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) $y_1\sim 1000\cdot 1.1^{t}+0$ :::info (c\) What will the population be after 100 years under this model? ::: (c\) $y_1\sim 1000\cdot 1.1^{100}+0$ ~13,780,612.339 :::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 |155.2305 |169.10355 | $\frac{f(2)-f(0)}{2-0}$ ~ F'(1) $\frac{(1210)-(1000)}{2}$ ~ 105 :::info (e) Use a central difference to estimate the values of $P''(3)$. What is the interpretation of this value? ::: (e) $\frac{f'(4)-f'(2)}{4-2}$ ~ F''(3) $\frac{(139.755)-(115.5)}{2}$ ~ 12.1275 popultaion per year After 3 years, the rate of change will be increasing at the rate of 12.1275 population per additional year :::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) $\frac{P'(t)}{P(t)}$ = k $\frac{105}{1000}$ = 0.095 :::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) $D(x)=0.025x^2-0.5x+10$ :::success (b) Find the proper dosage for a 128 lb individual. ::: (b) $D(128)=0.025(128)^2-0.5(128)+10$ = 355mg :::success (c\) What is the interpretation of the value $D'(128)$. ::: (c\) The dosage will increase at 5.6mg per additional pound at the weight of 128 pounds. :::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'(x)=$\lim_{h \to 0}\frac{f(0.047619(45+h)^2+0.0119048(45+h)+-0.07145286)-F(0.047619(45)^2+0.0119048(45)+-0.07145286)}{h}$ $\lim_{h \to 0}=0.095238x+0.0119048$ =0.095238x+0.0119048 =$\lim_{h \to 0}\frac{0.025(x^2) +0.05hx+0.025(h^2) -0.5x -0.5h+10-0.025(x^2) +0.5x-10}{h}$ =$\lim_{h \to 0}\frac{(h)(0.025h+0.05x-0.5)}{h}$ =$\lim_{h \to 0}(0.025h+0.05x-0.5)$ = 0.025(0)+0.05x-0.5 =0.05x-0.5 Input: 128 =0.05(128)-0.5 D'(128)=5.9 First I found the derivitive formula by solving for X in original equation, then I input value we were looking for (128) and calculated. :::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)= F(a)+ F'(a)(x-a) $D(130)=0.025(130)^2-0.5(130)+10$ = 367.5mg L(130)= 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) L(128)= 367.5+ 6(128-130) ~367+(-12) ~355.5 mg Yes it provides a good estimate, as the actual is 355mg and the estimate is 355.5mg. The difference is only 0.5, a closer estimate can be obtained using 129lbs or 127lbs. --- 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.