Questions tagged [engineering-statistics]

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What to do if some conditions of DoE are hard or impossible to run?

Assume we have 3 factors with 2 levels each. If I understood it correctly, for small number of factors we can consider a full factorial design, in this case would be 2^3 full factorial design. What ...
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1answer
40 views

What to do if the range of an input factor changes after running the experiment?

I am gaining my first experiences in Designing Experiments and here where I am stack: An experiment has been run with some continuous input factors: x1, x2, ..., x5. The goal of the experiment was to ...
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25 views

Calculating the probability distribution for Hardware defects based on history of defects

I'm writing a study about Hardware status in my institution. I've gathered data about hardware failures over time (I know how many failures happened each semester each year on a specific hardware ...
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modeling a electrical pulse which is technically time dependent

I have an electrical pulse that I need to fit a curve to a certain area of but not the entire thing. The whole pulse looks like this However the only part that I need to model is this My boss ...
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24 views

Predicting a breakdown probability in a time window using machine learning classification in Python

I want to predict breakdowns of a machine. The data I have is on a daily basis and contains info like "minutes in operation", "number of external shocks" or "operator name". I created additional ...
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1answer
24 views

Predictive maintenance machine learning model to identify a failure before it happens

I have 1000 industrial sensors that send data once a day. The 10 sent parameters along with sensor pass/fail info is stored. The data format is below. If a sensor fails there is no further ...
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1answer
39 views

Useful data analysis methods for engineering applications [closed]

I'm currently working on a dynamic simulation of an already existing product. The simulation is supposed to help in future development of this product by enabling the engineers to get a better ...
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30 views

What is the name of this kind of statistics problem and where can I go to learn how to solve it?

I have a heuristic model of a physical process which is dependent on outcomes from random variables. The physical process approximated by the random number generator suggests what the distribution ...
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1answer
48 views

If the population size was large enough that the sample size required to represent it is too large to be practical, what should be done?

i just started working as a quality control engineer at a poultry company, one of my first duties is to design a mechanism to ensure the quality of the end product (the Chick) and processes leading up ...
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1answer
47 views

What is the best syllabus for an under-grad class in Statistics for engineer students?

I teach statistics to under-grad engineer students who major in Information Technology (IT). My students first learn a (prerequisite) course on probability where they learn combinatorics, different ...
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1answer
394 views

Clustering issues

I have a list of electrical feeders. I want to cluster them by their topological characteristics: voltage level, total length, % of underground cable, state of the neutral. I first made a manual ...
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2answers
80 views

Grad level books for survivability analysis applied to manufacturing

I am looking for a grad level book on survivability analysis applied to manufacturing such as assembly lines. Preferably in R. I am familiar with measure theory, probability theory and R.
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1k views

Reorder point with stochastic lead time and demand

I'm trying to determine the optimal reorder point for some products. The reorder point must be greater than the demand during lead time a $\%$ of the times that I should determine, let's say $95\%$. ...
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How to stabilize features over time?

I have in my model some features, which seem to have some super power to explain the training data. To be more specific, the model is to predict clicks and the features are the click-through-rate(CTR)...
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2k views

Given a control chart that shows the mean and upper/lower control limits, how do I tell if the cause of out of control points is assignable or not?

I am given 15 points. The control limits are at +/- 3 $\sigma$. Points 1, 4, 5, 6, 7, 8, 9, 10, 11, 13, and 15 fall within the control limits. Points 2, 3, 12, and 14 are outside of the control limits,...
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4k views

What books provide an overview of engineering statistics?

As an engineer, I'm interested in topics such as designing experiments that are statistically valid, quality control, process control, reliability, and cost control. I took a course in engineering ...