Math Problem Statement

In an outbreak of measles, initially 21 confirmed cases are known. After 7 days, the number of confirmed cases has risen to 45 cases. Let t = days. Find the Exponential growth model; Use the continuous exponential model, f(x) = Ie^px

Solution

To find the exponential growth model for the given data, we'll use the continuous exponential model f(t)=Ieptf(t) = Ie^{pt}, where:

  • II is the initial number of cases
  • pp is the growth rate
  • tt is the time in days
  • f(t)f(t) is the number of cases at time tt

We are given:

  • Initially (t=0t = 0), there are 21 confirmed cases, so I=21I = 21.
  • After 7 days (t=7t = 7), the number of confirmed cases is 45.

We need to find the growth rate pp.

First, let's set up the equation with the given values:

45=21e7p45 = 21e^{7p}

Next, solve for pp:

  1. Divide both sides by 21 to isolate the exponential term:

4521=e7p\frac{45}{21} = e^{7p}

  1. Simplify the fraction:

4521=157\frac{45}{21} = \frac{15}{7}

So,

157=e7p\frac{15}{7} = e^{7p}

  1. Take the natural logarithm of both sides to solve for pp:

ln(157)=ln(e7p)\ln\left(\frac{15}{7}\right) = \ln(e^{7p})

  1. Simplify the right-hand side using the property of logarithms (ln(ex)=x\ln(e^x) = x):

ln(157)=7p\ln\left(\frac{15}{7}\right) = 7p

  1. Solve for pp:

p=ln(157)7p = \frac{\ln\left(\frac{15}{7}\right)}{7}

Let's calculate this value:

p=ln(157)7ln(2.142857)70.7621470.10888p = \frac{\ln\left(\frac{15}{7}\right)}{7} \approx \frac{\ln(2.142857)}{7} \approx \frac{0.76214}{7} \approx 0.10888

Thus, the exponential growth rate pp is approximately 0.10888.

Therefore, the exponential growth model for the number of confirmed cases is:

f(t)=21e0.10888tf(t) = 21e^{0.10888t}

Would you like more details or have any questions?

Here are some questions you might consider next:

  1. How does the exponential growth model compare to a linear growth model?
  2. How would you apply this model to predict future cases?
  3. What are some limitations of using an exponential growth model for disease outbreaks?
  4. How can this model be adjusted for a different initial number of cases?
  5. What does the growth rate pp represent in real-world terms?

Tip: When working with exponential models, always ensure you understand the context and limitations, as real-world factors can affect the accuracy of the model.

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Math Problem Analysis

Mathematical Concepts

Exponential Growth
Continuous Exponential Model

Formulas

Continuous exponential model: f(t) = Ie^(pt)

Theorems

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Suitable Grade Level

Advanced High School