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You are here: Home / Archives for Fred Schenkelberg

Fred Schenkelberg — Thought Leader

Author of CRE Preparation Notes, Musings", NoMTBF, multiple books & ebooks>, co-host on Speaking of Reliability>/a>, and speaker in the Accendo Reliability Webinar Series.


This author's archive lists contributions of articles and episodes.

by Fred Schenkelberg 6 Comments

Exam Taking Insights and a Request

Exam Taking Insights and a Request

Recently one of the CRE Preparation course students sat for the ASQ CRE exam at one of the Prometrics testing centers.

She passed – which is great, and she knew this as she received grading immediately after finishing the exam.

That is a new and nice feature. What we do not know if what happens if you do not pass.

Do you get feedback in a meaningful manner?

Here are a few other notes on the exam experience Raye reported. [Read more…]

Filed Under: Articles, CRE Prep, CRE Preparation Notes

by Fred Schenkelberg 2 Comments

The Role of Legends in Your Reliability Program

The Role of Legends in Your Reliability Program

One of my favorite things to do when visiting a new company, it at lunch or during a break, ask:

“Any major disasters that impacted reliability?”

Typically, there are three stories that start with, “Remember the… “, or, “One time…”

It seems every organization has legendary stories in the organizational memory. [Read more…]

Filed Under: Articles, Musings on Reliability and Maintenance Topics, on Product Reliability Tagged With: Lessons learned system

by Fred Schenkelberg Leave a Comment

Customer Reliability Expectations Change

Customer Reliability Expectations Change

Image that. Customers say one thing and expect something else.

A customer may provide a detailed and complete reliability specification, then, 6 months into using the product complain it is not reliable enough. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Reliability Management Tagged With: Customer and market analysis

by Fred Schenkelberg Leave a Comment

When is DOE Useful?

When is DOE Useful?

On page 6 of Statistics for Experimenters, Box, and Hunter suggest a scientist could conduct an investigation without statistics.

Whereas, a statistician could not do so without scientific knowledge.

The text’s discussion quickly expands on the benefits to a scientist when they do employ statistical thinking and tools.

Design of Experiments, DOE, is a set of statistical tools that allow an investigator to efficiently examine multiple factors and their associated influence on results.

DOE allows us to be better investigators. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Reliability in Design and Development Tagged With: Design of Experiments (DOE)

by Fred Schenkelberg Leave a Comment

Plotting Repairable System Failure Data

Plotting Repairable System Failure Data

A good plot reveals the data’s story.

Repairable system data is what is called by statisticians a renewal process.

The repair activity may restore the system to as good as new. Sometimes, the repair pretty much leaves the system in a state similar to just before the repair.

What happens most often, though, is the chance of system failure changes after each repair activity.

A simple plot can help us see what is happening. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Probability and Statistics for Reliability Tagged With: Statistics non-parametric

by Fred Schenkelberg Leave a Comment

Warranty Management Overview

Warranty Management Overview

Warranty is a part of doing business. Warranty management is not just the terms listed on the box.

Understanding the entire warranty process, along with your options, permits you to manage your warranty, rather than the other way around.

This is a short overview.

Pieces of a warranty program occur well before the first product ships and may affect the company bottom line for years after you ship your last product.

Brand promise, marketing, finance, customer service are not common areas for a reliability engineer.

Yet, the impact of product failures tends to dominant warranty expenses.

Therefore understanding the many elements around warranty management is essential for any reliability engineer. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Reliability Management

by Fred Schenkelberg Leave a Comment

Tips on Preparing for the ASQ CRE Exam

Tips on Preparing for the ASQ CRE Exam

In the last couple of weeks, I’ve received the same question a few times.

The CRE exam is perceived as a daunting task. One worth preparing well to be successful.

How do you prepare? What should you do to best prepare?

Let’s explore a few hints and tips that have been previously discussed here. [Read more…]

Filed Under: Articles, CRE Prep, CRE Preparation Notes

by Fred Schenkelberg Leave a Comment

What I’ve Learned from You

What I’ve Learned from You

Upon my son’s return from studying abroad for a semester, I asked him what he learned. He said there are a lot of smart people in the world.

I concur. [Read more…]

Filed Under: Articles, Musings on Reliability and Maintenance Topics, on Product Reliability

by Fred Schenkelberg 1 Comment

Warranty Prediction

Warranty Prediction

The offered warranty is an internal part of many purchase decisions, plus many business models.

While obligatory to offer a warranty, especially for consumer products, the specific terms, duration, and eventual total cost of honoring warranty claims may vary dramatically.

One key to managing the overall warranty expense is to estimate the potential future warranty claims, followed by accurately tracking actual expenses during the warranty period. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Reliability Management

by Fred Schenkelberg Leave a Comment

Design of Experiments and Reliability

Design of Experiments and Reliability

During the design phase, we make decisions that create the eventual reliability performance of a product.

It is the decisions we make that matter.

Also during the design phase, we explore numerous questions. [Read more…]

Filed Under: Articles, Musings on Reliability and Maintenance Topics, on Product Reliability Tagged With: Design of Experiments (DOE)

by Fred Schenkelberg 5 Comments

Analyzing a Taguchi L4 Array Experiment

Analyzing a Taguchi L4 Array Experiment

We’ve collected data and it’s time for the analysis.

As you may recall, in the last article on Planning a Taguchi L4 Array Experiment, we drafted a set of four prototypes. The specific arrangement of factors and levels will now allow us to analyze each factor separately.

The intent is to find the optimal level or setting for each factor, plus which is the most important factor. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Reliability in Design and Development Tagged With: Design of Experiments (DOE)

by Fred Schenkelberg Leave a Comment

Overview of Reliability Engineering

An Overview of Reliability Engineering Tasks and Application from a Product Design and Plant Operation Perspective

A Guest Post by Lennox Bennett

Abstract / Summary

In deciding what industry you want to work as a reliability engineer, it is always good to have an understanding of what functional responsibilities you are expected to execute as a part of the job function.

You should always carefully review the job description then compare your knowledge acquired through training and on-the-job experience and ask yourself if you are capable of performing functions required without additional training.

Furthermore, we need to consider our technical limitations and at the same time be aware that the job description provided may not exclusive represents all the tasks you are expected to perform. [Read more…]

Filed Under: Articles, Musings on Reliability and Maintenance Topics, on Product Reliability

by Fred Schenkelberg Leave a Comment

Planning a Taguchi L4 Array Experiment

One of the simplest ways to learn design of experiments, DOE, is to just give it a try.

The Taguchi  DOE approach uses orthogonal arrays. This subset of the possible approaches to DOE simplifies the process to create and analyze experiments.

Let’s plan a simple experiment using the Taguchi DOE approach. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Reliability in Design and Development Tagged With: Design of Experiments (DOE)

by Fred Schenkelberg 2 Comments

Taking a break — back in September

It’s been almost a year since launching Accendo Reliability. It’s been fun, exciting, and weekly.

Love it and really enjoy helping you answer questions, get stuff done, and master reliability engineering.

Since my wife and I just bought a house (out playing Pokemon Go when we stopped for an open house – and a week later our offer was accepted). Now we’re preparing to move ourselves to our new home.

There is a lot involved. [Read more…]

Filed Under: Articles, Musings on Reliability and Maintenance Topics, on Product Reliability

by Fred Schenkelberg 3 Comments

Introduction to Physics of Failure Models

Introduction to Physics of Failure Models

When we understand how something fails, we can create a mathematical model of the effect of stress or load on the time to failure behavior.

The model may take different forms, yet it is the ability to related the conditions surrounding the use of a device to its eventual demise that is essential. The specifics include a molecular level of detail in some cases.

Physics of Failure models focus on the particular relationships between stresses and materials. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Reliability Modeling and Predictions Tagged With: Physics of Failure (PoF)

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