TEKS Support |
This unit contains activities that support the following knowledge and skills elements of the TEKS.
(1) (A) |
X |
(4) (A) |
X |
(1) (B) |
X |
(4) (B) |
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(1) (C) |
X |
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(2) (A) |
X |
(8) (A) |
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(2) (B) |
(8) (B) |
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(2) (C) |
(8) (C) |
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(2) (D) |
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(3) (A) |
X |
(9) (A) |
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(3) (B) |
X |
(9) (B) |
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(3) (C) |
X |
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The mathematical prerequisites for this unit are
The mathematical topics included or taught in this unit are
The equipment list for this unit is
Teacher Notes |
Preparation ReadingRain Falls Mainly on the Plain? |
The reading introduces the Texas Natural Resource Conservation Commission (TNRCC) and its task of finding a good estimate for the level of rain that has fallen. Possible follow-up discussion questions based on the reading include What are the local reservoirs in our area? Where is the rain gauge location for our area? How many gauge stations are in the entire state? Make sure that students understand the distinction between average depth and total amount of water before proceeding to the discussion on modeling the situation. (Refer to the mathematical summary.)
Activity 1First Time Passing Through? |
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As a class, or in groups, students should begin the preliminary aspects of building a model by identifying the problem that is being solved and the key features and assumptions that will be made. Initially, this model should be pretty simple, although possibly not very realistic.
This will be a pretty straightforward part of the discussionthey are trying to estimate the amount of rainfall for the entire state. The distinction between average rainfall (which is a depth measurement) and total rainfall (which is a volume measurement) should be part of the statement of the problem. Which interpretation makes more sense for this problem? What time frame are we discussing here? Is specifying a time frame even necessary?
This will probably be a lot more difficult to draw out of students in a discussion. Remind them that they want to start out simplyto understand the problem, set up the mathematics, and test whether or not it truly describes the situation.
As a first attempt to build a model, students could assume that the location of the gauges is either not known or not important, the state is idealized to that of Colorado (approximately 375 mi. by 275 mi.), and the estimate simply boils down to taking the average height of rain in the gauges and multiplying it by the area of the state to get the total rainfall. Try not to lead them too much in the discussion; its better to let them struggle with Questions 1 and 2 of the first activity, and bring the class back together for a discussion if necessary. After they have a clear set of assumptions, let them finish working on the rest of the activity. Close the activity with a discussion of two things:
Homework 1Rain on Me! |
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Question 1 brings students back to the modeling problem as it applies to Texas. The analysis is the same as in Activity 1, so students should be able to answer these questions without trouble. It is a good "gauge" of whether or not they understand the first pass through the modeling process.
Question 2 is a chance for students to visit (or revisit) the idea of a weighted average in this context. The grade example should look familiar to many students. If you use weighted averages in your class, this will be an opportunity to explore some of the nuances of the grading system. For instance, in the example from this homework, it is impossible to get higher than 80% without doing homework. Students may have seen weighted averages before with the weights being probabilities. In this example, the weights reflect the importance of a part of a students grade. Point out that the "simple average" used in part a) may be rewritten as 89 (1/4) + 85 (1/4) + 99 (1/4) + 75 (1/4), by "distributing the division." Then it, too, may be viewed as a weighted average, with equal weights of 1/4 for each grade.
Question 3 is designed to make students comfortable with the use of distance to determine which gauge represents a city. In discussion the next day you might ask students how they determined their answers (ruler, compass, Mira, etc.). Wray is equidistant from gauges 3 and 7, while Boulder is equidistant from 2, 5, and 6. These ties are fine. Students may feel uncomfortable about this but should be encouraged to explain the tie. Students may ask about geographical obstacles (such as mountains), but these have been ignored as a simplifying assumption. This assumption may lead to a class discussion about the role of simplifying assumptions in modeling. After ranking the gauges by area, students should discuss the idea that the gauges at the top of the list should count more than the gauges at the bottom of the list.
Question 4 allows students a chance to create a Voronoi diagram using three noncollinear points. Precision is of secondary importance in this exercise; the most important thing is for the students to get a feel for how to create the Voronoi regions. The students ability to handle this "simpler-related" problem is a good measure of how well they are ready to tackle the second pass through the modeling process. The discussion outlined in the next set of Teacher Notes explains your role in that determination.
Discussion"Revised" Model |
The last several questions of Homework 1 represent a transition in the fundamental way we are examining the problem of estimating rainfall. The modeling process is just thata processand students have to develop a habit of mind about problem solving as an ongoing task that ends only when the problem changes. A possible way to discuss the transition between the "simple" and "revised" models could proceed something like this:
Ending that discussion, bring students to understand that, in the revised model, we are changing the assumption that the relative position of the rain gauges doesnt matter (or isnt available information). This subtle shift in the fundamental nature of the model forces us to be able to address two additional problems:
Supplemental Activity 1Continental Divide |
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This is an optional activity that should be done if students are having a difficult time determining the location of the boundary lines or are not really sure how the weighted average calculation fits into the contextual problem.
The first set of problems provides an experience for students of actually drawing the boundaries between regions of influence. They explore methods of dividing a region, and have to estimate the way in which the lines divide the overall area. Students should not spend lots of time working out exact ratios; rough estimates are okay as long as they are plausible. The second set of problems allows students to explore weighted averages with areas of a region, using the areas as weights. Again, students shouldnt spend too much time estimating the areas of the gauge regions.
Possible followup discussion for the activity:
Activity 2Caution: Under Construction |
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This activity provides an opportunity for students to experiment with various construction tools, to discover some basic constructions, and to apply what theyve learned to a simple rain gauge problem. You could proceed through Part 1 of the activity in a couple of ways:
Distribute the activity description and one or two of each of the construction tools to each group. Do not give them instruction on how to use the tools. This is an opportunity for them to discover for themselves the properties of each tool and ways of doing some simple constructions. The groups may want to concentrate on one tool at a time or might want to divide the tools among themselves. In the end, every group should have tried the two constructions using compass and straightedge, Mira, and wax paper for each.
If some groups have been successful with the two constructions, have them volunteer to show the entire class how to do those constructions with all three tools. By the end of this part of the activity, each group should be able to show one method of solving one of the problems. If any constructions stumped the entire class, such as using the Mira for the angle bisector, demonstrate the technique for the class yourself.
Treat this as a teacher-led part of the learning, and model for the students how to do each of the tasks with all three of the tools: compass/straightedge, Mira, and wax paper. Have students go through the constructions with you, recording the steps as notes in their own words. Let them know ahead of time that you are showing them this one time, and that their notes must make sense to them.
No matter which option you use for Part 1, students must demonstrate their ability to construct perpendicular bisectors in Part 2. In examining the work, look for the lines to be reasonably close to the location, and question how the lines were determined (Miras dont leave much scratch work, but students should explain how they came up with their lines. Groups might explore the effect of using a particular construction tool, with each member of the group using a different one. But in any case, the group should check each others work to make sure that everyone is able to construct the boundary lines correctly.
Homework 2In Pursuit of Knowledge |
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This set of problems is intended to reinforce the idea of equidistance and to tie in the idea of locating the center of a circle that passes through three given points. Have each student work on this individually; they will need compass and straightedge. Note that the context has changed to helicopter service and helipad location. After exploring how construction of overlapping circles provides the location of the perpendicular bisector, Question 5 asks a key question for future consideration. Then students are led into the construction of the Voronoi vertex from intersecting perpendicular bisectors. To check for understanding after this homework activity, ask students, "How do you know the Voronoi vertex is the same distance from the three centers of influence in its immediate area?
The homework activity finishes with some practice problems, but also answering the question "How does the kind of triangle formed by the location of the centers of influence affect where the Voronoi vertex is determined? You might ask your students that in processing Questions 911 the next day. Question 12 is another litmus test for the students, on whether they truly understand the process and are ready to tackle the problem of resolving the map of Colorado into its regions of influence. If so, proceed directly to Activity 3, which tackles the question of what to do with the regions after youve made the Voronoi diagram. Otherwise, have students work on Supplemental Activity 2.
Supplemental Activity 2Bird Territories |
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This activity introduces the method of combining three-point solutions to create a four-point solution, which is crucial to solving any Voronoi problem with many points. You might suggest that pairs of students split up the work on Questions 12, and then combine their resources to answer Question 3. If they get really stuck, suggest to them that points A and C from Question 1 and points D and E from Question 2 correspond to points Q and R from Question 3.
Following that, Questions 47 should help students think about proximity and the Voronoi diagram. Another very important piece of information is the fact that all Voronoi vertices are centers of circles that go through three centers of influence. This could be another strategy for finding a Voronoi diagram. Notice that the four-point figure in Question 3 is concave, but students must adjust their thinking in Question 8.
As students work through the problems with four points of influence, have them think about the process they use. One strategy they might consider is to break the problems down into smaller, three-point problems. Then they can combine the answers to their three point problems to get the answer to the larger problem. Notice that, in a four-point problem, there are four different ways of choosing three points and finding their Voronoi vertex. One good question to ask is "Which three points should you choose?" If students choose A, B, and C, they will find that the Voronoi vertex is closer to D (the unchosen point) than it is to A, B, or C. Therefore, the vertex for A, B, and C will not be a vertex for A, B, C, and D. Help students to conclude that, if there is an interior point for any three points chosen, the vertex for those three points will not be a vertex for the entire problem. Whether three points have an interior point can be established several ways, including by drawing the triangle that connects the three points and noting whether another center of influence lies inside that triangle.
Question 9 presents a case in which four points lie on a circle. This is not obviousat first the problem looks like a standard quadrilateral. However, broken down, all of the possible three-point solutions have the same Voronoi vertex, which is the center of the circle containing the four points. The inaccuracy of their drawings may lead students away from the idea that there is only one Voronoi vertex, but looking at symmetries may help them to believe it. Finally, Question 10 challenges students to apply their thinking about a general process by providing a five-point problem.
Activity 3Area of Concern |
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The other half of the mathematical problem of estimating the total rainfall is addressed in this activity. Students are asked to calculate the areas of the three regions and then estimate the total rainfall from taking a weighted average, using the rain gauge data as the "weights." Again, the modeling process shows up, with students working first with a simplified three-point map and moving on to a four-point map. If students experience difficulties with this activity, expect it to be centered around two issues:
Let the students struggle to determine their own method of finding the area. Probably, they will break the regions into rectangles and triangles and use formulas for finding those areas, but a more formal study of various methods is provided in the following activity.
Again, the students should struggle with the logic to set up and calculate the estimate. Questions like: "What did you do before? Why is it different now? Could you apply that process again to this situation? If so, how?" can lead the students to discover the weighted average for themselves. If necessary, remind them about the calculation of weighted averages for determining grades, and ask them point-blank if they see any similarity here.
As an alternative approach, have student groups work on Questions 15 together. Have groups report on what they did to get the answer to Question 5. Finally, assign Question 6 for all students to work on individually. Have them check their answers in their groups before providing closure on this activity. Make sure all students are able to explain their work on Question 5 or 6, before proceeding to the next activity.
Homework 3The Means Justify the End |
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Four different ways of calculating the area of these Voronoi regions are introduced in this activity. Questions 14 should be self-explanatory, but you may want to discuss how to do the Monte Carlo simulation from Question 4 with the class, if this activity is assigned as homework. Question 5 provides the debriefing discussion with the class; try to get students to identify which method they prefer and why, but make sure they understand the limitations in using their method, and suggest that they master more than one method.
Activity 4Model Gets a Second Chance |
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Students have the opportunity to revisit the problem of estimating the total rainfall for the state of Colorado. Again, they are asked to apply the steps of the modeling process in answering Questions 12, and then use the weighted-average approach to calculate the total rainfall. Finally, students are asked to compare the estimate to that obtained by the simple model (Activity 1), and to test the model for sensitivity.
Homework 4Texas Storms are SO Big |
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This is an opportunity for students to begin working on the unit project. It has been broken into three distinct parts, so that the work to be done can be given as homework assignments while finishing the rest of the unit material. As the teacher, you have the choice on whether to give them the project description in stages (Homework 4, Homework 5, and Unit Project) or simply give them the Unit Project at this time and verbally instruct them on which part of the work they should be completing each night
DiscussionModeling Process in This Context (again) |
Use the answers to Activity 4 Question 9 as a springboard for discussing the direction in which the unit will now turn. Hear what the students suggest as the next steps to take in modeling this problem. Remind them that they will be working on a project that actually customizes the problem to their geographic region, and that they may want to incorporate their own suggestions into the project work. No matter what they might suggest, at this point in the unit, students should be comfortable with the idea that the locations have something to do with the precision of the answer. So it won't be difficult to get them to "assume" that having better information about the locations (actual coordinates) would yield even better answers.
Activity 5Get the Point? |
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The goal of this activity is for students to create formulas for the midpoint of the line segment connecting two Voronoi centers, the slope of the perpendicular bisector, and the equation for the perpendicular bisector, all from just the coordinates of the two Voronoi centers. The flow for this activity is for students to work through a specific example (Questions 15) and then follow their own logic in developing the formulas (Questions 610). After that, they are asked to practice applying those formulas to a three-point map.
As the teacher, you can choose several options for structuring this activity. You could have students work in groups on the entire activity, and debrief the work at the end of the period. You can have students work through the specific example, and have a full-class discussion of the method of generalization (knowing that they will have the opportunity to develop one for themselves in Activity 6). You can walk through the specific example, making sure students know how to find the slope of the perpendicular bisector from the slope of the segment connecting the two centers and how to go from point-slope form to slope-intercept form, and then let them develop the formula themselves.
At any rate, the students should be able to demonstrate understanding of the algebra involved when they tackle the three-point problem in Part 2. In examining their work on Part 2, either close by reviewing the steps taken in deriving the formulas, or go over how to get one of the perpendicular bisector equations from the coordinates of the centers, and have students work out the remaining two for themselves. Encourage students that the formula is useful, not something to be memorized, and point out that calculator or computer programs could do all our "dirty work," if a formula has been developed. Whether or not the students master the formula development, they all should be able to solve specific numeric examples.
Homework 5Rain Keeps Falling on My Head |
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This is the second installment on the unit project description. The data provided are annual rainfall totals, which is why the numbers are bigger than the ones students have been using in the unit material. A website is included for students to begin researching the problem for themselves, as is a table for organizing their calculations of the areas of the various regions of influence.
Activity 6Power in Those Rules |
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This is the second half of the algebraic development for the "refined" model. Students should develop a rule for finding the point of intersection of two lines expressed in slope-intercept form, and then develop another rule for finding the length of a line segment, knowing the coordinates of the endpoints.
The recommended approach for this activity would be to have students work through all the questions in their groups, and have a discussion of their results at the end. This will depend on the level of the students ability to apply algebraic thinking, and they may not have had experience at doing this. If possible, avoid developing the rules for the students; at the very worst, let them struggle with the formulas themselves before leading them through the process. And, definitely, when the formulas have been developed, all students need the opportunity to practice applying them independently.
Homework 6Prelude to a Problem Solved |
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Students use the formulas derived in class to solve a four-point Voronoi diagram problem. Comment on the time saved by using the formulas compared with solving each problem from scratch. Get students to examine their algebraic solutions (from the formulas) with the drawing made on graph paper. Do the answers make sense? Are the intersection points predicted by the formulas consistent with the location determined by construction methods (or eyeball estimation) on the graph paper?
Activity 7Third Times the Charm |
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Here is the final opportunity to solve the problem of estimating the total amount of rainfall in the state of Colorado. An ideal way to proceed on this activity is to have each group of students solve the problem together. One possible approach is to delegate the regions among the groupStudent #1 (Regions 1 and 2), Student #2 (Regions 3 and 4), Student #3 (Regions 5 and 6), and Student #4 (Regions 7 and 8). They find all the equations of the perpendicular bisectors for their regions and compare answers to make sure no mistakes have been made. Then they take those equations and find the coordinates of all the intersection points for their regions and compare answers again. Finally, they find the lengths of the segments forming the boundaries of their region, and again compare answers when there is overlap.
At this point, each student finds the area of his/her region, using Herons formula and calculates the weighted average for the region. Then the group puts all the work together to come up with its estimate. As a class, the steps can be checked when groups report their findings; since they are all starting with the same rain gauge data and location coordinates, the groups should be fairly close to each other.
This activity is an ideal place to use a graphing calculator technology by allowing students to use one or more of the following three programs:
PERP: Finds the equation of a perpendicular bisector of a segment from the coordinates of the segment's endpoints. (Also finds the segment's midpoint.)
CENTER: Finds a Voronoi vertex determined by three centers of influence.
POLYAREA: Finds the area of a polygon from its vertices.
Here is an example of how a student might use these programs for a part of the Colorado problem. In this example, the student is trying to find the area of Region 1.
The student sketches an approximate Voronoi region about gauge 1, as shown in this figure. The region's five vertices have been labeled for convenience.
The coordinates of vertex A are (0,275) since the dimensions of the rectangle are known.
To find the coordinates of vertices B and E, the student uses the program PERP, followed by substitution. For example, from the coordinates of centers 1 and 4, PERP determines that the equation of the segment connecting B and C is (5/34)x. Since B is on the left boundary, substituting 0 for x gives 11539/68. Thus the coordinates of B are (0, 11539/68).
The student determines the coordinates of E with a similar application of PERP.
To find the coordinates of vertices D and C, the student uses the program CENTER. For example, applying CENTER to centers 1, 2, and 5 gives the coordinates of D.
When the coordinates of all five vertices have been found, the student uses the program POLYAREA to find the area of the region.
Unit ProjectRainy Days in Texas |
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This is the formal written description of the unit project, which is to relate whats been learned about estimating rainfall totals in Colorado to the students local area. The teacher has options on how to proceed with the project. Here are some possibilities
Discuss with the students your own expectations for the project and how you are going to evaluate their work. Encourage them to go beyond the central problem of estimating rainfall totals; some suggestions for ways to extend the project are included, but the students will have others as well. Require that the report be as formal as you want; feel free to incorporate a public speaking component into it. Students' experience and comfort in mathematical modeling will establish the level of difficulty they want to pursue. Try to "customize" the project work to match the abilities of the individual students. Have fun, and good luck!
CENTER TI-83 Program |
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ClrHome
Input "1ST X ",A
Input "1ST Y ",B
Input "2ND X ",C
Input "2ND Y ",D
Input "3RD X ",E
Input "3RD Y ",F
((B-F)/2-(A--C-)/(2D-2B)+(C--E-)/(2F-2d))/((C-E)/(F-D)-(A-C)/(D-B))_P
((A-C)/(D-B))P+((B+D)/2-(A--C-)/(2D-2B))_Q
Disp "CENTER X",P
Disp "CENTER Y",Q
PERP TI-83 Program |
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ClrHome
Input "1ST X ",A
Input "1ST Y ",B
Input "2ND X ",C
Input "2ND Y ",D
(A+C)/2_E
(B+D)/2_F
(A-C)/(D-B)_M
F-E*M_N
Disp "MID X",EúFrac
Disp "MID Y",EúFrac
Pause
Disp "PRP BIS SLOPE",MúFrac
Disp "PRP BIS Y NTRCP",NúFrac
POLYAREA TI-83 Program |
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ClrHome
Input "NO.SIDES? ",N
Disp "X COORD LIST"
Input L/
Disp "Y COORD LIST"
Input L*
1_K:0_D
While K2N-2
à((L/(1)-L/(1+K))-+(L*K(1)-L*(1+K))-)_A
à((L/(1)-L/(2+K))-+(L*K(1)-L*(2+K))-)_B
à((L/(1+K)-L/(2+K))-+(L*(1+K)-L*(2+K))-)_C
(A+B+C)/2_S
à(S(S-A)(S-B)(S-C))+D_D
1+K_K
End
Disp "AREA IS",D
Annotated Student Materials |
Preparation ReadingRain Falls Mainly on the Plain? |
One of the most important duties of the Texas Natural Resources Conservation Commission (TNRCC) is estimating the rainfall for the entire state. This estimate is of vital importance to many people in the state because the state relies on a series of reservoirs for its water needs. A reservoir is a lake that is used to supply water for a region. When there is not enough rainfall, many reservoirs are in danger of falling below safe levels. If this seems likely, Texas may be forced to purchase water from a neighboring state.
Many stations for measuring rainfall have been set up all around the state. Using samples from those stations, the agency has to make a good estimate of the rainfall for the state. The statisticians at the agency need to figure out what to do with these sample data. Maybe they should average the numbers, but what does that answer tell them? They want their estimate to be as accurate as possible, and would put gauges everywhere if they could. Because the agency doesnt have enough staff or money, that simply isnt practical.
There are two ways to interpret the phrase "rainfall." First, it might mean: "What is the average depth of the water around the state?" That is, if you pretended that the state is a large wading pool, how deep will the pool be? The other way to interpret the term "rainfall" is to consider it to be the total amount of the water that falls on the state.
As mathematical modelers, you need to ask questions, make assumptions, describe relationships in mathematical terms, come up with answers, and question whether those answers make sense; this is what we call the modeling process. Then you get to test the model to determine which assumptions control the critical behaviors, and you get to change assumptions and go through the entire process over and over again. Ideally, this leads you to "better" answers and more realistic descriptions of the problem in mathematical terms. Good luck!
HandoutInstructions for Constructing a Perpendicular Bisector |
When paper folding is used, it is sometimes easier to work with wax paper or patty paper. The problem and its solution are drawn on the wax paper.
A Mira is a plastic device that is a helpful tool when working with the reflection of an image.
Activity 1First Time Passing Through? |
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= 10, 11, 12, 15
The table below shows the rainfall depths (in inches) recorded for eight gauges located in Colorado.
Table 1
X1 |
X2 |
X3 |
X4 |
X5 |
X6 |
X7 |
X8 |
2.11 |
2.15 |
1.21 |
4.45 |
2.67 |
2.51 |
3.11 |
2.43 |
We are trying to estimate the total rainfall for the state of Colorado.
These are the only rain gauges for the state, and they are representative of how rain falls over the entire region.
Either the locations are not known or it isnt important to know where they are placed relative to each other.
The state is shaped like a rectangle, with length 375 mi. and width 275 mi.
Im going to average the eight rain gauges together to represent the rainfall behavior for the entire state. Then, Ill multiply the area of the state by this average depth to estimate the total volume of water that fell on the state.
Average depth: (x1 + x2 + x3 + x4 + x5 + x6 + x7 + x8 ) / 8 = 2.58 in.
Total volume: (Area of Colorado) * (Average depth of the rain gauges) = 266,000 in.-mi2 = 22,200 ft.-mi.2 = 14,300,000 ft-acres = 6.18 × 1011 ft3
A change in rain gauge depth of 0.01 in. would produce a change in the total volume estimate of roughly 2.4 billion ft3. A change in the distance measurement for the length and width of Colorado would produce a change in the total volume estimate of roughly 3.9 billion ft3.
The answer is a beginning estimate for the total rainfall. The process implies that rainfall falls equally as much on every point in the state; even if we used a thousand times as many gauges, a lot of places would still be unrepresented. The limitation of our answer is based on the assumption that the gauge locations werent important. In Colorado, as in Texas, geography plays a big role in determining where the rainfall will land.
Since it is impossible to represent every point in the state with its own unique rain gauge, I would want to begin to look at the relative position of the gauges, and see if I could use them to represent their regions somehow. Evidence to support that direction comes from the fact that there is variability in the data to begin with, plus the commonsense understanding of weather being a localized phenomenon.
Homework 1Rain on Me! |
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Table 2
X1 |
X2 |
X3 |
X4 |
X5 |
X6 |
X7 |
X8 |
X9 |
27.08 |
43.27 |
24.95 |
46.79 |
36.21 |
44.10 |
36.16 |
23.01 |
45.00 |
X10 |
X11 |
X12 |
X13 |
X14 |
X15 |
X16 |
X17 |
X18 |
9.63 |
76.79 |
22.67 |
17.10 |
23.38 |
33.92 |
65.05 |
23.78 |
69.20 |
(27.08 + 43.27 + 24.95 + 46.79 + 36.21 + 44.10 + 36.16 + 23.01 + 45.00 + 9.63 + 76.79 + 22.67 + 17.10 + 23.38 + 33.92 + 65.05 + 23.78 + 69.20) / 18 = 37.12 in.
Probably not, because the numbers are so low. Colorado doesnt get gulf storms, but it gets storms from the Arctic, has lots of snow during the winter, and isnt considered a desert region. A more reasonable estimate for the time interval would be one month.
The area of Texas is listed in the New American Desk Encyclopedia as being 267,229 mi2. Therefore, the yearly total rainfall for Texas would be around 9,920,000 in.-mi2, 827,000 ft.-mi2, 5.29 × 108 acre-ft or 2.31 × 1013 ft3.
(89 + 85 + 99 + 75) / 4 = 87%
(89)(0.50) + (85)(0.20) + (99)(0.20) + (75)(0.10) = 88.8%
The test grade. Changing the test grade by 10 points affects the grade by 5%, while similar changes to the others affect the grade by 2%, 2%, and 1%.
Class participation
Using the area of each region to figure out how much its gauge should be counted toward the whole is a problem of calculating a weighted average.

Figure 1
Table 3
City |
Gauge # |
Denver |
6 |
Trinidad |
8 |
Sterling |
3 |
Wray |
3, 7 |
Boulder |
2, 5, 6 |
The gauge that is closest to each city is the one that represents it. Sometimes a city is the same distance to more than one gauge. Note: geographical obstacles (like the Rocky Mountains) have been ignored.
Table 4
Gauge |
Cities |
Gauge |
Cities |
1 |
Craig, Meeker |
5 |
Boulder |
2 |
Fort Collins, Boulder |
6 |
Denver, Boulder, Colo. Springs |
3 |
Sterling, Wray |
7 |
Burlington, Lamar, Wray |
4 |
Grand Junction, Durango |
8 |
Monte Vista, Trinidad |
Rank the gauges by the amount of areas for which they are the best representative. Put the gauge that corresponds to the largest area at the top of the list, and the smallest area at the bottom.
Table 5
Rank |
Gauge |
1 |
7 |
2 |
8 |
3 |
4 |
4 |
1 |
5 |
3 |
6 |
6 |
7 |
2 |
8 |
5 |
These answers are one possiblity. Student ranking may differ somewhat since area estimates are imprecise. Be sure answers are based on apparent sizes.
As you start to look at these areas around gauges, some terminology will help clarify what is meant. Centers of influence (gauges in our rainfall example) are the points around which we are building boundaries. The regions around the centers are called regions of influence.
I would consider dividing the map into regions based on the locations of the rain gauges. The dividing lines would be determined in such a way that a location that is closest to one gauge would be in the region represented by that same gauge.
Answer: See figure below.

Figure 2
I drew a line that went directly between two gauges and extended it to the edge of the rectangle (state border). I did the same thing with a different pair of gauges, and again with the third set of gauges. Then I extended the three lines until they came to a single point somewhere in the middle of the three gauges.
Supplemental Activity 1Continental Divide |
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Figures 3-8 are diagrams describing the positions of two or three rain gauges. Each gauge is responsible for the area of the state that is closest to it. The domain for any problem is the area that is being divided; for these problems, the domain is the total area of the state. For each of the diagrams:
Figure 3
% of total area for A: % of total area for B: |
Figure 3 answer
50% 50% |
Figure 4
% of total area for A: % of total area for B: |
Figure 4 answer
25% 75% |
Figure 5
% of total area for A: % of total area for B: |
![]() Figure 5 answer
50% 50% |
Figure 6
% of total area for A: % of total area for B: % of total area for C: |
Figure 6 answer
20% 20% 60% |
Figure 7
% of total area for A: % of total area for B: % of total area for C: |
Figure 7 answer
15% 25% 60% |
Figure 8 % of total area for A: % of total area for B: % of total area for C: |
Figure 8 answer 50% 40% 10% |
Returning to the original Activity 1 problem with the eight given gauges, how would you divide the state? If you could divide it into regions around centers of influence (the gauges in the original problem) so that everything in the region is closer to its center of influence than to any other center of influence, you would have a Voronoi diagram. A Voronoi diagram is also called a Voronoi tiling. Voronoi diagrams are named for the Russian mathematician who invented them in 1908.
To simplify the rain problem, you could split the state into small regions. Consider the regions below. For each region, create the Voronoi diagram that will divide the region so that every point in each region is closest to the gauge that is at the center of influence of the region. When you have the Voronoi diagram, use a weighted average to find an estimate for the rainfall in the region. Compare the weighted average to the simple average of the height readings for each region.
For the following regions, use the following rain gauge heights:
Table 6
X1 |
X2 |
X3 |
X4 |
X5 |
X6 |
X7 |
X8 |
2.11 |
2.15 |
1.21 |
4.45 |
2.67 |
2.51 |
3.11 |
2.43 |
Northwest region: Gauges 1 and 2
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Figure 9 % of area for gauge #1: 70% % of area for gauge #2: 30% |
Figure 9 answer Simple average height: 2.13 in. Weighted average height: (0.70)(2.11) + (0.30)(2.15) = 2.12 in. |
Northeast region: Gauges 3 and 7
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Figure 10 % of area for gauge #3: 25% % of area for gauge #7: 75% |
Figure 10 answer Simple average height: 2.16 in. Weighted average height: (0.25)(1.21) + (0.75)(3.11) = 2.6 in. |
Central region: Gauges 5 and 6
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Figure 11 % of area for gauge #5: 60% % of area for gauge #6: 40% |
Figure 11 answer Simple average height: 2.59 in. Weighted average height: (0.6)(2.67) + (0.4)(2.51) = 2.61 in. |
Activity 2Caution: Under Construction |
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= 1, 2
You may recall that a point equidistant from two given points is on the perpendicular bisector of the segment joining the two points. To be perpendicular, the line must form right angles with the segment. To be a bisector, the line must pass through the midpoint of the segment. The midpoint is halfway between the endpoints of the segment. Creating accurate diagrams of perpendicular bisectors can be quite a challenge.
People often try to draw geometric figures. When they do, they usually try to approximate the figure by looking at it carefully and perhaps using a straightedge. Geometers, people who study and use geometry, use construction to create precise sketches of geometric figures. The circles of a compass, the reflections of a Mira, or the folds of a piece of wax paper can help to create accurate figures. Try discovering some methods, using these tools, for completing the following tasks:
When you have become comfortable with one or more of the construction tools and have completed the two tasks, you are ready to move on.
The figure below shows a region that contains 3 rain gauges. It is 15 miles wide and 20 miles long. Determine the region that each rain gauge represents, by resolving the figure into a Voronoi diagram. Use a straightedge to indicate boundaries clearly. Use one or more of the tools you explored in Part 1 of this activity to complete the task. Detailed instructions are included in case you get stuck.
Answer: Figure below

Figure 12
Homework 2In Pursuit of Knowledge |
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Figure 13 |
Figure 13 answer |
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Figure 14 |
Figure 14 answer |
Some of the people within three miles of Helipad A are clearly closer to As helicopters. Likewise, some of the people within three miles of Helipad B are clearly closer to Bs helicopters. However, those people on the segment that connects the two intersection points of the circles are the same distance from A and B. Therefore, some people within three miles of A are closer to B, and vice versa.
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Points I1 and I4 are both 5 miles from points A and B, while Points I2 and I3 are both 4 miles from points A and B. |
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Figure 15 answer |
The points all lie on a line, which is the perpendicular bisector of AB. People living at these intersection points are equidistant from both A and B, and could be serviced by either helicopter company.
About 2.2 miles. At the midpoint of the segment joining A and B.

Figure 16

Figure 16 answer
If this were a first-quadrant graph, V would be located near (11,9). Other descriptions may also be used, e.g., V is about five miles east of A.

Figure 17 answer
The point V is a center of the circle that circumscribes the triangle ABC. Thus, V is equidistant from A, B, and C.
In each of the following problems, construct perpendicular bisectors (by the most convenient means) to determine the center of the circle that contains the points A, B, and C. Draw the triangle ABC.

Figure 18
Figure 18 answer

Figure 19

Figure 19 answer
Question 9 shows an obtuse triangle; the center of the circle is outside the triangle. Question 10 is a right triangle; the center of the circle is on the triangle.

Figure 20

Figure 20 answer
Supplemental Activity 2Bird Territories |
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Voronoi diagrams help determine what regions are best associated with specific rain gauges. Voronoi tilings also help define territories of specific birds that are guarding areas around their nests. In each domain indicated below, birds nests are located at points A, B, C, D, E, and F. Your task is to find the territories of domination for the birds in each of the following problems.

Figure 21

Figure 21 answer

Figure 22

Figure 22 answer

Figure 23

Figure 23 answer
The vertex is at point X.
Because all the points on that line are closer to either point Q or point R.
Q, R, and S.
Because the vertex is at the intersection of two perpendicular bisectors; it is equidistant from the three points that define the two perpendicular bisecting segments.
Determine the Voronoi tiling for each of the following diagrams. For each interior vertex of a Voronoi region, identify which centers of influence are equidistant from that vertex.

Figure 24

Figure 24 answer
P is equidistant from A, B, and D. R is equidistant from B, C, and D.
Q is equidistant from A, C, and D.

Figure 25

Figure 25 answer
P is equidistant from A, B, C, and D.

Figure 26

Figure 26 answer
Point P is equidistant from points A, C, and E. Point Q is equidistant from points A, B, and E. Point R is equidistant from points B, D, and E.
Activity 3Area of Concern |
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= 8, 9, 14
One of the two hurdles to cross in the development of our second model is now out of the way. Given a domain with the position of some rain gauges known, it is possible to subdivide the areas into regions of proximity. These are regions in which the closest gauge represents the entire region. From this, we still have to be able to estimate total rainfall, however. Lets look at a simplified problem; the map below represents a 15-miles by 10-miles county with three gauges located in it. The Voronoi regions for the map are shown.

Figure 27
I broke the area into two rectangles and two triangles. The areas of the rectangles are (6.6)(3) and (2.8)(7), while the areas of the triangles are 0.5(.5)(3) and 0.5(4.2)(7). The total area is 54.85 mi2.
Probably not; answers will vary with the method used to determine them.
Probably not. Very good estimates are possible, but someone could always get a more precise answer than mine by using a better way to determine area.
Region 2: 0.5(7)(4.2) + 0.5(6)(8) + (1)(8) = 46.7 mi2
Region 3: 0.5(0.5)(3) + 0.5(8)(6) + (8)(3) = 48.75 mi2
Table 7
1 |
2 |
3 |
2.11 in. |
2.15 in. |
1.21 in. |
I used the method of weighted averages, in which the amount of area became the "weight." The calculations look like this:
(54.85 mi2)(2.11 in.) + (46.7 mi2)(2.15 in.) + (48.75 mi2)(1.21 in.) = 275 in.-mi2 = 22.9 ft.-mi2 = 14,700 acre-ft. = 638,000,000 ft3
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Gauge |
Gauge |
Gauge |
Gauge |
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1 |
2 |
3 |
4 |
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2.11 in. |
2.15 in. |
1.21 in. |
4.45 in. |
Figure 29

Figure 28
Region 1: (7)(7.8) 0.5(5.7)(5.5) .5(1.3)(7.8) 0.5(7)(2.3) = 25.8 mi2
Region 2: (2.5)(5.5) + 0.5(5.7)(5.5) + 0.5(0.9)(2.5) = 30.6 mi2
Region 3: (5.5)(7.8) + 0.5(1.3)(7.8) + (2.2)(4.2) + 0.5(2.2)(1.3) = 58.6 mi2
Region 4: (2.5)(3.7) + 0.5(2.5)(0.9) + (7)(2.2) + 0.5(2.2)(1.3) + 0.5(7)(2.3) = 35.3 mi2
Rainfall Estimate:
(25.8)(2.11) + (30.6)(2.15) + (58.6)(1.21) + (35.3)(4.45) = 348 in.-mi2 = 29.0 ft-mi2 = 18,600 acre-ft = 809,000,000 ft3
Homework 3The Means Justify the End |
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Lets examine how a method for obtaining an area can affect the answer. The Voronoi region in Figure 30 below is going to be used for each of the methods explored.

Figure 30
Rectangle: 16 mi2 Triangles: 2 mi2 and 12.5 mi2
Total Area: 30.5 mi2
No, but the work may be easier or more difficult depending on the way in which you break up the region.
b = 11 c = 33 Area = 37.5 mi2
Atriangle = 
where a, b, and c are the lengths of the sides of the triangle and s = a + b + c / 2. Heres a step-by-step breakdown on how to use it the formula.
EP » 4.1 mi. Use Pythagoras theorem if you dont want to measure.
EB = 6 mi. BP » 6.4
s » 8.25
Area of DBPF = 20 mi2 Total area of Region 1 » 31.94 mi2
Number of trials |
Number of Random Points in Region 2 |
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50 |
14 |
Since the number of times the dot "landed" in Region 2 was 28% of the time, an estimate for the area of Region 2 would be 28% of the total area of the county. Since the county is 15 miles by 10 miles, 28% of 150 is about 42 mi2.
Herons formula, since a polygonal region can always be broken down into triangular pieces, and Pythagoras Theorem gives good distance calculations if the coordinates are fairly accurate.
Picks formula can be used only when the vertices are on the grid dots.
The answer depends on the availability or absence of technology. The Monte Carlo method could be quite tedious if one had to do each trial singly and determine if the dot is in the correct region. The first approach could also be fairly tedious, since it didnt use an algorithm for breaking the region into rectangles and triangles, and, if the region was more irregularly shaped, it would require a lot more work.
Either the Monte Carlo method (how many times must we run the simulation to get reasonably accurate results?) or Herons formula.
Since Monte Carlo isnt a suburb of Dallas-Ft. Worth, well probably want to use repeated applications of Herons formula.
Activity 4Model Gets a Second Chance |
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Weve been hip-deep in mathematics, but progress has definitely been made on the improved version of the model. Its time to apply what youve learned so far to the problem of estimating the rainfall for the state of Colorado.
The assumption that the gauge locations didnt matter. Now were assuming that the gauge locations determine which gauge represents a particular part of the state.
The gauge that is closest to a particular part of the state represents it.
Voronoi diagrams, based upon perpendicular bisectors of the segments connecting two gauges.
How to find the area of each of the Voronoi regions.
See handout on next page.

Table 8
Gauge No. |
Area of Region |
Percent of Entire State |
1 |
11,600 sq mi |
11.2 |
2 |
5920 sq mi |
5.7 |
3 |
10,400 sq mi |
10.1 |
4 |
17,400 sq mi |
16.9 |
5 |
5730 sq mi |
5.6 |
6 |
7470 sq mi |
7.2 |
7 |
24,700 sq mi |
24.0 |
8 |
20,100 sq mi |
19.5 |
Table 9
X1 |
X2 |
X3 |
X4 |
X5 |
X6 |
X7 |
X8 |
2.11 |
2.15 |
1.21 |
4.45 |
2.67 |
2.51 |
3.11 |
2.43 |
Using your work from Question 4, determine the total amount of rainfall that fell on Colorado according to your new model. Be sure to show all your work.
(2.11)(11600) + (2.15)(5920) + (1.21)(10400) + (4.45)(17400) + (2.67)(5730) + (2.51)(7470) + (3.11)(24700) + (2.43)(20100) = 287,000 in.-mi2 = 23,900 ft-mi2 = 15,300,000 ft-acres
666,000,000,000 ft3. The previous estimate was 618,000,000,000 ft3. The higher estimate can be attributed to the fact that the largest and third-largest regions had the highest rain gauge values.
A change in the depths of 0.01 in. would produce a change in the volume estimate of roughly 2.4 × 109 ft3.
A change in each of the areas of 1 square mile would produce a change in the volume estimate of roughly 5.2 × 107 ft3.
In changing the assumption that the relative locations of the gauges made a difference, I treated those gauges as centers of influence for the regions they represent. I broke the state into a Voronoi diagram, found the area of each part of the state, and took a weighted average of the rainfall estimates that fell on each part.

Activity 4 Map (solution)
Figure 31
Homework 4Texas Storms Are SO Big |
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The final project for this unit is going to be to estimate the amount of rainfall in Texas during the 1997 calendar year from actual data. Here are the locations of the 17 "first-order" stations across the state. An 18th gauge, located in Shreveport, Louisiana, is added to the list; scientists often include it since no first-order station is located in East Texas. As you are working through the project stages, just remember: There are actually over 600 weather observing stations across the state, so this project could have been a whole lot worse!
Abilene |
Houston |
Amarillo |
Lubbock |
Austin |
Midland/Odessa |
Brownsville |
San Angelo |
Beaumont/Port Arthur |
San Antonio |
Corpus Christi |
Victoria |
Del Rio |
Waco |
Dallas/Ft. Worth |
Wichita Falls |
El Paso |
Shreveport, Louisiana |
You need to locate a map of Texas with which to work. It can be an actual road map, like the type that AAA provides, or it can be a photocopy of an atlas map of the state, but it should be fairly big so you can actually work with it. Mark the places where the rainfall gauges are located. Then divide the state into regions of proximity by finding all the Voronoi boundaries. Depending on the size of the map, you may want to know just where the gauge is located in that region. The data-collection stations are located at the airports in their vicinities.
Yes, you will have to find the areas of those regions, so you can start doing that as soon as youve divided the state into its various regions of influence. A table in which to record the area calculations, and the data on the rain gauge depths, will be provided in a few days. The map will be part of the work you turn in, so be neat and accurate! Good luck!
Activity 5Get the Point? |
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In our latest attempt to refine the model, we are going to work with exact locations for the rain gauges in the hope that this will determine the boundary lines exactly, and will allow us to calculate the lengths of line segments and the area of regions just as precisely.
As before, it makes sense to look at a simpler problem before tackling the Colorado map.
= 3, 4, 19, 23
The figure at right has two rain gauges shown, with the given coordinates. We want to find the equation of the line that forms the perpendicular bisector of line segment AB. If we knew a point on that line and its slope, wed be able to write the equation for that line. Since we know only points A and B, the slope will have to be found from the coordinates; well also use a special point on the line.

Figure 32