Modeling epidemics - solving differential equation

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Homework Help Overview

The discussion revolves around a modified SIR model for modeling epidemics, specifically focusing on the differential equations governing the dynamics of susceptible (S), infected (I), and recovered (R) populations. Participants are tasked with determining the region in the S-I plane where the number of infectives increases over time.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning, Problem interpretation

Approaches and Questions Raised

  • Participants explore the relationships between the variables through differential equations, questioning how to express the increase of I algebraically and the implications of the total population constraint. There are attempts to derive the necessary conditions for I to increase based on the given equations.

Discussion Status

Some participants have made progress in understanding the conditions under which I increases, with one noting a derived inequality involving I and S. However, there remains some confusion regarding the algebraic expressions and their relevance to the differential equations. The discussion is ongoing, with participants clarifying their interpretations and approaches.

Contextual Notes

Participants are working under the constraints of the modified SIR model and the requirement to express relationships algebraically while considering the dynamics of the system. There is an emphasis on understanding the implications of the equations without arriving at a definitive solution.

green-beans
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Moved from a technical math section, so no template was used
I am given a modified SIR model in which the rate of decrease of susceptibles S is proportional to the number of susceptibles and the square-root of the number if infectives, I. If the number R of those who have been removed or recovered increases in proportion to the infectives, we have the following equations:
dS/dt = -α*S*√(I)
dR/dt = β*I where α and β are positive constants. If the total population, N = S + R + I does not change over time, shade the region of the S-I plane in which I increases.

To find the region, as far as I understand, I need to first find the differential equation for dS/dt which is
α*S*√(I) - β*I. Then, I need to consider the following differential equation:
dI/dS = -1 + {β*√(I)}/α*S}
which I am not sure how to solve since I cannot separate the variables and the method with integrating factor is not applicable either.
I also tried considering dS/dI but it looked even worse.

Thank you in advance!
 
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green-beans said:
in which I increases.
Express that algebraically.
green-beans said:
N = S + R + I
Which tells you what in terms of rate of change of I?
 
haruspex said:
Express that algebraically.

Which tells you what in terms of rate of change of I?
Hi, thank you for your reply, I am not quite sure what you mean. If I express I algebraically, then I'll obtain I = N - S - R
But then I am not sure how this is will solve the differential equation since I am considering dI/dS and the expression I = N - S - R also introduces R.
 
green-beans said:
If I express I algebraically
No, I mean express algebraically the statement that I increases.
green-beans said:
I am considering dI/dS
Why? The question asks in which region of the I-S space I increases with time.
 
haruspex said:
No, I mean express algebraically the statement that I increases.

Why? The question asks in which region of the I-S space I increases with time.
Hmmmm... I am sorry but I still do not get what you are trying to say. As far as I understand, since the question asks to shade the region of the I-S space in which I increases with time, I need to obtain the function I(S) or S(I) which I can get by solving the differential equation. However, I will increase with time when dI/dt >0, i.e. α*S*√(I) - β*I>0. So, when -dS/dt - dR/dt>0 which implies that -dS/dt>dR/dt but I am not sure how this can help to find the region.
 
green-beans said:
since the question asks to shade the region of the I-S space in which I increases with time, I need to obtain the function I(S) or S(I)
I do not follow the logic of that.
green-beans said:
α*S*√(I) - β*I>0
You are almost there! Just simplify.
 
haruspex said:
I do not follow the logic of that.

You are almost there! Just simplify.
Ohhh, I see! So, I get that I < {(α)^2 * (S)^2}/{β^2} which is a parabola starting at the origin. Therefore, the shaded region should be under S-axis (if I plot I as y-axis and S as x-axis).
 
green-beans said:
Ohhh, I see! So, I get that I < {(α)^2 * (S)^2}/{β^2} which is a parabola starting at the origin. Therefore, the shaded region should be under S-axis (if I plot I as y-axis and S as x-axis).
Right.
 
haruspex said:
Right.
Thank you for your help!
 
  • #10
haruspex said:
Right.
Actually, I have just realized that the shaded area should be the area not under negative x-axis but under the parabola. So, it will be the entire area under x-axis and some of the area above it but below the parabola.
 
  • #11
green-beans said:
Actually, I have just realized that the shaded area should be the area not under negative x-axis but under the parabola. So, it will be the entire area under x-axis and some of the area above it but below the parabola.
Ah, yes, I hadn't read your previous reply carefully enough, sorry. Got to the mention of parabola and stopped.
 

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