Math 181 Miniproject 2: Population and Dosage.md --- Math 181 Miniproject 2: Population and Dosage === **Overview:** In this miniproject you will use technological tools to turn data and into models of real-world quantitative phenomena, then apply the principles of the derivative to them to extract information about how the quantitative relationship changes. **Prerequisites:** Sections 1.1--1.6 in *Active Calculus*, specifically the concept of the derivative and how to construct estimates of the derivative using forward, backward and central differences. Also basic knowledge of how to use Desmos. --- :::info 1\. A settlement starts out with a population of 1000. Each year the population increases by $10\%$. Let $P(t)$ be the function that gives the population in the settlement after $t$ years. (a) Find the missing values in the table below. ::: **(A)** | $t$ | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | |--------|------|---|---|---|---|---|---|---| | $P(t)$ | **1000** | **1100** | **1210** | **1331** | **1404.1** | **1610.51** | **1771.561** | **1948.7171** | :::info (b) Find a formula for $P(t)$. You can reason it out directly or you can have Desmos find it for you by creating the table of values above (using $x_1$ and $y_1$ as the column labels) and noting that the exponential growth of the data should be modeled using an exponential model of the form \\[ y_1\sim a\cdot b^{x_1}+c \\] ::: **(B)** P(t) = 1000 x $1.1^1$ + (-1.6399 x $10^{-12}$) ![](https://i.imgur.com/H94uIKz.png) ![](https://i.imgur.com/pj94J2x.png) $f(x) = 1000 \times 1.1^1 + (-1.6399 \times 10^{-12})$ :::info (c\) What will the population be after 100 years under this model? ::: **(C\)** P(t) = 1000 x $1.1^{100}$ + (-1.6399 x $10^{-12}$) **= 13,780,612 People** :::info (d) Use a central difference to estimate the values of $P'(t)$ in the table below. What is the interpretation of the value $P'(5)$? ::: **(D)** **Central Difference = 153.7305 people/ additional year** P'(5) = AV [4, 6] = $\frac{f(6)-f(4)}{6-4}$ = $\frac{1771.561- 1464.1}{2}$ = $\frac{307.461}{2}$ P'(5) **= 153.7305** | $t$ | 1 | 2 | 3 | 4 | 5 | 6 | |--- |---|---|---|---|---|---| | $P'(t)$ |**55** | **115.5** | **127.05** | **139.755** | **153.7305** | **169.10355** | :::info (e) Use a central difference to estimate the values of $P''(3)$. What is the interpretation of this value? ::: **(E)** P(t) values = people / $year^2$ P'(1) = AV[0, 2] = $\frac{f(2) - f(0)}{2 - 0}$ = $\frac{1210 - 1100}{2}$ = $\frac{110}{2}$ **= 55** P'(2) = AV[3, 1 ] = $\frac{f(3) - f(1)}{3-1}$ = $\frac{1331 - 1100}{2}$ = $\frac{231}{2}$ **= 115.5** P'(3) = AV[2, 4] = $\frac{f(4) - f(2)}{4 - 2}$ = $\frac{1464.1 - 1210}{2}$ = $\frac{254.1}{2}$ **= 127.05** P'(4) = AV[3, 5] = $\frac{f(5) - f(3)}{5 - 3}$ = $\frac{1610.51 - 1331}{2}$ = $\frac{279.51}{2}$ **= 139.755** P'(6) = AV[5, 7] = $\frac{f(7) - f(5)}{7 - 5}$ = $\frac{1948.7171 - 1610.51}{2}$ = $\frac{338.2071}{2}$ **= 169.10355** :::info (f) **Cool Fact:** There is a constant $k$ such that $P'(t)=k\cdot P(t)$. In other words, $P$ and $P'$ are multiples of each other. What is the value of $k$? (You could try creating a slider and playing with the graphs or you can try an algebraic approach.) ::: **(F)** $P^"$(3) = AV [2, 4] = $\frac{f'(4)-f'(2)}{4-2}$ = $\frac{139.755 - 115.5}{2}$ = $\frac{24.255}{2}$ $P^"$(3) = 12.1275 people / $year^2$ *The value of $P^"$(3) delineates a yearly increase in population by 12.1275 people.* :::success 2\. The dosage recommendations for a certain drug are based on weight. | Weight (lbs)| 20 | 40 | 60 | 80 | 100 | 120 | 140 | 160 | 180 | |--- |--- |--- |--- |--- |--- |--- |--- |--- |--- | | Dosage (mg) | 10 | 30 | 70 | 130 | 210 | 310 | 430 | 570 | 730 | (a) Find a function D(x) that approximates the dosage when you input the weight of the individual. (Make a table in Desmos using $x_1$ and $y_1$ as the column labels and you will see that the points seem to form a parabola. Use Desmos to find a model of the form \\[ y_1\sim ax_1^2+bx_1+c \\] and define $D(x)=ax^2+bx+c$.) ::: **(a)** $D(x) = 0.025x^2_1 - 0.5x_1 + 10$ ![](https://i.imgur.com/EL5eRxK.png) ![](https://i.imgur.com/TXeonSR.png) :::success (b) Find the proper dosage for a 128 lb individual. ::: **(b)** ![](https://i.imgur.com/0CzbLnb.png) **The proper dosage for an individual weighing 128 lbs would be 355.6 mg.** :::success (c\) What is the interpretation of the value $D'(128)$. ::: **(c\)** ![](https://i.imgur.com/S72WNX4.png) :::success (d) Estimate the value of $D'(128)$ using viable techniques from our calculus class. Be sure to explain how you came up with your estimate. ::: **(d)** D'(128) AV[127, 129] = $\frac{f(129) - f(127)}{129 - 127}$ = $\frac{361.525 -349.725}{2}$ = $\frac{11.8}{2}$ **= 5.9 mg/lb** ![](https://i.imgur.com/uiYX5AI.png) Via Desmos, I calculated proper dosage proportions for individuals who weighed 126 and 129 lbs. Incorporating that into the central difference formula, I was able to determine that dosage amounts will increase by 5.9 mg/lb upon exceeding the weight of 128 lbs. :::success (e) Given the value $D'(130)=6$, find an equation of the tangent line to the curve $y=D(x)$ at the point where $x=130$ lbs. ::: **(e)** ![](https://i.imgur.com/iUif8hu.png) :::success (f) Find the point on the tangent line in the previous part that has $x$-coordinate $x=128$. Does the output value on the tangent line for $x=128$ lbs give a good estimate for the dosage for a 128 lb individual? ::: **(f)** On a tangent line in which x = 128 lbs, the output value (y point) will be 355.6 mg (the proper dosage amount), in correspondence with the previous estimation. ![](https://i.imgur.com/YTnsjQw.png) --- To submit this assignment click on the Publish button ![Publish button icon](https://i.imgur.com/Qk7vi9V.png). Then copy the url of the final document and submit it in Canvas. ****