Math Problem Statement

Let x be the number of bacteria at a time t hours and x(0) be the number of bacteria at time t = 0. Given the differential equation dx/dt = kx or dx/x = kdt, where k is the proportionality factor. If there are approximately 10^4 bacteria at the end of 3 hours and 4 * 10^4 at the end of 5 hours, how many were there at the beginning?

Solution

To solve this problem, let's start by understanding the differential equation and then use the given data to find the initial quantity of bacteria.

Problem Summary

We are given:

  1. The differential equation for bacterial growth: dxdt=kxordxx=kdt\frac{dx}{dt} = kx \quad \text{or} \quad \frac{dx}{x} = k \, dt where kk is the proportionality factor.
  2. Data points:
    • At t=3t = 3 hours, x=104x = 10^4.
    • At t=5t = 5 hours, x=4×104x = 4 \times 10^4.
  3. We are asked to find the initial number of bacteria, x(0)x(0), at t=0t = 0.

Step 1: Solve the Differential Equation

Starting from the equation: dxx=kdt\frac{dx}{x} = k \, dt Integrate both sides: dxx=kdt\int \frac{dx}{x} = \int k \, dt This yields: lnx=kt+C\ln x = kt + C Exponentiating both sides, we get: x=ekt+C=eCektx = e^{kt + C} = e^C \cdot e^{kt} Let eC=x0e^C = x_0, where x0x_0 is the initial amount of bacteria. Thus: x=x0ektx = x_0 e^{kt}

Step 2: Use Given Data Points to Find kk and x0x_0

From the given information:

  1. When t=3t = 3, x=104x = 10^4. 104=x0e3k10^4 = x_0 e^{3k}
  2. When t=5t = 5, x=4×104x = 4 \times 10^4. 4×104=x0e5k4 \times 10^4 = x_0 e^{5k}

Step 3: Formulate Equations to Solve for kk and x0x_0

Dividing the second equation by the first: 4×104104=x0e5kx0e3k\frac{4 \times 10^4}{10^4} = \frac{x_0 e^{5k}}{x_0 e^{3k}} Simplifying, we get: 4=e2k4 = e^{2k} Take the natural logarithm of both sides: ln4=2k\ln 4 = 2k k=ln42=ln2k = \frac{\ln 4}{2} = \ln 2

Step 4: Substitute kk Back to Find x0x_0

Now, use the first equation: 104=x0e3ln210^4 = x_0 e^{3 \ln 2} Since e3ln2=23=8e^{3 \ln 2} = 2^3 = 8, we have: 104=x0810^4 = x_0 \cdot 8 x0=1048=1250x_0 = \frac{10^4}{8} = 1250

Conclusion

The initial number of bacteria was: x(0)=1250x(0) = 1250

Answer

The correct choice is: B. 1048\frac{10^4}{8} bacteria


Would you like a breakdown of any particular step or have further questions?

Here are some related questions:

  1. How can we derive a general solution for exponential growth models?
  2. What would change in the solution if the growth rate was not constant?
  3. Can we use this model to predict the number of bacteria after 10 hours?
  4. How do we interpret the constant kk in real-world applications?
  5. How would the solution differ if bacteria population followed a logistic growth model?

Tip: Exponential growth models are powerful in predicting population sizes when the growth rate remains constant over time.

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Math Problem Analysis

Mathematical Concepts

Differential Equations
Exponential Growth

Formulas

dx/dt = kx
x = x_0 * e^(kt)

Theorems

Exponential Growth Model

Suitable Grade Level

Grades 11-12