What is the Exponential Growth Rate of Cells under a Microscope?

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Homework Help Overview

The discussion revolves around determining the exponential growth rate of cells observed under a microscope, starting with two cells and tracking their count over seven hours, resulting in a total of 280 cells. Participants are exploring the appropriate mathematical formulation for modeling this growth.

Discussion Character

  • Mathematical reasoning, Assumption checking, Problem interpretation

Approaches and Questions Raised

  • Participants discuss the original equation used for modeling the growth, questioning its validity and suggesting that the cumulative total of observations may not align with the population at a specific time step. There are attempts to derive the growth rate using logarithmic transformations and summation techniques, but confusion arises regarding the correct application of these methods.

Discussion Status

There is ongoing exploration of the mathematical relationships involved, with some participants suggesting numerical or graphical methods to solve the resulting equations. The conversation indicates a lack of consensus on the correct approach, but several participants are actively engaging with the problem and offering insights into potential methods.

Contextual Notes

Participants note the complexity of the equations involved, including references to polynomial degrees and the challenges of summing geometric progressions. There is also mention of potential miscalculations in earlier attempts, highlighting the iterative nature of the problem-solving process.

iScience
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Homework Statement


There are initially two cells seen through a microscope. every hour, a computer was tasked with taking a cell count through the microscope. Taking the sum of all the cell counts after the 7th hour, the total cell count was 280 cells. Find the exponential growth rate.

Homework Equations


$$P = P_0\sum_{t = 1}^{7}{e^{kt}}$$
$$P_0 = 2$$

The Attempt at a Solution



$$2\sum_{t=1}^{7}e^{kt} = P$$
$$\sum_{t=1}^{7}e^{kt} = 280/2$$
$$ln(140) = \sum_{t=1}^{7}(kt) = k(\sum_{t=1}^{7}t) = k*(28)$$
$$k = \frac{ln(140)}{28}$$
$$ k = 0.176487$$

if you plug this into the original equation:

$$P_0\sum_{t = i}^{7}{e^{0.176487t}}$$
this sum from 1 to 7 does not equal my final P value, what am i missing??
 
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The log of a sum is not the sum of the logs. You need to sum the series first.
 
iScience said:

Homework Statement


There are initially two cells seen through a microscope. every hour, a computer was tasked with taking a cell count through the microscope. Taking the sum of all the cell counts after the 7th hour, the total cell count was 280 cells. Find the exponential growth rate.

Homework Equations

$$P = P_0\sum_{t = 1}^{7}{e^{kt}}$$ $$P_0 = 2$$

The Attempt at a Solution

[/B]$$2\sum_{t=1}^{7}e^{kt} = P$$ $$\sum_{t=1}^{7}e^{kt} = 280/2$$ $$ln(140) = \sum_{t=1}^{7}(kt) = k(\sum_{t=1}^{7}t) = k*(28)$$ $$k = \frac{ln(140)}{28}$$ $$ k = 0.176487$$
if you plug this into the original equation:
$$P_0\sum_{t = i}^{7}{e^{0.176487t}}$$
this sum from 1 to 7 does not equal my final P value, what am i missing??
The first "Relevant Equation" ##\displaystyle \ P = P_0\sum_{t = 1}^{7}{e^{kt}} \ ## is incorrect for exponential growth.

It's ##\displaystyle \ P(t) = P_0\ e^{kt} \ ##
 
SammyS said:
The first "Relevant Equation" ##\displaystyle \ P = P_0\sum_{t = 1}^{7}{e^{kt}} \ ## is incorrect for exponential growth.

It's ##\displaystyle \ P(t) = P_0\ e^{kt} \ ##
I believe iScience is using P for the cumulative total of observations, not the population at a time step.
 
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iScience said:

Homework Statement


There are initially two cells seen through a microscope. every hour, a computer was tasked with taking a cell count through the microscope. Taking the sum of all the cell counts after the 7th hour, the total cell count was 280 cells. Find the exponential growth rate.

Homework Equations


$$P = P_0\sum_{t = 1}^{7}{e^{kt}}$$
$$P_0 = 2$$

The Attempt at a Solution



$$2\sum_{t=1}^{7}e^{kt} = P$$
$$\sum_{t=1}^{7}e^{kt} = 280/2$$
$$ln(140) = \sum_{t=1}^{7}(kt) = k(\sum_{t=1}^{7}t) = k*(28)$$
$$k = \frac{ln(140)}{28}$$
$$ k = 0.176487$$

if you plug this into the original equation:

$$P_0\sum_{t = i}^{7}{e^{0.176487t}}$$
this sum from 1 to 7 does not equal my final P value, what am i missing??

As has already been pointed out: you cannot distribute the "log" over the "sum".
Your basic problem is to solve the equation
2(r + r^2 + \cdots + r^7) = 280, \; (r = e^k)
You can solve for ##r## first, then get ##k## from that. However, solving for ##r## involves solving a 7th degree polynomial (and even doing the 7-term sum first does not help), so you must fall back on graphical/numerical solution methods. There will not be any nice formulas you can apply.
 
Ray Vickson said:
As has already been pointed out: you cannot distribute the "log" over the "sum".
Your basic problem is to solve the equation
2(r + r^2 + \cdots + r^7) = 280, \; (r = e^k)
You can solve for ##r## first, then get ##k## from that. However, solving for ##r## involves solving a 7th degree polynomial (and even doing the 7-term sum first does not help), so you must fall back on graphical/numerical solution methods. There will not be any nice formulas you can apply.
This is the sum of a geometric progression. That might simplify things a little.
 
Chestermiller said:
This is the sum of a geometric progression. That might simplify things a little.

As I said in # 5, even doing the sum does not help much; it replaces a 7th degree polynomlal equation by an 8th degree one!
 
Ray Vickson said:
As I said in # 5, even doing the sum does not help much; it replaces a 7th degree polynomlal equation by an 8th degree one!
But, the 8th degree equation only involves r8 and r. I solved the equation $$\frac{r^8-1}{r-1}=140$$ in 4 iterations. My first guess was r = 1.75. So, my sequence of guesses was
1.75
1.8
1.81
1.805

This all took a total of less than 5 minutes on my calculator.

Chet
 
Chestermiller said:
But, the 8th degree equation only involves r8 and r. I solved the equation $$\frac{r^8-1}{r-1}=140$$ in 4 iterations. My first guess was r = 1.75. So, my sequence of guesses was
1.75
1.8
1.81
1.805

This all took a total of less than 5 minutes on my calculator.

Chet

Well, of course there are numerous ways of solving that problem (or the non-summed one) numerically, and some are faster and/or easier than others. The main point I wanted to get across to the OP was that some such method must be used, and that there will be no nice "closed-form" formula that can be used to get the solution. However, it looks like he/she may have abandoned the thread.
 
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Ray Vickson said:
Well, of course there are numerous ways of solving that problem (or the non-summed one) numerically, and some are faster and/or easier than others. The main point I wanted to get across to the OP was that some such method must be used, and that there will be no nice "closed-form" formula that can be used to get the solution. However, it looks like he/she may have abandoned the thread.
Thanks Ray. Anyway, it's a good thing he left because I summed the geometric progression incorrectly anyway. I should have solved:
$$\frac{r(r^7-1)}{r-1}=140$$

Oh well.
 

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