First Order ODE Growth and Decay Modelling

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SUMMARY

The discussion centers on modeling bacterial growth and decay using a first-order ordinary differential equation (ODE). The growth rate is defined as kb, where k is a constant and b is the bacterial population. The participant initially misinterprets the growth rate, suggesting a model of dy/dt = kb^2 - m, but later clarifies that the correct formulation should be dy/dt = kb, aligning with standard exponential growth models. The confusion arises from interpreting the growth rate as a percentage, which should be understood as a fractional growth rate.

PREREQUISITES
  • Understanding of first-order ordinary differential equations (ODEs)
  • Knowledge of bacterial growth models, specifically exponential growth
  • Familiarity with the concept of growth rates expressed as percentages
  • Basic calculus, particularly differentiation and its applications in population dynamics
NEXT STEPS
  • Study the derivation of the exponential growth model in population dynamics
  • Learn about the implications of fractional growth rates in biological systems
  • Explore the application of ODEs in modeling ecological interactions, such as predator-prey dynamics
  • Investigate the effects of external factors on bacterial growth, including resource limitations and environmental conditions
USEFUL FOR

Students studying differential equations, biologists modeling population dynamics, and anyone interested in mathematical biology or ecological modeling.

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Homework Statement


A culture of bacteria have a growth rate (as a percent) given by kb per year, constant k>0 and b is the number of bacteria. A virus removes bacteria at a rate of m bacteria per year. I am trying to model this information using an ODE, but might be making a mistake.

Homework Equations


The Attempt at a Solution


If the percent growth rate is kb, (dy/y)/dt = kb so dy/dt = kb^2.
Add this to the removal rate, and dy/dt = kb^2 - m.
I am not sure the model is as simple as this, it would mean the units of k are 1/(bacteria*year), which sounds odd.
 
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I think that the real confusion comes about when we try to determine what the question means by a "growth rate (as a percent)". To be honest with you, I have no idea what that means. The rate (in percent, per year) is kb, which depends on the number of bacteria. This suggests that the "actual" rate is kb^2, as you inferred. However, bacteria don't reproduce proportional to the square of their population; they reproduce by binary fission. The rate of reproduction should be proportional to b, not b^2.

If you're concerned, ask your professor about this problem, and how you should interpret "as a percent".

EDIT: Welcome to the forum, by the way.
 
I think that growth rate as a percent refers to fractional growth rate i.e. growth rate as a fraction of the existing population. So if the fractional growth rate is 5%, it means that if the population starts out with 'b' individuals at the beginning of the year, then by the end of a year, the number of additional individuals will be 0.05b. So k=0.05 in this example. So if dy/dt is the fractional growth rate, then I think that what the problem means is that dy/dt = k. But the fractional growth rate is the ratio of the growth rate to the population size. Hence $$\frac{dy}{dt} = \frac{1}{b}\frac{db}{dt} = k$$ OR $$\frac{db}{dt} = kb$$ which gives you the standard exponential growth for populations of this type. I think that this is what the problem is saying, but I could be wrong.
 

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