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CRE Preparation Notes

Prep notes for ASQ Certified Reliability Engineer exam ISSN 2165-8633


The idea of the CRE Preparation Notes series is to provide you short practical tutorials on all the elements that make up the ASQ CRE body of knowledge. The articles provide introductionary material, basics, how-to’s, examples, and practical use guidance for the full range of reliability engineering concepts, terms, tools, and practices.


Keep your knowledge fresh with regular review of topics and tools that make up reliability engineering.


Sign up for the CRE Preparation Notes email list to receive weekly reliability engineering short tutorials.


- Improve your reliability engineering skills

- Learn about the wide range of tools available

- Enhance your resume with the ASQ CRE


You will find the most recent tutorials in reverse chronological order below. Below each article is the section and specific clause of the CRE Body of Knowledge that tutorial addresses. Click on those tags to find other articles on the same topic. To the right on the sidebar, there is a listing of the 7 major categories in the body of knowledge - it's a quick way to find groups of articles on each specific area. You can also use the search function to locate articles, podcasts, or tutorials on specific topics.

by Fred Schenkelberg 3 Comments

Two Pumps Problem

Two Pumps Problem

Let’s say we have two identical pumps share a load in parallel. The failure rate for a pump in this mode of operation is 0.0002 failures per hour. If one pump has to carry the full load alone, that pumps failure rate increases to 0.0009 failures per hour.

What is the reliability of the two pump system over a 168 hour week of operation? [Read more…]

Filed Under: Articles, CRE Preparation Notes, Reliability Modeling and Predictions Tagged With: Failure Rate, Reliability block diagrams and models

by Fred Schenkelberg Leave a Comment

Permutations and Combinations

Permutations and Combinations

A foundational element of probability and statistics is counting. How many ways could something occur? A simple example is a pass or fail criteria, thus when evaluating a product there are two possible outcomes. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Probability and Statistics for Reliability Tagged With: Basic Probability Concepts

by Fred Schenkelberg 7 Comments

Hypergeometric Distribution

Hypergeometric Distribution

In those situations where we sample without replacement, meaning the odds change after each sample is drawn, we can use the hypergeometric distribution for modeling. Great, sounds like statistician talk. So, let’s consider a real situation. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Probability and Statistics for Reliability Tagged With: Discrete and continuous probability distributions, Hypergeometric Distribution

by Fred Schenkelberg 2 Comments

Poisson Distribution Calculation

Poisson Distribution Calculation

Let’s say the results of software testing averaged three defects per 10,000 lines of code. The criteria for release is 90% probability of 5 or fewer defects per 10k lines.

If this product ready for release?

The Poisson distribution is appropriate here as it is useful for modeling defects per unit, count per area, or arrivals per hour. If the data, in this case, the defect count per lines of code to be modeled by the Poisson distribution, the probability of an occurrence (defect in this case) has to be proportional to the interval (lines of code in this case). Also, the number of occurrences (defects) per interval must be independent (more on statistical independence in another post). [Read more…]

Filed Under: Articles, CRE Preparation Notes, Probability and Statistics for Reliability Tagged With: CDF, cumulative distribution function, Discrete and continuous probability distributions, Exponential Distribution, PDF, Poisson Distribution, probability density function

by Fred Schenkelberg 17 Comments

Calculating Lognormal Distribution Parameters

Calculating Lognormal Distribution Parameters

The lognormal distribution has two parameters, μ, and σ. These are not the same as mean and standard deviation, which is the subject of another post, yet they do describe the distribution, including the reliability function. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Probability and Statistics for Reliability Tagged With: Discrete and continuous probability distributions, function, Lognormal Distribution, reliability, Standard Deviation

by Richard Coronado 1 Comment

Hypothesis Testing

Hypothesis Testing

This week in our CRE Test Prep class/webinar we covered the Advance Statistics section of the CRE Primer, and I felt great that we stayed an hour more going over these though topics.

One of the topics was Hypothesis Testing.

Let me share some of the questions that arose during that section. [Read more…]

Filed Under: Articles, CRE Prep, CRE Preparation Notes, Probability and Statistics for Reliability Tagged With: Hypothesis Testing (parametric and non-parametric), statistics

by Andrew O'Connor Leave a Comment

Common Cause Failures

Common Cause Failures

A guest post by Andrew O’Connor, of Relken Engineering Pty Ltd

Common Cause Failures (CCF) is one of the reasons why a classical reliability model of your system may dangerously underestimate the risk of failure. It directly attacks the benefits of providing redundancy by creating a single point of failure. In fact, studies have shown that CCF events may contribute between 20% – 80% of the unavailability of safety systems within nuclear reactors [Werner 1994]. This post will “Describe this type of failure (also known as common cause mode failure) and how it affects design for reliability. (Understand)” [CRE BOK III.A.4] [Read more…]

Filed Under: CRE Prep, CRE Preparation Notes, Reliability in Design and Development Tagged With: Common mode failure analysis, Risk

by Richard Coronado 1 Comment

Confidence Limits

Confidence Limits

Last week during our CRE Test Prep class, we were covering the Basic Statistics section in the CRE Primer and had several questions regarding Confidence Limits for Reliability.

All of them were fair questions, and when students are asking these types of questions, the class gets better… [Read more…]

Filed Under: Articles, CRE Preparation Notes, Probability and Statistics for Reliability Tagged With: Statistical Interval Estimates, statistics

by Fred Schenkelberg 9 Comments

ALT and HALT

ALT and HALT

The other day I got a question about the difference between ALT and HALT. There was some confusion probably because of the similar words in the acronym. ALT is Accelerated Life Test, and HALT is Highly Accelerated Life Test. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Reliability Testing Tagged With: Accelerated life tests, Discovery Testing

by Fred Schenkelberg 7 Comments

Effective FMEA Principles

Effective FMEA Principles

Failure mode and effects analysis, or FMEA, is a tool for the identification and prioritization of possible ways a product or process can fail. The intent is to use that information to make improvements to the product or process.

I think of FMEA (and related processes like FMECA, dFMEA, etc.) as structured brainstorms that provide a means to focus on what’s important. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Reliability in Design and Development Tagged With: FMEA and FMECA

by Fred Schenkelberg Leave a Comment

Reliability Goal

Reliability Goal

The reliability goal is a key element across the entire product lifecycle. From product definition to determining warranty to judging performance, knowing the goal in clear terms sets the stage for a successful product.

Reliability in engineering terms is the probability of satisfactory product performance within a defined environment over a stated duration. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Reliability in Design and Development, Reliability Management Tagged With: Customer Needs Assessment, Establishing specifications, Probability, Product Reliability, warranty

by Fred Schenkelberg 5 Comments

Sequential Sampling by Attributes

Sequential Sampling by Attributes

There a few different ways to sample a lot (or group) of material to determine if it has an acceptably low failure rate (or proportion that are considered ‘bad’). The following is an example of the sequential sampling method, which happens to be rather efficient by generally using the fewest samples for the same risk protection. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Probability and Statistics for Reliability, Reliability Testing Tagged With: Qualification Demonstration Testing, sampling

by Fred Schenkelberg 2 Comments

Reading CDF Plots

Reading CDF Plots

First the Question:

Fred,
Early in the FMEA lecture you worked through a homework problem and you mentioned that a cdf may not be linear (hence the reason for giving three points in a reliability goal).  Can you give an example of two of things you’ve seen with non-linear cdf’s?  I’ve only done limited reliability testing at this point, but everything I’ve done and every example I’ve ever seen have had linear cdf’s.
Thanks,
John

And, my response: [Read more…]

Filed Under: Articles, CRE Preparation Notes, Data Collection and Use, Probability and Statistics for Reliability Tagged With: CDF, cumulative distribution function, plot

by Richard Coronado 9 Comments

Familiarize Yourself with your Approved ASQ Calculator!

In a recent LinkedIn post a fellow Reliability Engineer is asking the Reliability Engineering community in how to prepare for the CRE exam. Rapidly everyone is recommending books, study groups, and training courses. My recommendation to anyone taking the CRE exam is to be very familiar with your approved ASQ calculator. Here is a link that I found in [Read more…]

Filed Under: Articles, CRE Prep, CRE Preparation Notes Tagged With: cre prep

by Fred Schenkelberg Leave a Comment

EAM & CMMS Systems, 10 times more data in the system or 10 time less done with the data available?

EAM & CMMS Systems, 10 times more data in the system or 10 time less done with the data available?

10 times more data in the system or 10 time less done with the data available?

EAM & CMMS Systems, 10 times more data in the system or 10 time less done with the data available?.

A nice short article about the problem of data, data, too much data.

Filed Under: Articles, CRE Preparation Notes, Data Collection and Use, Maintainability and Availability Tagged With: Data Management

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CRE Preparation Notes

Articles by Fred Schenkelberg

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