How can I find the first derivative for the given data?

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Discussion Overview

The discussion revolves around finding the first derivative of chlorophyll measurements obtained from spectral imaging data of leaves taken from three different locations. Participants explore methods for calculating the first derivative and its relevance to understanding differences in chlorophyll levels across these locations.

Discussion Character

  • Exploratory
  • Technical explanation
  • Debate/contested

Main Points Raised

  • One participant seeks guidance on calculating the first derivative of chlorophyll measurements to assess differences across locations.
  • Another participant questions what the first derivative is being taken of, suggesting that the results may not provide meaningful insights.
  • A participant proposes a method for calculating the first derivative by subtracting consecutive function values and dividing by the difference in wavelengths, but this method is challenged by others.
  • Some participants express skepticism about the usefulness of derivatives in this context, arguing that each data point represents different meanings related to absorption or emission at specific wavelengths.
  • A participant mentions using an approximated derivative graph but does not observe significant changes in chlorophyll content.
  • There is a discussion about the relevance of chemical composition and the need for external data to analyze the spectrum for chlorophyll content.

Areas of Agreement / Disagreement

Participants do not reach a consensus on the usefulness of calculating derivatives for the given data. There are competing views on the appropriateness of the proposed methods and the interpretation of the results.

Contextual Notes

Participants express uncertainty regarding the application of calculus in biological contexts and the interpretation of spectral data. There are unresolved questions about the significance of the derivative calculations and the assumptions underlying the proposed methods.

rovaniemi
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Hi,

The data in the excel sheet is the numerical representation of the image of leafs taken through spectral imaging camera. The first column represents the wavelength range and other three are the chlorophyll measurements of leaves form 3 different locations. I would like to find out is, if there is any difference in chlorophyll level in these 3 different places. Could anyone please tell me how can i find the first derivative for the given data?

Thanks in advance
 

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First derivative of what?

I plotted the values and then the deviations from the average for each wavelength. I think the result is interesting:

attachment.php?attachmentid=60950&stc=1&d=1376683367.png
 

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mfb said:
First derivative of what?

I plotted the values and then the deviations from the average for each wavelength. I think the result is interesting:

attachment.php?attachmentid=60950&stc=1&d=1376683367.png

Hi,

Thanks for the reply. Could you please tell me, how did you calculate the first derivative? I would like to find the first derivative of columns North, North East and South. Can the first derivative be obtained by subtracting two consecutive function values, then dividing them by the difference in the independent variables (Wavelengths in this case)?

I have also found a formula to find the first derivative. I don't know if it can be used in this situation.
The formula is "x^n for first derivative and n x^n-1 for second derivative.

Good day
 
Last edited:
I did not calculate any derivatives, and I don't think there are any meaningful derivatives.
Can the first derivative be obtained by subtracting two consecutive function values, then dividing them by the difference in the independent variables (Wavelengths in this case)?
They can be approximated like that, but I don't see what you would learn from the resulting values.
The formula is "x^n for first derivative and n x^n-1 for second derivative.
That is not a formula.
 
mfb said:
I did not calculate any derivatives, and I don't think there are any meaningful derivatives.
They can be approximated like that, but I don't see what you would learn from the resulting values.
That is not a formula.

Hi,

I am not good at calculus. I just need to find the rate of change in the chlorophyll content at different regions. The attachment shows the approximated first derivative graph and if i am not wrong that doesn't show any significant change.

Formula or rule what you say in calculus; i got those by goggling. But i am not able to understand its application in biology. Anyway i tried the approximated derivate.

Thanks for your help
 

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I think you are mixing completely unrelated things here.

You have three samples. Each sample has some specific chlorophyll content, right? So you just have 3 (not yet known unknown) values for chlorophyll contents.

Each chemical composition (including the chlorophyll content) leads to a specific spectrum. You can analyze this spectrum to get the chlorophyll content of a sample, for one sample at a time. This will need some external data - how does the spectrum of chlorophyll look like?
Once you know this (and, ideally, the spectra of other chemicals in your sample), you can look for this signature in your samples, and find some (relative) value for the chlorophyll content in your samples.

It is pointless to calculate derivatives in the spectrum - each data point has a completely different meaning (the absorption or emission at a specific wavelength range).
 

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