear function changes by the same amount per unit of input. - The two input intervals have different lengths; compare change in output per unit of input. - Do the two rates match?

Solution

1. From input \(-2\) to \(2\), the rate of change is \(\frac{3-5}{2-(-2)}=-\frac{1}{2}\). 2. From input \(2\) to \(5\), the rate of change is \(\frac{1-3}{5-2}=-\frac{2}{3}\). 3. The rates differ, so these values cannot all lie on the graph of a single linear function.

Answer

No. The two rates of change are \(-\frac{1}{2}\) and \(-\frac{2}{3}\), so the rate is not constant.
Linear vs nonlinear identification 7
Evaluate the statement: “Every linear function is also a proportional function.” Justify your decision by comparing the general linear form \(y=mx+b\) with the proportional form \(y=kx\). Give a specific example of a linear function that is not proportional.

Hints

- What must be true about the graph of a proportional relationship? - Consider the role of \(b\) in \(y=mx+b\). - What output does a proportional function have when \(x=0\)?

Solution

1. A linear function has the form \(y=mx+b\). A proportional function has the form \(y=kx\), which is the special case \(b=0\). 2. Therefore, the statement is false. Only linear functions whose graphs pass through the origin are proportional. 3. For example, \(y=2x+5\) is linear but not proportional because its y-intercept is \(5\).

Answer

The statement is false. A linear function \(y=mx+b\) is proportional only when \(b=0\). For example, \(y=2x+5\) is linear but not proportional.
Linear vs nonlinear identification 8
A hypothetical growing city uses the following simplified planning data for the number of public electric-vehicle charging ports over five years. <table><tr><td>Year</td><td>\(2017\)</td><td>\(2018\)</td><td>\(2019\)</td><td>\(2020\)</td><td>\(2021\)</td></tr><tr><td>Charging ports</td><td>\(10{,}700\)</td><td>\(15{,}600\)</td><td>\(23{,}900\)</td><td>\(39{,}500\)</td><td>\(52{,}200\)</td></tr></table> a) List the points that represent the data and state a reasonable scale for the vertical axis. b) Find the increase in charging ports from \(2019\) to \(2020\). c) Use first differences to determine whether the number of charging ports increased by a constant amount each year.

Hints

- Identify each year as an input and its charging-port count as the corresponding output. - Choose a vertical scale large enough to include the greatest value. - For the increase, compare the two years named in the question. - To test for a constant yearly increase, compare each value with the one immediately before it.

Solution

1. The points are \((2017, 10700)\), \((2018, 15600)\), \((2019, 23900)\), \((2020, 39500)\), and \((2021, 52200)\). A vertical scale from \(0\) to about \(55{,}000\) is appropriate. 2. The increase from \(2019\) to \(2020\) is \(39{,}500-23{,}900=15{,}600\). 3. The yearly first differences are \(4900\), \(8300\), \(15{,}600\), and \(12{,}700\). Because these differences are not equal, the data do not show a constant yearly increase.

Answer

a) \((2017, 10700)\), \((2018, 15600)\), \((2019, 23900)\), \((2020, 39500)\), and \((2021, 52200)\); a vertical scale from \(0\) to about \(55{,}000\) b) \(15{,}600\) charging ports c) No. The first differences are not constant.
Linear vs nonlinear identification 9
A simplified safety model gives a car's total stopping distance \(s\), in feet, at speed \(v\), in miles per hour: \(s(v)=v+\frac{v^2}{20}\). The graph shows the model. a) Use the graph or formula to find the stopping distance at \(30\,\text{mph}\) and \(60\,\text{mph}\). b) When speed doubles from \(30\) to \(60\,\text{mph}\), does stopping distance double? Calculate the ratio of the two stopping distances. c) Is this stopping-distance function linear or nonlinear? Justify your classification from the formula or graph.
Figure for problem 532177

Hints

- Substitute each speed into the model or read the corresponding graph value. - For part b, compare the second stopping distance with twice the first and form the requested ratio. - For part c, use the shape of the graph or compare the formula with the general form of a linear function; do not rely only on the doubling test.

Solution

1. At \(30\,\text{mph}\), \(s(30)=30+\frac{30^2}{20}=30+45=75\,\text{ft}\). 2. At \(60\,\text{mph}\), \(s(60)=60+\frac{60^2}{20}=60+180=240\,\text{ft}\). 3. Twice the first distance would be \(150\,\text{ft}\), not \(240\,\text{ft}\). The ratio is \(\frac{240}{75}=3.2\), so doubling speed multiplies the stopping distance by \(3.2\), not by \(2\). 4. The function is nonlinear. Its formula contains a \(v^2\) term rather than having the form \(mv+b\), and its graph is curved rather than a straight line. The doubling result in part b by itself would not prove nonlinearity, because a linear function with a nonzero initial value also need not double its output when the input doubles.

Answer

a) \(75\,\text{ft}\) at \(30\,\text{mph}\); \(240\,\text{ft}\) at \(60\,\text{mph}\) b) No. The ratio is \(3.2\). c) Nonlinear; the formula contains a \(v^2\) term and the graph is curved rather than a straight line.
Linear vs nonlinear identification 10
The graph shows the area of a square for several whole-number side lengths. Is the relationship between side length and area linear or nonlinear? Explain using the plotted points.
Figure for problem 549985

Hints

- Look at whether the dots line up as the side length grows. - Think about what a graph of a linear function looks like.

Solution

1. The plotted points turn upward more sharply as the side length grows; they cannot all lie on one straight line. 2. A linear function would have its points on a single straight line, so this relationship is nonlinear.

Answer

Nonlinear. The plotted points do not lie on a single straight line.
Linear vs nonlinear identification 11
As \(x\) increases by equal amounts, the corresponding \(y\)-values change by \(2\), then \(4\), then \(6\), then \(8\). Is the relationship between \(x\) and \(y\) linear or nonlinear? Explain.

Hints

- Compare the changes in \(y\) over equal changes in \(x\). - Ask what must stay constant for a relationship to be linear.

Solution

1. A linear relationship has a constant rate of change, so equal changes in \(x\) produce equal changes in \(y\). 2. Here the changes in \(y\) are \(2,4,6,8\), which are not constant. 3. Therefore, the relationship is nonlinear.

Answer

The relationship is nonlinear because equal changes in \(x\) do not produce a constant change in \(y\).
Linear vs nonlinear identification 12
<table><tr><th>\(x\)</th><td>\(0\)</td><td>\(2\)</td><td>\(5\)</td></tr><tr><th>\(y\)</th><td>\(1\)</td><td>\(7\)</td><td>\(16\)</td></tr></table> A student says, “This can't be linear because the output differences are \(6\) and \(9\).” Is the student correct? Explain using rates of change.

Hints

- Compare the sizes of the input steps before judging the output differences. - Could unequal input steps explain unequal output changes?

Solution

1. From input \(0\) to \(2\), the rate is \((7-1)\div(2-0)=3\). 2. From input \(2\) to \(5\), the rate is \((16-7)\div(5-2)=3\). 3. The rate is constant, so the data are consistent with a linear function; unequal output differences correspond to unequal input intervals.

Answer

No. Both rates are \(3\) per input unit, so the data fit a linear function.
Linear vs nonlinear identification 13
Which graph represents a linear function on the displayed interval? Explain why the other one is nonlinear.
Figure for problem 559955

Hints

- Compare the rise as you move one square to the right in different parts of each graph. - Does either graph have a rate that changes from one part to another?

Solution

1. Panel a) is a straight line, so its rate is constant and the function is linear. 2. Panel b) bends upward. Its slope becomes steeper as the input increases, so its rate changes and it is nonlinear.

Answer

Panel a) is linear. Panel b) is nonlinear because the curve gets steeper.
Linear vs nonlinear identification 14
Two differently shaped containers, A and B, are filled at the same constant volume per second. The water height is measured. <table><tr><td>Time (s)</td><td>\(0\)</td><td>\(10\)</td><td>\(20\)</td><td>\(30\)</td><td>\(40\)</td><td>\(50\)</td></tr><tr><td>Height in A (cm)</td><td>\(0\)</td><td>\(2.0\)</td><td>\(4.0\)</td><td>\(6.0\)</td><td>\(8.0\)</td><td>\(10.0\)</td></tr><tr><td>Height in B (cm)</td><td>\(0\)</td><td>\(3.5\)</td><td>\(6.0\)</td><td>\(7.5\)</td><td>\(8.5\)</td><td>\(9.0\)</td></tr></table> a) Which container has a uniform shape, like a cylinder? Justify your answer using the table. b) Describe the water-height graph for each container on the same coordinate plane. c) How does the shape of container B change toward the top? Explain using the increase in water height during each \(10\)-second interval.

Hints

- Compare the height increase during each equal time interval. - With constant inflow, decide whether a wider container makes the water level rise faster or more slowly.

Solution

1. In container A, the height increases by exactly \(2.0\,\text{cm}\) every \(10\) seconds. With a constant inflow, this constant rate of height increase indicates a uniform cross section, like a cylinder. 2. The graph for A is a line through the origin. The graph for B increases but becomes less steep. 3. The successive height increases for B are \(3.5\), \(2.5\), \(1.5\), \(1.0\), and \(0.5\) centimeters. Because the same volume produces a smaller rise as the water gets higher, container B becomes wider toward the top.

Answer

a) Container A, because its height increases by a constant \(2.0\,\text{cm}\) every \(10\) seconds. b) A is linear; B is increasing and becomes less steep. c) Container B becomes wider toward the top because the height increases by progressively smaller amounts.
Linear vs nonlinear identification 15
An online store uses the following volume pricing for T-shirts. - For an order of up to \(10\) shirts, each shirt costs \(\$15.00\). - For an order of at least \(11\) shirts, each shirt costs \(\$12.00\), and that price applies to the entire order. a) Find the total price for \(10\) shirts and for \(11\) shirts. What is surprising about the results? b) A customer originally wants \(9\) shirts. Explain with calculations why ordering \(11\) shirts might still make sense. c) Make a table of the total price for each whole-number quantity from \(1\) through \(15\). Explain why the relation is not proportional, why it is not linear over its full domain, and why its graph would be discrete.

Hints

- Multiply each quantity by the unit price that applies to that order size. - Compare the total costs for \(9\), \(10\), and \(11\) shirts carefully around the pricing break. - A proportional relation has one constant unit rate, while a linear relation has one constant rate of change across its full domain. - Think about which input values are actually possible when the input counts shirts.

Solution

1. Ten shirts cost \(10(\$15.00)=\$150.00\). Eleven shirts cost \(11(\$12.00)=\$132.00\). Therefore, buying \(11\) shirts costs \(\$18.00\) less than buying \(10\). 2. Nine shirts cost \(9(\$15.00)=\$135.00\). Eleven shirts cost \(\$132.00\), so the customer would receive two additional shirts and spend \(\$3.00\) less. 3. For whole-number quantities, \(C(n)=15n\) for \(1\le n\le10\), and \(C(n)=12n\) for \(n\ge11\). The table is: <table><tr><td>Shirts</td><td>\(1\)</td><td>\(2\)</td><td>\(3\)</td><td>\(4\)</td><td>\(5\)</td><td>\(6\)</td><td>\(7\)</td><td>\(8\)</td><td>\(9\)</td><td>\(10\)</td><td>\(11\)</td><td>\(12\)</td><td>\(13\)</td><td>\(14\)</td><td>\(15\)</td></tr><tr><td>Total price</td><td>\(\$15.00\)</td><td>\(\$30.00\)</td><td>\(\$45.00\)</td><td>\(\$60.00\)</td><td>\(\$75.00\)</td><td>\(\$90.00\)</td><td>\(\$105.00\)</td><td>\(\$120.00\)</td><td>\(\$135.00\)</td><td>\(\$150.00\)</td><td>\(\$132.00\)</td><td>\(\$144.00\)</td><td>\(\$156.00\)</td><td>\(\$168.00\)</td><td>\(\$180.00\)</td></tr></table> The unit price is not constant across the full domain, so the relation is not proportional. It is not linear over its full domain because the change in total price is not constant; for example, the total drops by \(\$18.00\) from \(10\) to \(11\) shirts instead of continuing at one constant rate. The relation is discrete because fractional shirts are not ordered.

Answer

a) \(10\) shirts cost \(\$150.00\); \(11\) shirts cost \(\$132.00\). The larger order costs \(\$18.00\) less. b) \(9\) shirts cost \(\$135.00\), so ordering \(11\) shirts for \(\$132.00\) saves \(\$3.00\). c) <table><tr><td>Shirts</td><td>\(1\)</td><td>\(2\)</td><td>\(3\)</td><td>\(4\)</td><td>\(5\)</td><td>\(6\)</td><td>\(7\)</td><td>\(8\)</td><td>\(9\)</td><td>\(10\)</td><td>\(11\)</td><td>\(12\)</td><td>\(13\)</td><td>\(14\)</td><td>\(15\)</td></tr><tr><td>Total price</td><td>\(\$15.00\)</td><td>\(\$30.00\)</td><td>\(\$45.00\)</td><td>\(\$60.00\)</td><td>\(\$75.00\)</td><td>\(\$90.00\)</td><td>\(\$105.00\)</td><td>\(\$120.00\)</td><td>\(\$135.00\)</td><td>\(\$150.00\)</td><td>\(\$132.00\)</td><td>\(\$144.00\)</td><td>\(\$156.00\)</td><td>\(\$168.00\)</td><td>\(\$180.00\)</td></tr></table> The relation is neither proportional nor linear over its full domain because it does not have one constant rate of change. Its graph is discrete because only whole-number quantities of shirts are allowed.
Linear vs nonlinear identification 16
A function has the values \(f(1.5)=4\), \(f(4)=9\), and \(f(6)=13.5\). Could all three values come from a linear function? Compare the rates of change over the two input intervals.

Hints

- For a linear function, output changes at a constant rate per input unit. - The input gaps here differ, so divide the output change by the matching input gap. - Compare the two rates.

Solution

1. From \(x=1.5\) to \(x=4\), the rate is \(\frac{9-4}{4-1.5}=\frac{5}{2.5}=2\). 2. From \(x=4\) to \(x=6\), the rate is \(\frac{13.5-9}{6-4}=\frac{4.5}{2}=2.25\). 3. The rates differ, so the values do not come from one linear function.

Answer

No. The two rates of change are \(2\) and \(2.25\), which are not equal.
Linear vs nonlinear identification 17
First decide whether the table could come from a linear function. If it could, complete the missing entries. Otherwise, explain why. <table><tr><th>\(x\)</th><td>\(1\)</td><td>\(2\)</td><td>\(4\)</td><td>\(0\)</td><td>\(\square\)</td></tr><tr><th>\(f(x)\)</th><td>\(5\)</td><td>\(8\)</td><td>\(14\)</td><td>\(\square\)</td><td>\(26\)</td></tr></table>

Hints

- Compare output change per input unit, not just changes in output. - If the rate stays constant, use one known input-output pair to find the value at input \(0\). - To find the last input, work backward from its given output.

Solution

1. The rate from \((1,5)\) to \((2,8)\) is \(\frac{8-5}{2-1}=3\). From \((2,8)\) to \((4,14)\), it is \(\frac{14-8}{4-2}=3\). The rate is constant. 2. With rate \(3\), the function has form \(f(x)=3x+b\). Since \(f(1)=5\), \(b=2\), so \(f(x)=3x+2\). 3. Thus \(f(0)=2\). Solving \(3x+2=26\) gives \(x=8\).

Answer

The table is linear, with rule \(f(x)=3x+2\). <table><tr><th>\(x\)</th><td>\(1\)</td><td>\(2\)</td><td>\(4\)</td><td>\(0\)</td><td>\(8\)</td></tr><tr><th>\(f(x)\)</th><td>\(5\)</td><td>\(8\)</td><td>\(14\)</td><td>\(2\)</td><td>\(26\)</td></tr></table>
Linear vs nonlinear identification 18
Compare these three rules: a) \(f(x)=0.8x\) b) \(g(x)=0.8x+2\) c) \(h(x)=x^2\) Find each rule's outputs for \(x=0\), \(1\), and \(2\). Then decide which are linear and which are proportional. Explain using changes in outputs and the value at \(x=0\).

Hints

- Substitute the same three inputs into each rule. - For equally spaced inputs, a linear function has equal output differences. - A proportional rule must have output \(0\) at input \(0\), as well as a constant rate.

Solution

1. For a), the outputs are \(0\), \(0.8\), and \(1.6\). Each step adds \(0.8\), and the rule begins at \(0\). It is linear and proportional. 2. For b), the outputs are \(2\), \(2.8\), and \(3.6\). Each step adds \(0.8\), but the initial value is \(2\). It is linear but not proportional. 3. For c), the outputs are \(0\), \(1\), and \(4\). The increases are \(1\) and \(3\), so it is nonlinear and not proportional.

Answer

a) Outputs \(0,0.8,1.6\); linear and proportional. b) Outputs \(2,2.8,3.6\); linear but not proportional. c) Outputs \(0,1,4\); nonlinear and not proportional.
Linear vs nonlinear identification 19
Students record the temperature of hot cocoa as it cools. <table><tr><th>Time (min)</th><td>\(0\)</td><td>\(2\)</td><td>\(4\)</td><td>\(6\)</td><td>\(10\)</td><td>\(15\)</td></tr><tr><th>Temperature (°F)</th><td>\(170\)</td><td>\(140\)</td><td>\(118\)</td><td>\(102\)</td><td>\(84\)</td><td>\(74\)</td></tr></table> a) Do the data show a linear relationship between time and temperature? Explain. b) How does the average temperature drop per minute change during the observation period? c) Can the temperature after \(30\) minutes be determined exactly from this table? Explain.

Hints

- Compare average changes over more than one interval of time. - Divide temperature change by elapsed minutes for each interval. - Think about what the table tells you at observed times versus times not measured.

Solution

1. From \(0\) to \(2\) minutes, the average change is \(\frac{140-170}{2}=-15\,^{\circ}\text{F}\) per minute. From \(2\) to \(4\), it is \(\frac{118-140}{2}=-11\,^{\circ}\text{F}\) per minute. The rates differ, so the data do not show a linear relationship. 2. The cocoa cools faster at first and then more slowly. For example, from \(10\) to \(15\) minutes the average change is \(\frac{74-84}{5}=-2\,^{\circ}\text{F}\) per minute. 3. No measurement or temperature rule is supplied for \(t=30\), so the table cannot determine its exact temperature then.

Answer

a) No; the average rates of change are not constant. b) The drop per minute becomes smaller in magnitude as time passes. c) No. The table ends at \(15\) minutes and gives no rule for later temperatures.
Linear vs nonlinear identification 20
The two tables below show input-output pairs. For each table, determine whether the relationship is proportional and whether it is linear. Justify each conclusion mathematically. Table 1: <table><tr><td>\(x\)</td><td>\(1.5\)</td><td>\(3\)</td><td>\(4.5\)</td><td>\(6\)</td></tr><tr><td>\(y\)</td><td>\(2\)</td><td>\(4\)</td><td>\(6\)</td><td>\(8\)</td></tr></table> Table 2: <table><tr><td>\(x\)</td><td>\(-2\)</td><td>\(0\)</td><td>\(2\)</td><td>\(4\)</td></tr><tr><td>\(y\)</td><td>\(-1\)</td><td>\(3\)</td><td>\(7\)</td><td>\(11\)</td></tr></table>

Hints

- What must be true about the ratios \(\frac{y}{x}\) in a proportional relationship? - What point must every proportional relationship contain? - How can you use changes in \(y\) and changes in \(x\) to test for a constant rate of change?

Solution

1. For Table 1, check the ratios \(\frac{y}{x}\): \(\frac{2}{1.5}=\frac{4}{3}\), \(\frac{4}{3}=\frac{4}{3}\), \(\frac{6}{4.5}=\frac{4}{3}\), and \(\frac{8}{6}=\frac{4}{3}\). The ratio is constant, so the relationship is proportional. Every proportional relationship is also linear. 2. Table 2 contains the point \((0, 3)\), so it is not proportional because a proportional relationship must contain \((0, 0)\). 3. For Table 2, calculate the rate of change between consecutive points: \(\frac{3-(-1)}{0-(-2)}=2\), \(\frac{7-3}{2-0}=2\), and \(\frac{11-7}{4-2}=2\). The rate of change is constant, so the relationship is linear.

Answer

Table 1 is proportional and linear because every ratio \(\frac{y}{x}\) equals \(\frac{4}{3}\). Table 2 is linear because its rate of change is always \(2\), but it is not proportional because it contains \((0, 3)\) rather than \((0, 0)\).
Linear vs nonlinear identification 21
Consider the table. <table><tr><td>\(x\)</td><td>\(-4\)</td><td>\(-1\)</td><td>\(2\)</td><td>\(5\)</td></tr><tr><td>\(y\)</td><td>\(11\)</td><td>\(5\)</td><td>\(-1\)</td><td>\(-7\)</td></tr></table> a) Use calculations to show that the data represent a linear function. b) Find the equation in the form \(y=mx+b\). c) Determine whether the relationship is also proportional. Explain your answer.

Hints

- How can you compare the slopes between pairs of points? - Once you know the slope, how can you find the y-intercept? - What must the y-intercept be for a proportional relationship?

Solution

1. Compare slopes between consecutive points: \(\frac{5-11}{-1-(-4)}=-2\), \(\frac{-1-5}{2-(-1)}=-2\), and \(\frac{-7-(-1)}{5-2}=-2\). Since the rate of change is constant, the relationship is linear. 2. Use slope \(-2\) and point \((2, -1)\): \(-1=-2\cdot2+b\), so \(b=3\). Thus \(y=-2x+3\). 3. A proportional relationship has the form \(y=kx\) and therefore has y-intercept \(0\). Here the y-intercept is \(3\), so the relationship is not proportional.

Answer

a) The slope between every pair of consecutive points is \(-2\), so the function is linear. b) \(y=-2x+3\) c) No. The y-intercept is \(3\), not \(0\), so the relationship is not proportional.
Linear vs nonlinear identification 22
A function has the input-output pairs \((-2,7)\) and \((1,1)\). a) What output at \(x=4\) would make the three pairs follow a linear pattern? Explain. b) Would an output of \(-4\) at \(x=4\) make the pattern linear? Explain.

Hints

- Compare how far apart the first two inputs and outputs are. - For part a), think about what must stay the same from one input interval to the next. - Test the proposed output in part b) against the change you found in part a).

Solution

1. From input \(-2\) to \(1\), the rate is \(\frac{1-7}{1-(-2)}=-2\) per input unit. 2. From \(1\) to \(4\), the input also increases by \(3\). A linear pattern requires the output to decrease by \(6\), giving \(1-6=-5\). 3. An output of \(-4\) would give a change of \(-5\) over that interval, a different rate, so it would not make the pattern linear.

Answer

a) \(-5\), because the rate must remain \(-2\) per input unit. b) No. An output of \(-4\) would give a different rate of change.
Linear vs nonlinear identification 23
Match each equation to Graph a), b), or c). (1) \(h(x)=x^2\) (2) \(f(x)=2x+1\) (3) \(g(x)=-1.5x\) Justify each match by naming one characteristic point on the graph that satisfies the equation. Then classify each function as proportional, linear but not proportional, or nonlinear.
Figure for problem 533221

Hints

- First decide which displayed graph is a straight line through the origin, which is a straight line with a nonzero y-intercept, and which is curved. - A proportional linear function has a straight graph through the origin; another straight graph can still be linear without being proportional. - Test one clearly readable point from each graph in the candidate equations to confirm the match.

Solution

1. Graph a) is Equation (3), \(g(x)=-1.5x\). The point \((2, -3)\) lies on the graph because \(g(2)=-1.5\cdot2=-3\). The graph is a line through the origin, so it is proportional. 2. Graph b) is Equation (2), \(f(x)=2x+1\). The point \((0, 1)\) lies on the graph because \(f(0)=1\). The graph is a line that does not pass through the origin, so it is linear but not proportional. 3. Graph c) is Equation (1), \(h(x)=x^2\). The point \((2, 4)\) lies on the graph because \(h(2)=4\). The graph is curved, so it is nonlinear.

Answer

a) Equation (3); proportional; example point \((2, -3)\) b) Equation (2); linear but not proportional; example point \((0, 1)\) c) Equation (1); nonlinear; example point \((2, 4)\)
Linear vs nonlinear identification 24
Two containers are filled at the same constant volume rate. Container A is a cylinder. Container B becomes wider toward the top, like a bowl. Graphs \(f\) and \(g\) show water height as a function of time. a) Match each graph with Container A or Container B. b) Explain your match by describing how the rate of change of the water height behaves.
Figure for problem 533233

Hints

- Connect cross-sectional area with how quickly water height changes. - A straight line represents a constant rate of change. - In a container that widens, each additional unit of height requires more water.

Solution

1. A cylinder has the same cross-sectional area at every height. With a constant inflow, its water height rises at a constant rate, producing a linear graph. Therefore, Graph \(f\) represents Container A. 2. Container B has a larger cross-sectional area higher up. Each additional unit of height requires more water than the previous one, so the water height rises more slowly over time. The graph therefore flattens, as Graph \(g\) does.

Answer

a) Graph \(f\): Container A; Graph \(g\): Container B b) The cylinder's height increases at a constant rate, while the widening container's height increases at a decreasing rate.
Linear vs nonlinear identification 25
Maya and Jordan examine the graph of a relationship \(g\). Maya says, “Because the graph is a straight line, the relationship must be proportional.” Jordan says, “That is not true, but the graph shows that whenever \(x\) increases by \(2\), \(y\) increases by exactly \(1\).” Evaluate both statements and justify your conclusions using the graph.
Figure for problem 533313

Hints

- What special point must a proportional graph contain? - Look at where the graph crosses the y-axis. - Choose two points and compare the horizontal and vertical changes. - Check whether the same rate of change holds elsewhere on the line.

Solution

1. A proportional relationship must graph as a line through \((0, 0)\). This graph crosses the y-axis at \(2\), so Maya is incorrect. 2. Using \((0, 2)\) and \((2, 3)\), the change in \(y\) is \(1\) when the change in \(x\) is \(2\). The slope is \(\frac{1}{2}=0.5\), and it is constant along the line. Therefore, Jordan is correct.

Answer

Maya is incorrect because the line does not pass through \((0, 0)\). Jordan is correct because the constant slope is \(0.5\), so every increase of \(2\) in \(x\) produces an increase of \(1\) in \(y\).
Linear vs nonlinear identification 26
Two water tanks are being filled. Water height \(h\), in centimeters, is modeled as a function of time \(t\), in minutes. Tank 1: \(h_1(t)=15t\) Tank 2: \(h_2(t)=t^2\) a) Match each function with its graph and explain. b) At what times are the water heights equal? After the start, when are they equal again? Use the graph or equations. c) Find the difference between the water heights after exactly \(10\) minutes.
Figure for problem 533464

Hints

- A linear function graphs as a line; a quadratic function graphs as a parabola. - Intersections represent equal heights. - Evaluate both functions at \(t=10\) and subtract.

Solution

1. The function \(h_1(t)=15t\) is linear, so it matches the straight line. The function \(h_2(t)=t^2\) is quadratic, so it matches the parabola. 2. The graphs intersect at \(t=0\) and \(t=15\). Substitution verifies both times: \(h_1(0)=h_2(0)=0\), and \(h_1(15)=15\cdot15=225\) while \(h_2(15)=15^2=225\). After the start, the heights are equal again at \(15\) minutes, when both are \(225\,\text{cm}\). 3. \(h_1(10)=15\cdot10=150\,\text{cm}\) and \(h_2(10)=10^2=100\,\text{cm}\). The difference is \(50\,\text{cm}\).

Answer

a) Tank 1: straight line; Tank 2: parabola b) \(t=0\) and \(t=15\) minutes; after the start, \(15\) minutes at \(225\,\text{cm}\) c) \(50\,\text{cm}\)
Linear vs nonlinear identification 27
A cylinder has a fixed height of \(10\,\text{cm}\), and its radius \(r\) can vary. For each quantity, decide whether it is proportional to \(r\), and then classify the relationship with \(r\) as linear or nonlinear. a) Lateral surface area \(L\) b) Base area \(B\)

Hints

- Write each area formula and substitute the fixed height. - To test proportionality, look for a constant multiple of \(r\) with no added constant. - To classify linearity, compare each formula with the form \(mr+b\); remember that a relationship can be linear without being proportional.

Solution

1. The lateral surface area is \(L(r)=2\pi rh\). With \(h=10\), \(L(r)=20\pi r\). This has the form \(mr\) with a constant rate, so it is proportional and linear. 2. The base area is \(B(r)=\pi r^2\). The variable is squared, so the relationship does not have the form \(mr+b\). It is not proportional and is nonlinear. For example, doubling \(r\) multiplies \(B\) by \(4\), but the nonlinear classification follows from the squared variable rather than from nonproportionality alone.

Answer

a) Proportional and linear, because \(L(r)=20\pi r\). b) Not proportional and nonlinear, because \(B(r)=\pi r^2\).
Linear vs nonlinear identification 28
Three open containers are filled with water and then drained through an outlet at the bottom at a constant volume rate. The graphs show water height \(h\) as a function of time \(t\). a) Describe how the water height changes in Graphs \(h_2\) and \(h_3\). b) Match each graph with its container and justify your matches. 1) A cylindrical bucket 2) A vase that is much wider at the top than at the bottom 3) A container that is narrower at the top than at the bottom
Figure for problem 533252

Hints

- A straight line represents a constant rate of change in height. - A wider horizontal layer contains more water and therefore takes longer to drain through. - Compare how each graph's steepness changes over time.

Solution

1. Graph \(h_2\) decreases slowly at first and then becomes increasingly steep, so the water height decreases faster over time. Graph \(h_3\) decreases steeply at first and then flattens, so the water height decreases more slowly over time. 2. Graph \(h_1\) matches Container 1 because a cylinder has constant cross-sectional area, producing a constant rate of decrease in height. Graph \(h_2\) matches Container 2 because the wide upper portion makes the height drop slowly at first, while the narrower lower portion makes it drop faster later. Graph \(h_3\) matches Container 3 because the narrow upper portion makes the height drop quickly at first, while the wider lower portion makes it drop more slowly later.

Answer

a) \(h_2\) decreases slowly and then faster; \(h_3\) decreases quickly and then more slowly. b) \(h_1\) matches 1; \(h_2\) matches 2; \(h_3\) matches 3.

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