Solving a Differential Equation Modeling Bacterial Growth

In summary, the conversation discusses a differential equation that models bacterial growth and the concentration of a critical substance. The solution to this equation is q(t) = q_0 e^{vt}, with q0 representing the initial amount of the substance and v being a constant. The next step in the exercise is to take the limit of q(t) as t approaches infinity, which results in an indeterminate form. To solve this, the conversation suggests manipulating the fraction by multiplying it by 1/q(t), which simplifies the limit to 1/1 and ultimately gives a limit of 1. This technique can be useful when dealing with limits, as it can simplify the problem and give a
  • #1
ranger
Gold Member
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So I've been given a differential equation that models bacterial growth, p(t), and the concentration of critical substance, q(t), whatever that's suppose to mean. I've solved both of these and found that:
[tex]q(t) = q_0 e^{vt}[/tex]
Where q0 is the amount critical substance at t=0. v is a constant.

I am then asked to take the limit of q(t) as follows:
[tex]\lim_{t \to \infty} \frac{q(t)} {1 + q(t)}[/tex]
which comes out to be:
[tex]\lim_{t \to \infty} \frac{ q_0 e^{vt}} {1 + (q_0 e^{vt})}[/tex]

Its been a while since I've done limits of this sort. So how would I approach this?

I'm just doing some exercises. Mentors can move it where they see fit
 
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  • #2
Roughly speaking, the exponential term gets huge while 1 stays about the same size, so the bottom begins to look more and more like the top, and so the limit is 1. More formally, multiply the top and bottome by 1/q(t), and you'll get something that should be slightly easier to deal with. Unless v<0, but since you're talking about "growth", I'm guessing it isn't.
 
  • #3
Is this limit in an indeterminate form (for certain values of v)? If so can we use l'hopital's rule on it dirrectly?
 
  • #4
StatusX said:
Roughly speaking, the exponential term gets huge while 1 stays about the same size, so the bottom begins to look more and more like the top, and so the limit is 1. More formally, multiply the top and bottome by 1/q(t), and you'll get something that should be slightly easier to deal with. Unless v<0, but since you're talking about "growth", I'm guessing it isn't.

Thanks for the quick response.

But multiplying the top and bottom by 1/q(t) seems to put me back to where I started.
 
  • #5
If V>0 what does the numerator's limit tend to? If V>0 what does the denominator's limit tend to? Ask your self the same questions about V<0.
 
  • #6
Doing that leaves 1/(1+1/q(t)). What happens to 1/q(t) when t gets very big?
 
  • #7
JonF said:
If V>0 what does the numerator's limit tend to? If V>0 what does the denominator's limit tend to? Ask your self the same questions about V<0.
Well this is my entire problem. If I choose a value greater than zero for v and I let t get bigger and bigger, the overall value increases (inf?). The same happens for the denominator. Conceptually I guess I can see what's going to happen, but I simply forgot how to do these kinds of this with inf on paper. I think the q0 in there is also confusing me. I feel so embarrassed :shy: btw, V would always be greater than zer0 as per the problem parameters.
StatusX said:
Doing that leaves 1/(1+1/q(t)). What happens to 1/q(t) when t gets very big?

The quotient gets smaller and smaller.
 
  • #8
can you see that if we look at the numerator and denominator as individual functions they each tend towards infinity for v>0? If so do you remember what l'hopital's rule says?
 
  • #9
let f(t) = q_0e^(vt)
let g(t) = 1 + q_0e^(vt)

l'hopital's rule says that if as t tends towards infinity f(t) tends towards infinity and g(t) tends towards infinity, then the limit as t tends towards infinity of f(t)/g(t) is the same as f'(t)/g'(t).
 
  • #10
JonF said:
let f(t) = q_0e^(vt)
let g(t) = 1 + q_0e^(vt)

l'hopital's rule says that if as t tends towards infinity f(t) tends towards infinity and g(t) tends towards infinity, then the limit as t tends towards infinity of f(t)/g(t) is the same as f'(t)/g'(t).

OK, I think i understand what you are saying. So becuase my t is approaching inf, both the numerator and denominator will become inf, giving inf/inf which is indeterminate, so if I keep on taking the derivative, the limit would always be inf/inf, correct? I can make life easier by doing the following:
[tex]\lim_{t \to \infty} \frac{e^{t}} {e^{t}}[/tex]
But how can I have an indeterminate answer for a problem that's related to population growth?
 
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  • #11
Hello ranger,

multiply your fraction by [tex]\frac{e^{-vt}} {e^{-vt}}[/tex] :

[tex]\lim_{t \to \infty} \frac{e^{-vt}} {e^{-vt}} \frac{ q_0 e^{vt}} {1 + (q_0 e^{vt})} [/tex]
 
  • #12
Ranger, StatusX's initial suggestion is the simplest. The crucial point is not just that t is going to infinity, but that, according to you q(t) is going to infinity.
Dividing both numerator and denominator of
[tex]\frac{q(t)}{1+ q(t)}[/tex]
by q(t) gives, just as you said before
[tex]\frac{1}{\frac{1}{q(t)}+ 1}[/tex]
Now, as q(t) goes to infinity, again, as you said, 1/q(t) goes to 0 so that whole fraction goes to what?
 
  • #13
HallsofIvy said:
Ranger, StatusX's initial suggestion is the simplest. The crucial point is not just that t is going to infinity, but that, according to you q(t) is going to infinity.
Dividing both numerator and denominator of
[tex]\frac{q(t)}{1+ q(t)}[/tex]
by q(t) gives, just as you said before
[tex]\frac{1}{\frac{1}{q(t)}+ 1}[/tex]
Now, as q(t) goes to infinity, again, as you said, 1/q(t) goes to 0 so that whole fraction goes to what?

So since 1/q(t) in the denominator goes to zero, we would simply have 1/1. Which of course comes out to be 1, right?

One more question. Taking the limit in the original form (without multiplying by 1/q(t)), we would get inf/inf. But we are sort of manipulating the problem so we don't get a indeterminate answer, which is understandable for a problem like this. But when faced with limits other than this, we would still have to do this sort of thing?
 
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  • #14
If two functions are the same same for all x except the point at which the limit is being taken, then their limits are the same so "manipulating the problem" works. I'm not sure what you mean by "limits other than this". If there is a simpler way to find a limit (for example [itex]\lim_{x\rightarrow a} f(x)/g(x)[/itex] where f and g are continuous and g(a) is NOT 0) then you certainly don't HAVE to do it!
 
  • #15
The others' answers seem more intuitive. But in a pinch, it never hurts to L'Hopitalize a quotient (assuming, of course, that it's an indeterminate form). Do you remember the conditions of L'Hopital's Rule?
 
  • #16
arunma said:
The others' answers seem more intuitive. But in a pinch, it never hurts to L'Hopitalize a quotient (assuming, of course, that it's an indeterminate form). Do you remember the conditions of L'Hopital's Rule?

Since this is in indeterminate form, let's see what happens when L'Hopital's rule is applied. But it seems that if I take the derivative of the numerator and denominator, I'd still get inf/inf. I am applying L'Hopital's correctly?
 
  • #17
ranger said:
So I've been given a differential equation that models bacterial growth, p(t), and the concentration of critical substance, q(t), whatever that's suppose to mean. I've solved both of these and found that:
[tex]q(t) = q_0 e^{vt}[/tex]
Where q0 is the amount critical substance at t=0. v is a constant.

I am then asked to take the limit of q(t) as follows:
[tex]\lim_{t \to \infty} \frac{q(t)} {1 + q(t)}[/tex]
which comes out to be:
[tex]\lim_{t \to \infty} \frac{ q_0 e^{vt}} {1 + (q_0 e^{vt})}[/tex]

Its been a while since I've done limits of this sort. So how would I approach this?

I'm just doing some exercises. Mentors can move it where they see fit

it depends on whether [itex]v>0[/itex], [itex]v=0[/itex], or [itex]v<0[/itex] . is that known?
 
  • #18
Yup. both v and q0 are greater than zero.

I've already found the limit to be 1. But I want to see how L'Hopital would work. Believe it or not, I don't ever recall using L'Hopital rule to evaluate a limit. But then again its be 1.5 years since calc I.
 
  • #19
L'Hopital's rule stated that:
If [tex]\lim_{x \rightarrow \alpha} \frac{f(x)}{g(x)}[/tex] is of the Indeterminate Form 0/0 or [tex]\frac{\infty}{\infty}[/tex], g′(x) is nonzero throughout some interval containing [tex]\alpha[/tex], and that the limit: [tex]\lim_{x \rightarrow \alpha} \frac{f'(x)}{g'(x)}[/tex] exists, then:

[tex]\fbox{\mathop{\lim} \limits_{x \rightarrow \alpha} \frac{f(x)}{g(x)} = \mathop{\lim} \limits_{x \rightarrow \alpha} \frac{f'(x)}{g'(x)}}[/tex]​

In the problem, since v > 0 (as you stated), we have:
[tex]t \rightarrow +\infty \Rightarrow q(t) = q_0 e ^ {vt} \rightarrow \infty[/tex], the limit has the form [tex]\frac{\infty}{\infty}[/tex].
By using L'Hopital's rule, we obtain:
[tex]\lim_{t \rightarrow + \infty} \frac{q_0 e ^ {vt}}{1 + q_0 e ^ {vt}} = \lim_{t \rightarrow + \infty} \frac{(q_0 e ^ {vt})'}{(1 + q_0 e ^ {vt})'} = \lim_{t \rightarrow + \infty} \frac{vq_0 e ^ {vt}}{vq_0 e ^ {vt}} = 1[/tex]
:)
 
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  • #20
hehe, now I get it. Thank you VietDao29.
 
  • #21
So as time approaches infinity, the amount of critical substance approaches 1. What is this limit suppose to signify?
 
  • #22
I don't think you've interpreted that correctly, ranger. You found that the limit of [itex]q(t)/(q(t)+1)[/itex] is 1. That quantity is not the amount of the critical substance. That amount is [itex]q(t)[/itex] itself. And that quantity tends to infinity as time goes to infinity. That would make sense under the second interpretation of "critical substance" that I presented to you in the Bio forum. At least, it would make sense if the bacteria population had unrestrained growth.

I'm not sure of what the quantity [itex]q(t)/(q(t)+1)[/itex] even means.
 

1. How do differential equations model bacterial growth?

Differential equations use mathematical functions to describe the process of bacterial growth over time. These equations take into account factors such as initial population size, growth rate, and limiting factors like resources and competition.

2. What is the purpose of solving a differential equation for bacterial growth?

The purpose of solving a differential equation is to predict and understand how bacteria will grow and change over time. This information is essential for studying and controlling bacterial populations, as well as developing strategies for disease prevention and treatment.

3. What are the steps for solving a differential equation for bacterial growth?

The first step is to determine the initial conditions and any relevant constants. Then, the differential equation is set up using a growth model that best fits the specific bacteria being studied. Next, the equation is solved using mathematical techniques such as separation of variables or Euler's method. Finally, the solution is interpreted to understand the behavior of the bacterial population over time.

4. What are some common challenges when solving differential equations for bacterial growth?

Some challenges include accurately determining the initial conditions and constants, choosing an appropriate growth model, and dealing with complex equations or systems of equations. It may also be difficult to account for all the factors that can affect bacterial growth in a real-life scenario.

5. How can solving differential equations for bacterial growth be applied in real-world situations?

Understanding the growth patterns of bacteria can be applied in various fields such as medicine, agriculture, and environmental science. For example, it can help predict the spread of diseases and develop effective treatments, optimize the growth of beneficial bacteria for agricultural purposes, and determine the impact of bacteria on ecosystems.

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