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 |1464.1 |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) $P(t)=P_0(1+r)^2$ :::info (c\) What will the population be after 100 years under this model? ::: (c\) $P(t)=P_{1000}\left(1.1\right)^{100}$ $P(t)=13780612.34$ :::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) | $t$ | 1 | 2 | 3 | 4 | 5 | 6 | |--- |---|---|---|---|---|---| | $P'(t)$ | 105 |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) $P''(3)=\frac{2-4}{2-4}$ $P''(3)=\frac{115.5-139.755}{2-4}$ $P''(3)=12.1275 \frac{people}{years^{2}}$ The value of $P''(3)$ tells you about the rate of change of the rate of change from $P'(t)$. After 3 years the population is increasing at a rate of $12.1275 \frac{people}{years^{2}}$ :::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) The constant value of $k$ is 10%. This is becasue when you take a value from the table of $P'(t)$ and multiply 10% It is possible to get the next value simply by adding. For example, take the value of $105$ and multiply this by the constant of $0.1$. $\left(105\right)\left(0.1\right)$=$10.5$ Now add it to $105$ $105+10.5=115.5$. :::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) $D\left(x\right)=0.025x^2+-0.5x+10$ :::success (b) Find the proper dosage for a 128 lb individual. ::: (b) $D\left(x\right)=0.025\left(128\right)^2+-0.5\left(128\right)+10$ $D(x)=355.6 mg$ :::success (c\) What is the interpretation of the value $D'(128)$. ::: (c\) $D'(128)$ Tells you about the rate of change of the dosage at the point of x=128 in mg/lb. :::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) Use the central difference to find the value of $D'(128)$ $D'\left(x\right)=\frac{P\left(b\right)-P\left(a\right)}{b-a}$ $D'\left(128\right)=\frac{P\left(140\right)-P\left(120\right)}{140-120}$ $D'\left(128\right)=\frac{430-310}{140-120}$ $D'(128)=6$ :::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) $L(x)= D(a)+D'(a)(x-a)$ $L(x)=367.5+6 (x-130$) :::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) $128= D(128)$ $\approx L (128)$ $=367.5+6(128-130)$ $=355.5$ $mg/lbs$ It gives a good estimate. Because when I tried to calculate in desmos the accurate Dosage for a $128 lb$ indivudual, it would be $355.6$ The result that I got is super close to the actual value. --- 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.