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JMPdiscoverer
Level III

Monte Carlo Simulation: how to determine the experimental domain of each factor while keeping a defect rate lower than 5%

Hey JMP users, 

 

I have a question regarding the Monte Carlo simulation. 

I need to fix the parameter's experimental domain in order to have a defect rate of 5%. 

Is there anyway to proceed by fixing the Defect rate and then deduce how would be the value of mean, lower and upper limit for each factor ? 

 

Thanks ! 

 

3 REPLIES 3
Byron_JMP
Staff

Re: Monte Carlo Simulation: how to determine the SD of each factor according to a defect rate of 5%

Easy to do as long as you have one mean and one standard deviation, and the mean is constant. As soon as you have multiple standard deviations and the multiple means that aren't fixed, all the parameters are correlated.

 

It sounds like you're trying to maximize the variation to satisfy the minimum level of acceptance?

JMP Systems Engineer, Health and Life Sciences (Pharma)
JMPdiscoverer
Level III

Re: Monte Carlo Simulation: how to determine the SD of each factor according to a defect rate of 5%

Thanks for your answer.

Yes I need to find the experiemental domain (the largest possible) of my 3 factors while keeping a defect rate less than 5%.

Byron_JMP
Staff

Re: Monte Carlo Simulation: how to determine the SD of each factor according to a defect rate of 5%

I could write up a how-to but my colleague @robert_anderson  just did a nice talk on this exact topic at the JMP discovery conference.  I think he nails the solution.

Robust Optimisation of Processes and Products by Using Monte Carlo Simulation Experiments 

 

JMP Systems Engineer, Health and Life Sciences (Pharma)