Rusty L. answered 12/13/20
Senior Aerospace Engineer specializing in data analysis
The exponential growth equation is in the form of: y(t) = y0 * e(k*t), y0 is the initial size, t is the time, and k is the growth constant.
Using the given information we get
Data 1:
Equation 1 is y(10) = 300 = y0 * e(k*10)
Data 2:
Equation 2 is y(40) = 1400 = y0 * e(k*10)
We have 2 equations, and 2 unknowns. The easiest approach would be to solve each equation for y0.
From Equation 1: y0 = 300 * e-10k
From Equation 2: y0 = 1400 * e-40k
Now we can set the equations equal to each other since they have both been solved for a common variable.
300 * e-10k = 1400 * e-40k
Solving for k:
e-10k / e-40k = 1400 / 300
e(30k) = 14/3
ln(e(30k)) = ln(14/3)
30k = ln(14/3)
k = ln(14/3)/30 ~= 0.051348168
Now k can be used in any of the original equations to solve for y0
Doing so gives y0 ~= 179.52
Substituting these results into the exponential growth equation gives:
y(t) = 179.52 * e(0.051348168*t)
The initial size of the culture is always y0.
The proof is in knowing that the initial size occurs at time = 0.
y(0) = y0 * e(k*0)
y(0) = y0 * e(0) = y0 * 1 = y0
In finding the doubling period you are finding where y(t) = 2 * y0
The longer method would be to set the equation equal to 2*179.52 and solve for t:
y(t)= 359.04 = 179.52 * e(0.051348168*t)
The more elegant solution is knowing that since
y(t) = 2 * y0 and y(t) = y0 * e(k*t)
then
2 * y0 = y0 * e(k*t)
or better yet
2 = e(k*t)
Solving for t gets:
tdbl = 1/k * ln(2)
For this scenario:
tdbl = 1/0.051348168 * ln(2)
Population at 75 minutes,
y(75) = 179.52 * e(0.051348168 * 75) = 8445.71
What time will the population hit 12,000
Use the long method in the time to double above, and solve for t.
y(t) = 12000 = 179.52 * e(0.051348168t)
t = 1/k * ln(y(t) / y0) = 1/0.051348168 * ln(12000/179.52) = 81.8 minutes
Hope this helps