Understanding the Difference Between Gaussian Functions

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Discussion Overview

The discussion centers around understanding the differences between various Gaussian functions, particularly in the context of their applications, such as representing line profiles of spectral lines. Participants explore the mathematical definitions and applications of Gaussian functions and distributions, as well as their relevance to noise types like Gaussian White Noise.

Discussion Character

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

Main Points Raised

  • One participant seeks clarification on the differences between Gaussian functions and their applications, specifically in relation to spectral line profiles.
  • Another participant explains that the Gaussian function is a mathematical function, while the Gaussian distribution is a probability distribution derived from it, questioning the specific application to spectral lines.
  • A third participant introduces the concept of Gaussian White Noise, providing definitions and clarifications from Wikipedia regarding Gaussian noise and its correlation properties.
  • A later reply specifies that the spectral line profile in question relates to light spectra and mentions different types of profiles (Voigt, Lorentzian, Gaussian) that can be used for spectral line fitting.
  • The same participant expresses a desire to plot a Gaussian line profile using parameters such as peak maximum, central line wavelength, and FWHM, questioning if the Gaussian function can be applied in this context.

Areas of Agreement / Disagreement

Participants express differing views on the application of Gaussian functions to spectral line profiles, with some uncertainty about the specific definitions and contexts. There is no consensus on the best approach or the correct interpretation of Gaussian functions in relation to spectral lines.

Contextual Notes

Participants reference various definitions and applications of Gaussian functions and distributions, but there are limitations in the clarity of how these concepts relate to spectral line profiles. The discussion also highlights potential misunderstandings regarding Gaussian noise and its properties.

nordmoon
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I am having difficulty understanding the difference between the http://en.wikipedia.org/wiki/Gaussian_function" ? Which one would, say represent the line profile of a spectral line?

Does anyone have a clue?
 
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The Gaussian function is a function, just like "sin(x)" or "ln(x)". The Gaussian distribution is probability distribution whose density function is the Gaussian function. As for the 'line profile of the spectral line' that appears to be an application I am not familiar with. Are you referring to an actual spectrum of light or the spectrum of a linear operator?
 
I think nordmoon is referring to Gaussian White Noise.
If that's the case, then you can get some more info from Wikipedia.
I am quoting from Wikipedia:
http://en.wikipedia.org/wiki/White_noise
"White noise is a random signal (or process) with a flat power spectral density."
http://en.wikipedia.org/wiki/Gaussian_noise
"Gaussian noise is properly defined as the noise with a Gaussian amplitude distribution.
This says nothing of the correlation of the noise in time or of the spectral density of the noise. Labeling Gaussian noise as 'white' describes the correlation of the noise. It is necessary to use the term "white Gaussian noise" to be correct. Gaussian noise is sometimes misunderstood to be white Gaussian noise, but this is not the case."
 
chingkui said:
HallsofIvy said:
The Gaussian function is a function, just like "sin(x)" or "ln(x)". The Gaussian distribution is probability distribution whose density function is the Gaussian function. As for the 'line profile of the spectral line' that appears to be an application I am not familiar with. Are you referring to an actual spectrum of light or the spectrum of a linear operator?

I think nordmoon is referring to Gaussian White Noise.
If that's the case, then you can get some more info from Wikipedia.
I am quoting from Wikipedia:
http://en.wikipedia.org/wiki/White_noise
"White noise is a random signal (or process) with a flat power spectral density."
http://en.wikipedia.org/wiki/Gaussian_noise
"Gaussian noise is properly defined as the noise with a Gaussian amplitude distribution.
This says nothing of the correlation of the noise in time or of the spectral density of the noise. Labeling Gaussian noise as 'white' describes the correlation of the noise. It is necessary to use the term "white Gaussian noise" to be correct. Gaussian noise is sometimes misunderstood to be white Gaussian noise, but this is not the case."


I am referring to the spectral line profile in a spectrum of light. Spectral lines can have a spectral line profile which is either a Voigt, Lorentzian or Gaussian profiles. I was looking for an equation which would plot the gaussian line profile in order to later obtain the Voigt line profile which is the convolution between the Lorentzian and the Gaussian profiles. My intension is to use these for spectral line fitting.

What I have is the peak maximum, the central line wavelength and the FWHM. Would one be able to apply the Gaussian function and say that it's the Gaussian line profile of that spectral line?
 

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