Area under Gaussian peak by easy measurements

In summary, the conversation discusses finding the area under a Gaussian peak, specifically in the context of chromatography. The area is important as it represents the number of detected molecules and can be used to find the concentration of a sample. The maximum peak height is found at the mean, and the full width at half maximum (FWHM) can be calculated using the peak height and a constant. The conversation also considers the practical significance of accounting for variations in peak shape and discusses the use of software to calculate peak areas. Finally, the integral of the Gaussian function with respect to x is equal to A, but the method for solving for A is not explicitly stated.
  • #1
fysikjatack
4
0
First I try to find a way of finding area under Gaussian peak by using simple means. Questions at bottom of post.

This concerns peaks with Gaussian distribution, eg. peaks in a chromatogram in some chemical analysis.

The Gaussian distribution is
[tex]
f(x) = \frac{1}{\sigma \sqrt{2\pi} } e^{ -\frac{(x-\mu)^2}{2\sigma ^2} }
[/tex]

and the function for a peak in the chromatogram is

[tex]
f(x) = \frac{A}{\sigma \sqrt{2\pi} } e^{ -\frac{(x-\mu)^2}{2\sigma ^2} }
[/tex]

where A is the area under the curve. The area is interesting since it represents the number of detected molecules and by using calibration curves one can find the concentration of a previously unknown sample.
The maximum peak height H is easily proven to be found at x =[tex]\mu[/tex], hence the exponential part is equal to 1;

[tex]
H=f(\mu) = \frac{A}{\sigma \sqrt{2\pi} } e^{ -\frac{(\mu-\mu)^2}{2\sigma ^2} }=\frac{A}{\sigma \sqrt{2\pi} } = \frac{0.3989A}{\sigma}
[/tex]

This shows that the area (and hence concentration) is proportional to maximum peak height. But this assumes same /sigma. But I would like to consider that injection and stuff might be different etc and account for peaks having a bit different /sigma.

The full width at half maximum (FWHM) can be shown to be
FWHM=2 sqrt(2 ln(2))[tex]\sigma[/tex] = 2.35[tex]\sigma[/tex] by inserting f(x) = H/2 , find x1 and x2 and then calc the width.
[tex]
H = \frac{0.3989A}{\sigma}
[/tex]

[tex]
A = \frac{H\sigma}{0.3989}
[/tex]
[tex]
FWHM = 2.35\sigma
[/tex]
[tex]
\sigma = \frac{FWHM}{2.35}
[/tex]

[tex]
A = \frac{H* FWHM}{2.35*0.3989}
[/tex]


Then the area would easily be calculated from a paper with peaks using only ruler and calculator, by measuring the maximum height and FWHM, multiplying them and multiply by a constant.


1.Did I overlook something here, or does it work this way?

It seems very convenient to account for peaks having different /sigma this way, although I doubt it has any large practical significance in the high school lab... Also, this still is under assumption that all peaks are perfectly gaussian in shape.

In school we usually have software to calculate peak areas, or just plot peak maximum height.

2. How does a software compute such an area?


The integral with respect to x of [tex]
f(x) = \frac{A}{\sigma \sqrt{2\pi} } e^{ -\frac{(x-\mu)^2}{2\sigma ^2} }
[/tex] would equal A. Integration yields A=A and does not give the value of the area...

3. If I just sit here with a bunch of peaks on a paper, can I use some method applying integrals to find A?
 
Physics news on Phys.org
  • #2
I just spent some time trying to figure this out. For an equation of the form:

[itex]f(x)=N\cdot exp[-\frac{(x-u)^2}{2\sigma^2}][/itex]

The area under the curve is given by:

[itex]N\cdot\sigma\cdot\sqrt{2\pi}[/itex]
 

FAQ: Area under Gaussian peak by easy measurements

What is the concept of "Area under Gaussian peak by easy measurements"?

The area under a Gaussian peak is a measure of the total amount of a certain substance present in a sample. This can be determined by performing easy measurements, such as using a spectrophotometer or chromatography techniques.

Why is the area under a Gaussian peak important in scientific research?

The area under a Gaussian peak is important because it provides a quantitative measure of the concentration of a substance in a sample. This information is crucial in many fields of research, such as chemistry, biology, and environmental science.

How is the area under a Gaussian peak calculated?

The area under a Gaussian peak can be calculated by integrating the peak using mathematical equations or by using software programs specifically designed for this purpose. These methods take into account the shape and width of the peak to accurately calculate the area.

What factors can affect the accuracy of the area under a Gaussian peak measurement?

The accuracy of the area under a Gaussian peak measurement can be affected by various factors, including instrument sensitivity, sample preparation techniques, and experimental conditions. It is important to carefully control these factors to ensure accurate and reliable results.

Can the area under a Gaussian peak be used to determine the purity of a sample?

Yes, the area under a Gaussian peak can be used as an indicator of sample purity. If there is only one peak present in the sample, the larger the peak area, the higher the purity of the sample. If there are multiple peaks present, the relative peak areas can be compared to determine the purity of each component in the sample.

Back
Top