Real life phenomenon that can be modeled by this curve?

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SUMMARY

The discussion centers on real-life phenomena modeled by mathematical functions, specifically the sigmoid function S(t) = 1/(1+e^-t) and the function y=1/x. The sigmoid function is identified as a model for growth processes, such as virus proliferation, particularly when considering constraints on growth. Additionally, the function y=1/x is linked to the electric potential of a point charge and is utilized as a convolution kernel in the Hilbert transform, which is significant for communication transmission.

PREREQUISITES
  • Understanding of the sigmoid function and its applications in growth modeling.
  • Familiarity with the function y=1/x and its relevance in physics and signal processing.
  • Knowledge of the Hilbert transform and its role in communication systems.
  • Basic concepts of differential equations, particularly in modeling population dynamics.
NEXT STEPS
  • Research the applications of the sigmoid function in logistic growth models.
  • Explore the implications of the Hilbert transform in signal processing techniques.
  • Study the electric potential of point charges and its mathematical representation.
  • Investigate advanced population models that incorporate growth constraints and their differential equations.
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Mathematicians, physicists, data scientists, and anyone interested in mathematical modeling of real-world phenomena, particularly in growth dynamics and signal processing.

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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