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All articles listed in reverse chronological order.

by Fred Schenkelberg Leave a Comment

Product Reliability Participants part 3

Product Reliability Participants part 3

The last post in this series dealt with management in design and the influence that leadership in design and product development has on the product reliability process. This post will turn to quality and reliability (Q & R) engineers, again looking at the role of that position in relation to product reliability. The next post in this series will take a look at the role of quality and reliability managers. [Read more…]

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

by Fred Schenkelberg Leave a Comment

Hypothesis Tests for Variance Case II

Hypothesis Tests for Variance Case II

The chi-square (Χ2) test provides the basis for the second case of hypothesis tests for variances. In this case, we want to compare observed and expected frequencies, or counts, of outcomes when there is no defined variance. In other words, we are working with attribute data. [Read more…]

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

by Fred Schenkelberg Leave a Comment

Product Reliability Participants – Part 2

Product Reliability Participants – Part 2

The last post in this series dealt with the design team, and the influence that team has on the product reliability process. This post will turn to product development and design managers, again looking at the role of that position in relation to product reliability. The series of posts on reliability participants will continue after today’s post with the roles of quality and reliability engineers and managers.

[Read more…]

Filed Under: Articles, Musings on Reliability and Maintenance Topics, on Product Reliability Tagged With: Design Team, Product Reliability, team

by nomtbf Leave a Comment

MTBF Alternative

There are Alternatives to using MTBF

Just a quick note this week to pass along a message from Michael. He’s conducted a bit of research on Mean Cumulative Function and found a few papers. And, according to Michael’s request I’m working on a short introductory tutorial for those new to MCF. [Read more…]

Filed Under: Articles, NoMTBF

by Fred Schenkelberg 2 Comments

Hypothesis Un-Equal Variance

Hypothesis Un-Equal Variance

Hypothesis testing of data may include two populations that have un-equal standard deviations. The t-test for differences considered in a previous post used the assumption of equal variances to pool the variance value. In this test, we want to consider if one population is different in some way than the other and we use the samples from each population directly even if the population have difference variances. [Read more…]

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

by Fred Schenkelberg Leave a Comment

Product Reliability Participants – Part 1

Product Reliability Participants – Part 1

An effective product reliability process requires a strong team, at every level. The team of employees within an organization that participate and impact product reliability is a vast and widespread group of people. They include members of the design team, design managers, quality and reliability engineers and managers, procurement engineers and managers, warranty managers, failure analysis specialists, members of the marketing and sales staff, members of the finance and manufacturing teams, and field service and call center staffs. [Read more…]

Filed Under: Articles, Musings on Reliability and Maintenance Topics, on Product Reliability Tagged With: Design Team, Product Reliability, team

by Fred Schenkelberg Leave a Comment

Reliability Organization – Part 2

Reliability Organization – Part 2

Decision Focus and Value

Last week I discussed how the aspects of the structure of an organization relate to product reliability. Related to that, this week the discussion will remain on the level of a reliability organization but will look at something a bit more intangible – how decision-making policy and practice affects product reliability. [Read more…]

Filed Under: Articles, Musings on Reliability and Maintenance Topics, on Product Reliability Tagged With: organization, product development, Product Reliability

by Fred Schenkelberg Leave a Comment

Reliability Organization – Part 1

Reliability Organization – Part 1

Both organizational structure and decision-making policies have an impact on improving product reliability. The former is more quantifiable whereas the latter involves more intangible subtleties. First, in this post, I’ll discuss the connection between organizational structure and reliability, and in a follow-up post, I’ll address reliability and decision focus, still within the structure of an organization. [Read more…]

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

by Kirk Gray Leave a Comment

Eliminating early life failures

Eliminating early life failures

Finding and eliminating early life failures

MTBF for electronics life entitlement measurements is a meaningless term. It says nothing about the distribution of failures or the cause of failures and is only valid for a constant failure rate, which almost never occurs in the real world. It is a term that should be eliminated along with reliability predictions of electronics systems with no moving parts. [Read more…]

Filed Under: Articles, NoMTBF

by Fred Schenkelberg 1 Comment

Equal Variance Hypothesis

Equal Variance Hypothesis

Hypothesis testing of paired data may include two populations that have the equal standard deviations. The t-test for differences considered in a previous post used the standard deviation of the differences. In this test, we want to consider if one population is different in some way than the other and we use the samples from each population directly. [Read more…]

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

by Fred Schenkelberg 1 Comment

Paired-Comparison Hypothesis Tests

Paired-Comparison Hypothesis Tests

Hypothesis testing previously discussed (link to past posts) generally considered samples from two populations. Maybe the experiments explored design changes, different component vendors, or two groups of customers. Occasionally you may find data that has some relationship between the samples, or where the samples are from the same population. Paired (or matched) data involves samples that are related in some meaningful way. [Read more…]

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

by Fred Schenkelberg 2 Comments

Influence and Reliability

Influence and Reliability

Reliability professionals today have a challenge. Engineering and operations staff members are taught to think for themselves, to make decisions, to get things done. The entire staff is highly educated, motivated and willing to lead a team or organization to results. In order to be effective as a reliability profession, we have to engage those independent and fast moving individuals. We have to compel others to listen to and understand reliability predictions, risk assessments and models. If they listen and act on the information we provide, they then may fully consider the impact of decisions on reliability performance. [Read more…]

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

by nomtbf Leave a Comment

NoMTBF Non-Users Group

Let’s Create a NoMTBF Non-User’s Group Today

We do it right!

Those that read this blog regularly know that I, along with many others, have some passion for the eradication of MTBF from common use. We make arguments, create examples, describe the errors and encourage using other methods. The campaign seems to be going along well. Yet MTBF is still in use – in standards, in certifications, and even taught by those that should really know better. We’re making progress, but there is much more yet to do. [Read more…]

Filed Under: Articles, NoMTBF

by Fred Schenkelberg Leave a Comment

Reliability Program Structure

Reliability Program Structure

A product reliability program is a process. Like any process, it has inputs and outputs, generally some form of an objective, and feedback. Furthermore, the process may or may not be controlled, or even a conscious part of the organization. Reliability may just happen, good or bad. Results may or may not be known or understood.

In some organizations, the reliability program may be highly structured with required activities at each stage along the product lifecycle. In other organizations, reliability is considered as a set of tests (e.g. environmental or safety compliance). In some organizations, reliability is effectively a part of everyone’s role. [Read more…]

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

by Fred Schenkelberg 1 Comment

Hypothesis Tests for Variance Case I

Hypothesis Tests for Variance Case I

Statistics is the language of variation. Everything varies, and we use variance (σ2) to describe the spread of the data. For any experimental work aimed at making improvements, whether in the design, manufacturing process or field performance, there are two ways to make improvements. Move the center of the distribution, or reduce the spread of the data. [Read more…]

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

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