Previous in Forum: if are the same?   Next in Forum: Fire / Disaster Site Cleanup
Close
Close
Close
15 comments
Rate Comments: Nested
Active Contributor

Join Date: Apr 2009
Posts: 18
Good Answers: 1

Particle Size Distribution and Standard Deviation

04/27/2009 4:46 PM

I have particle size distribution data that have log spaced sampling interval (the particle size axis is on a log scale so the distance between data interval increases logarithmically). The data could not be exactly described by a log-normal distribution and are slightly bimodal.

I would like to know what is (are) the formula to estimate the standard deviation for this kind of distribution.

Thanks in advance

Register to Reply
Interested in this topic? By joining CR4 you can "subscribe" to
this discussion and receive notification when new comments are added.
Power-User

Join Date: Jul 2008
Location: United States of America
Posts: 429
Good Answers: 3
#1

Re: Particle size distribution standard deviation

04/27/2009 9:51 PM

I would suggest that you use the Wiebull Distribution Function, evaluate the constants of the distribution by some sort of correlation analysis. This distribution function tend to morph into virtually every one of the standard probability density function as well as generate composites [or hybrids (- if you prefer)] of those standard probability density functions.

Good luck

__________________
EditorGBAnalysts - Give a boy fish and he will eat may be for a day, but teach him how to fish and he will eat everyday.
Register to Reply
Guru

Join Date: Mar 2007
Posts: 2550
Good Answers: 103
#2

Re: Particle size distribution standard deviation

04/27/2009 10:21 PM

If you have a bimodal distribution, you are likely to have two attributive causes.

These distributions are not likely to be addressed by the any statistical method to provide meaningful statistic.

I prefer to find the attribute and eliminate it so that you eliminate the corresponding peak and then carry out your analysis.

Weibull may work, but with associated errors.

The other way is to convert the bimodal into two separate normal distributions and then monitor both individually.

__________________
Fantastic ideas for a Fantastic World, I make the illogical logical.They put me in cars,they put me in yer tv.They put me in stereos and those little radios you stick in your ears.They even put me in watches, they have teeny gremlins for your watches
Register to Reply
Power-User

Join Date: Jul 2008
Location: United States of America
Posts: 429
Good Answers: 3
#3
In reply to #2

Re: Particle size distribution standard deviation

04/27/2009 11:27 PM

I should think, it would be an interesting learning experience decoupling the two nonlinear probability functions generating the bimodal features. The OP's description of the bimodal feature as "slight" tells me that the two attributive causes may be strongly coupled and decoupling them may be more difficult to work on than the OP may want to do.

I am however curious to know how the OP ultimately resolves it, because I should find it instructive to me.

It just occurred to me though that perhaps the Wiebull just might give the OP a relation that is somewhat additive as in F(ρ) = ∑fj(ρ), where each of the fj(ρ) would be a Wiebull distribution representative of an attribute. Now that would be curious.

__________________
EditorGBAnalysts - Give a boy fish and he will eat may be for a day, but teach him how to fish and he will eat everyday.
Register to Reply
Guru

Join Date: Mar 2007
Posts: 2550
Good Answers: 103
#4
In reply to #3

Re: Particle size distribution standard deviation

04/28/2009 4:50 AM

It will be actually some fun trying out his data and analysing these. At least the shape of the curve would give us some idea .

__________________
Fantastic ideas for a Fantastic World, I make the illogical logical.They put me in cars,they put me in yer tv.They put me in stereos and those little radios you stick in your ears.They even put me in watches, they have teeny gremlins for your watches
Register to Reply Off Topic (Score 5)
Power-User

Join Date: Jul 2008
Location: United States of America
Posts: 429
Good Answers: 3
#5
In reply to #4

Re: Particle size distribution standard deviation

04/28/2009 7:28 AM

I agree wholeheartedly

__________________
EditorGBAnalysts - Give a boy fish and he will eat may be for a day, but teach him how to fish and he will eat everyday.
Register to Reply Off Topic (Score 5)
Power-User

Join Date: Sep 2006
Location: Houston Texas
Posts: 282
Good Answers: 16
#6

Re: Particle size distribution standard deviation

04/28/2009 9:04 AM

As you people banter over the maths involved here please keep in mind another variable:

I assume the particle size distribution you are measuring is that of a powder material. The physical method to grab the powder must also be carefully performed to ensure a representative sample is obtained. Larger particles obviously have more mass than small powders, however large powders will also have a lighter bulk density due to the increase in void space between the particles. Whenever the particles are in motion a fair amount of segregation / separation will take place.

In a pneumatic conveying line the large particles will stay to the outside of an elbow while the fine powders will hug the inside. If you dump powders into a hopper, the fine powders will stay under the fill stream while the large particles will bounce to the outside of the hopper.

Please elaborate on your sampling method.

__________________
Specializing in Dynamic Weighing Systems for Powder and Bulk Solids Handling
Register to Reply Off Topic (Score 5)
Guru

Join Date: Mar 2007
Posts: 2550
Good Answers: 103
#7
In reply to #6

Re: Particle size distribution standard deviation

04/28/2009 9:54 AM

This is also statistics (we are in statistics not maths )

The sample should be representative of the population.

__________________
Fantastic ideas for a Fantastic World, I make the illogical logical.They put me in cars,they put me in yer tv.They put me in stereos and those little radios you stick in your ears.They even put me in watches, they have teeny gremlins for your watches
Register to Reply Off Topic (Score 5)
Power-User

Join Date: Jul 2008
Location: United States of America
Posts: 429
Good Answers: 3
#8
In reply to #6

Re: Particle size distribution standard deviation

04/28/2009 11:24 AM

Delmar,

We have actually been working on the premise that there is already a set of data to be subjected to Statistical Analysis; hence we have not considered the sampling method.

However, your moniker talks of "Specializing in Dynamic Weighing Systems for Powder and Bulk Solids Handling"; therefore, perhaps you should tell us about the sampling methods you use so that we may factor it into the discourse.

Thank you.

__________________
EditorGBAnalysts - Give a boy fish and he will eat may be for a day, but teach him how to fish and he will eat everyday.
Register to Reply
Power-User

Join Date: Sep 2006
Location: Houston Texas
Posts: 282
Good Answers: 16
#10
In reply to #8

Re: Particle size distribution standard deviation

04/30/2009 12:25 PM

There is an entire industry dedicated to manufacturing automated sampling equipment, and produces varied configurations depending on the process that handles the powder.

Two good companies to start your hunt for sampling equipment:

Sentry Equipment http://www.sentry-equip.com/bulk-solids-sampling.htm

Inter Systems http://www.intersystems.net/fp_is.asp

__________________
Specializing in Dynamic Weighing Systems for Powder and Bulk Solids Handling
Register to Reply
Power-User

Join Date: Jul 2008
Location: United States of America
Posts: 429
Good Answers: 3
#11
In reply to #10

Re: Particle size distribution standard deviation

04/30/2009 12:43 PM

We are not in the bulk powder sampling business, we are in the business of helping people solve problems, and for this problem the OP wants to know the method for calculating the Standard Deviation of a set of data already generated.

When the OP asks for advice on Sampling Methods I am sure there are more than able members of the forum to tackle that problem.

I was interested in finding out what method you are using and how you thought the method would have impacted the Statistical Analysis method being suggested.

However, I am thinking that if you are interested in being advised about a good method of Sampling, perhaps you would want to submit such as a post.

__________________
EditorGBAnalysts - Give a boy fish and he will eat may be for a day, but teach him how to fish and he will eat everyday.
Register to Reply Off Topic (Score 5)
Power-User

Join Date: Sep 2006
Location: Houston Texas
Posts: 282
Good Answers: 16
#12
In reply to #11

Re: Particle size distribution standard deviation

04/30/2009 1:24 PM

1. Yes the OP requested a method for calculating the Standard Deviation. That is why I regarded my original posting to be "off topic" and appropriately marked it as such.

2. I too consider myself to be in the business of helping people. However my experience is in powder handling, not statistics, and have investigated many applications where the plant statistician complained of receiving non-representative samples. The collection method will cause sampling errors so is a very relevant issue.

3. The OP did not state the process where the sample was being obtained (from a static pile/ hopper, moving mechanical/ pneumatic conveyor, etc. The behavior of powder particles in motion will be variable relative to the mechanical process involved. There is no "standard sampling method". View the sampling equipment links to understand the varied methods to apply samplers.

4. Should the OP forward any details on his particular application, and directly request my assistance, I will gladly review the application and forward specific areas for improvement.

5. I assume I ruffled your feathers by my "maths" comment. It obviously was a clumsy attempt at humor and hereby apologize if I offended any statisticians.

__________________
Specializing in Dynamic Weighing Systems for Powder and Bulk Solids Handling
Register to Reply Off Topic (Score 5)
Power-User

Join Date: Jul 2008
Location: United States of America
Posts: 429
Good Answers: 3
#13
In reply to #12

Re: Particle size distribution standard deviation

04/30/2009 1:37 PM

You did not ruffle my feathers by the comment of "maths", actually I was waiting all day yesterday to read about your sampling method; and when I did not hear from you, I offered my final suggestion. That you then came back after I have offered the final suggestion was what I thought inconsiderate or distracting.

Agreed, the Sampling Method would impact the results that obtains and therefore the method of analysis. However, the use of Wiebull Distribution works for all results that conforms to any of the standard probability distribution functions, so irrespective of the result, the Wiebull should work. You should try it.

By the way, have you ever performed repeatability and reproducibility analysis on the various sampling methods? I should think that the method that satisfies both Repeatability and Reproducibility should become recommended standard. What do you thing?

__________________
EditorGBAnalysts - Give a boy fish and he will eat may be for a day, but teach him how to fish and he will eat everyday.
Register to Reply Off Topic (Score 5)
Power-User

Join Date: Sep 2006
Location: Houston Texas
Posts: 282
Good Answers: 16
#14
In reply to #13

Re: Particle size distribution standard deviation

04/30/2009 2:16 PM

The specific timing of my previous posting was due to my being onsite a chemical plant, not any unwillingness to reply to your comment.

The "sampling methods" I am referring to is how to mechanically extract a sample of material from an isolated point on the application that will be representative of the entire process.

As stated before my background is in powder handling and not statistics. I will give you the benefit of the doubt that you are genuinely interested in my opinion, and not furtively attempting to discredit my experience. If it is the latter I will respectfully opt out of this thread.

__________________
Specializing in Dynamic Weighing Systems for Powder and Bulk Solids Handling
Register to Reply Off Topic (Score 5)
Power-User

Join Date: Jul 2008
Location: United States of America
Posts: 429
Good Answers: 3
#15
In reply to #14

Re: Particle size distribution standard deviation

04/30/2009 2:35 PM

Delmar,

I assure you that I have no interest in discrediting your experience under any circumstance. I was interested in any method that I thought you were using. I have actually always been interested in Entrained Bed Systems such as is the powder system you were describing. I have actually developed a full mathematical description and analysis of such system in the past, hence my interest.

Even more pertinent, I have, in the past, actually set up a Quality Assurance System for a company that supplied to Ford Motor Company, and used the concepts of Repeatability and Reproducibility. You said you were interested in knowledge so I thought I am relate to you the concepts just in case you might find it useful in making future decisions on Sampling Methods.

My regrets if I have come across as trying to discredit your knowledge/experience. I have recently decided not to respond to too many people either just because of that. Anyway, if you should feel that I can be of help at anytime, do please feel free to contact me at "editor@gbanalysts.com" , and I should help however, I can.

__________________
EditorGBAnalysts - Give a boy fish and he will eat may be for a day, but teach him how to fish and he will eat everyday.
Register to Reply Off Topic (Score 5)
Power-User

Join Date: Jul 2008
Location: United States of America
Posts: 429
Good Answers: 3
#9

Re: Particle Size Distribution and Standard Deviation

04/30/2009 12:01 PM

Final suggestion: In a best case scenario, instead of the summation function: F(ρ) = ∑fj(ρ), where each of the fj(ρ) would be a Wiebull distribution representative of an attribute: which I had thought to be curious, you might be better of considering this:

F(k(1 + ax + b/x) ) = Πfj(kwjxj-2), where wj is the jth coefficient in the parenthesis, and each of the fj would be a Wiebull distribution representative of the general behaviour obtaining from the expansion of the general distribution, and Π is a product designation.

Then differentiate the function(s) and evaluate 'a' at the minimum between the two modal points, and evaluate 'b' at either of the modal points.

Of course, as always this is merely a suggestion, I have not applied this technique before as I have not come across a similar problem in the past. So there ...

I hope that this helps. Good luck.

HTML clipboardHTML clipboard

__________________
EditorGBAnalysts - Give a boy fish and he will eat may be for a day, but teach him how to fish and he will eat everyday.
Register to Reply
Register to Reply 15 comments
Copy to Clipboard

Users who posted comments:

Delmar (4); editorgbanalysts (8); sb (3)

Previous in Forum: if are the same?   Next in Forum: Fire / Disaster Site Cleanup

Advertisement