I have a exponetial graph but how do I calculate results?

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Homework Help Overview

The discussion revolves around interpreting data from an HPLC analysis that fits an exponential model. The original poster is attempting to convert values from an exponential graph to a specific unit (µg) and is exploring the implications of using logarithmic transformations on their data.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the use of natural logarithms to transform the exponential equation into a linear form for easier interpretation. Questions arise regarding the correct application of logarithmic transformations and how to revert back to the original scale after calculations.

Discussion Status

Some participants have provided guidance on using logarithmic transformations and have suggested methods for calculating values from the transformed data. There is ongoing exploration of how to interpret results from the linearized graph, with no explicit consensus reached yet.

Contextual Notes

Participants are working under the constraints of needing to convert values from a logarithmic scale back to their original units, and there is a focus on ensuring the calculations align with the transformations applied to the data.

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Homework Statement



I have a set of data by HPLC that will only fit in an exponential plot in excel.

If I was to use a linear graph I would use y=mx+c but the data will NOT fit into a linear plot.

Homework Equations



The R2 for the exponential graph = 0.9973

y=0.0044e(0.0017x)

where (0.0017x) is superscript.

The Attempt at a Solution



I have a value for my recovery that I can read off the graph but don't know how to convert this to ug (I can do this if the graph is linear).

I have plotted µg vs peak response.

Thanks!
 
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Newbie_ said:

Homework Statement



I have a set of data by HPLC that will only fit in an exponential plot in excel.

If I was to use a linear graph I would use y=mx+c but the data will NOT fit into a linear plot.

Homework Equations



The R2 for the exponential graph = 0.9973

y=0.0044e(0.0017x)

where (0.0017x) is superscript.

The Attempt at a Solution



I have a value for my recovery that I can read off the graph but don't know how to convert this to ug (I can do this if the graph is linear).

I have plotted µg vs peak response.

Thanks!
Hello Newbie_ . Welcome to PF !

Take the natural logarithm, Ln, of both sides of y=0.0044e(0.0017x) .

If you graph Ln(y) versus x, the graph should be a straight line.
 
OK thanks for the info + welcome.

I have plotted concentraion (µg) vs ln response and the line is linear.

However I'm a bit confused about reading results from the graph ie

y=0.0017x-5.4289

My ln of the value I want to read off the graph = -2.57286965




If I did not use ln I would (although the values would not be -ve):

(-2.57286965-(-5.4289))/.0017




How do I calculate given that I have used ln?

ie when do I do the anti-ln? Or is the above calculation correct as I have taken the ln of all standard values + am using the ln of the recovery value?

I hope this makes sense!

Thanks again.
 
Last edited:
Newbie_ said:
(-2.57286965-(-5.4289))/.0017




.

I think this is correct as I have just put in a theoretical example and the "right" result came out. I could be wrong though :o

Thanks
 
If you have an exponential function of the form [tex]y=Ae^{kx}[/tex] for some constants A and k, then taking the log of both sides gives [tex]\ln(y)=\ln(Ae^{kx})[/tex][tex]=\ln(A)+\ln(e^{kx})[/tex][tex]=kx+\ln(A)[/tex]

So what we have plotted is [tex]y'=kx+\ln(A)[/tex] where [itex]y'=\ln(y)[/itex]

Now, the graph you have in your example is [itex]y'=0.0017x-5.4289[/itex] so if you want to find the y value of, say, at x=2, then plug x=2 into the equation to get [itex]y'=-5.4255[/itex] and since [itex]y'=\ln(y)[/itex] then [itex]e^{y'}=y[/itex] thus we get [itex]y=e^{-5.4255}=0.00440[/itex]

If we want it the other way around, that is to find the x value when y=3 for example, we can plug y=3 into the equation and re-arrange to solve for x, or we can re-arrange the equation to make x the subject right off the bat:

[tex]\ln(y)=kx+\ln(A)[/tex]

[tex]kx=\ln(y)-\ln(A)[/tex]

[tex]x=\frac{\ln\left(\frac{y}{A}\right)}{k}[/tex]

So for y=3, A=0.0044, k=0.0017, we have [itex]x\approx 3838[/itex]
 
It might be clearer if you plotted your data on log-scaled graph paper. You can design and print off a sample at this site: http://incompetech.com/graphpaper/logarithmic/

It can produce both log-linear and log-log. (I thought you'd need log-linear, for ex to generate a straight line.)
 

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