Real life phenomenon that can be modeled by this curve?

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Discussion Overview

The discussion revolves around identifying real-life phenomena that can be modeled by specific mathematical curves, particularly the sigmoid function S(t) = 1/(1+e^-t) and the function y=1/x. Participants explore various applications and implications of these functions in different contexts.

Discussion Character

  • Exploratory
  • Technical explanation
  • Conceptual clarification
  • Debate/contested

Main Points Raised

  • Some participants inquire about real-life phenomena that can be modeled by the sigmoid function S(t) = 1/(1+e^-t) within the range of t=-5 to t=5.
  • One participant suggests that the sigmoid function is related to growth models, particularly in the context of viral growth, and discusses limitations of simpler growth equations.
  • Another participant raises the question of real-life applications for the function y=1/x, noting its relevance to the electric potential of a point charge as it decreases with distance.
  • A participant mentions the Hilbert transform in relation to the function y=1/x, indicating its utility in communication transmission.

Areas of Agreement / Disagreement

Participants do not reach a consensus on the specific real-life applications of the discussed functions, and multiple competing views and examples are presented without resolution.

Contextual Notes

The discussion includes various assumptions about the applicability of mathematical models to real-world phenomena, but these assumptions are not universally accepted or validated within the thread.

das1
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Is there any real life phenomenon that can be modeled by the curve:

S(t) = 1/(1+e^-t) ?

in the range between t=-5 and t=5

Thanks!
 
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That's awesome, thank you!

How about the function y=1/x ?

Is there anything in reality that can be modeled by this function?

Thanks!
 
das said:
That's awesome, thank you!

How about the function y=1/x ?

Is there anything in reality that can be modeled by this function?

Thanks!

Hilbert transform, which is quite useful for communication transmission. y=1/x is the convolution kernel. Hilbert transform - Wikipedia, the free encyclopedia
 
das said:
How about the function y=1/x ?

Is there anything in reality that can be modeled by this function?
The electric potential of a point charge decreases as $1/x$ where $x$ is the distance.
 
das said:
Is there any real life phenomenon that can be modeled by the curve:

S(t) = 1/(1+e^-t) ?

in the range between t=-5 and t=5

Thanks!

Suppose $y(t)$ is the growth of a virus at time $t$. This quantity is usually modeled by the basic equation $y' = ay$ where $a$ is some positive constant.

However, this equation has limitation as it does not take growth constraints into account. A better equation for a population model that takes population limitations into account is to rather consider $y' = a(y) \cdot y$ where $a(y)$ depends on the quantity $y$, it gets smaller as $y$ gets larger. The simplest type of such a function is the linear function $a(y) = (b - cy)$ where $b,c$ are positive constants. Note that if $y$ is small then $b-cy \approx b$ and so we are back to the equation $y' = by$. However, the constant of growth gets smaller as $y$ increases.

This model $y' = (b-cy)y'$ of growth leads to the solution every similar to what you just posted.
 

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