Speaking Of Reliability: Friends Discussing Reliability Engineering Topics | Warranty | Plant Maintenance

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By: Reliability.FM: Accendo Reliability, focused on improving your reliability program and career

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Equations for Goal Setting
Last Friday at 10:36 AM

Equations for Goal Setting

Abstract

Chris and Fred discuss what equations (if any) exist for setting and optimizing reliability goals … sometimes trading off against other goals. Wo …

Key Points

Join Chris and Fred as they discuss equations that exist to help you come up with and optimize reliability goals and targets. This comes from a listener who points out that well-known reliability software contains equations based on Weibull distributions, optimization algorithms, and perhaps alchemy that can do all this for you. What do we think?

Topics include:

Reli...


Customer Requirements
06/23/2025

Customer Requirements

Abstract

Chris and Fred discuss customer requirements when it comes to reliability. How do we get this wrong?

Key Points

Join Chris and Fred as they discuss requirements … not just yours … when it comes to reliability. What can go wrong?

Topics include:

MTBF and other wrong metrics. People love the MTBF because it is simple, a single number, and it feels like it represents ‘reliability’ (but it does not). Sometimes we try hard to convince people not to use it, but they still want to. AND … th...


Bearing Failure and Analysis
06/20/2025

Bearing Failure and Analysis

Abstract

Chris and Fred discuss how bearings fail. Bearings are among the most common components used in products and systems. So, how do they go wrong?

Key Points

Join Chris and Fred as they discuss how bearings fail, in response to a question from one of our listeners whose organization has experienced some bearing failures in wind turbines (all of which were caused by ‘systemic’ or endemic root causes). So, how do bearings fail?

Topics include:

Simple answer – spalling. Spalling is a type of fat...


Decisions and Metrics
06/16/2025

Decisions and Metrics

Abstract

Greg and Fred discuss the importance of key metrics, whether KPI’s or OKR’s, to determine the quality of decision making.

Key Points

Join Greg and Fred as they discuss decision making, metrics, and objectives.  What works?  What doesn’t?  And, how to develop better operational measures.  Topics include:

How organizations track performance? What key metrics are used? What is the difference between KPI’s and OKR’s metrics? How to improve performance measures

Enjoy an episode of Speaking of Reliability. Where you can join frien...


Communicating Complex Topics
06/13/2025

Communicating Complex Topics

Abstract

Enrico and Fred discuss a few approaches that may be effective when communication complex topics to others.

Key Points

Join Enrico and Fred as they discuss the need for many engineers to improve their ability to communicate effectively.
Topics include:

Engineers with other Engineers – or engineers with the many others in the organization and customers. Quickly explaing/teaching the key points Paying attention to your audience and story telling

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Loss of Expertise
06/09/2025

Loss of Expertise

Abstract

Greg and Fred discuss what happens when a company doesn’t have the engineering knowledge, skills, and abilities to design things.  Why?  Companies don’t make commodity stuff any more.  They outsource these items.  The challenge of outsourcing often means outsourcing engineering expertise.  Big problem.  So what are the solutions?

Key Points

Join Greg and Fred as they discuss what companies can do when engineering expertise is outsourced.  Topics include:

What are the problems of outsourcing design and manufacturing? What are design and sourcing solutions? What are le...


Research Options
06/06/2025

Research Options

Abstract

Kirk and Fred discuss the new options for doing technical research, including Google Scholar and AI tools like ChatGPT

Key Points

Join Kirk and Fred as they discuss the validity and limitations of using the new tools for technical research.

Topics include:

ChatGPT sometimes creates fabricated information, but you can evaluate its relevance and accuracy by asking questions on a subject you already understand and see if you agree with the information it returns. Besides the online tools for searching, it is good to discuss...


Vendors and Reliability
06/02/2025

Vendors and Reliability

Abstract

Kirk and Fred discuss the value or risks of sending failed components to the vendor for failure analysis.

Key Points

Join Kirk and Fred as they discuss the best way to get accurate failure analysis (FA) of a failed component.

Topics include:

Component suppliers for high volume devices are typically not going to do a deep dive failure analysis for a small volume OEM, and the failure of their component may not be due to the component, but instead it could be...


Mastering AI and Career
05/30/2025

Mastering AI and Your Career

Abstract

Greg and Fred discuss how AI is changing work, careers, and jobs.  Last week, Fiverr CEO warned staff: ‘AI is coming for your jobs, including mine!’  So what  does this really mean for reliability and quality professionals?  And importantly, what can you do about it?

Key Points

Join Greg and Fred as they discuss how AI is changing engineering.  Topics include:

Understand why ‘paying dues’ and learning the craft of engineering is slowly disappearing. Know what quality ‘vibing is. Understand why asking the ‘right’ questions is more i...


Reliability Engineering Books
05/26/2025

Reliability Engineering Books

Abstract

Chris and Fred discuss talk about how to ‘rank’ reliability engineering books that are actually based on helpfulness (and perhaps not an algorithm).

Key Points

Join Chris and Fred as they discuss the different reliability engineering books and how they ‘rank’ regarding their usefulness for reliability engineering.

Topics include:

What’s ‘wrong’ with Google and Amazon rankings? A couple of things. First is that reliability engineering books don’t sell hundreds of units a week (surprise!) So, a couple of sales here and there can change...


Psychology and Reliability
05/23/2025

Psychology and Reliability

Abstract

Chris and Fred discuss the psychology behind (bad) reliability decisions. Humans run (and ruin) everything!

Key Points

Join Chris and Fred as they discuss the different ways psychology can influence reliability engineering decisions. Reliability is often something where feedback is delayed. That is, failure will occur years after a shortcut was made during design. And that is where psychology steps in.

Topics include:

Let’s go nuclear. Australian politicians recently looked at creating a nuclear power generation industry where there previously was none. No...


Better Risk Matrices
05/19/2025

Better Risk Management

Abstract

Greg and Fred discuss risk management tools specifically the advantages and disadvantages of using color -coded risk matrices.

Key Points

Join Greg and Fred as they discuss how risk matrices can be used effectively and graphically to communicate the likelihood and severity of risks.  Risk matrices are inherently not precise and accurate.  However, they are a useful  heuristic decision making tool

Topics  include:

What are risk matrices. How and where should risk matrices be used for decision making. Why are risk matrices an impo...


AI and Reliability Planning
05/16/2025

AI and Reliability Planning

Abstract

Carl and Fred discuss a few ways to use AI during the reliability planning process.

Key Points

Join Carl and Fred as they discuss when and why using AI may be helpful.
Topics include:

Why having AI great the reliability plan on it’s own is a bad idea. A few tips on using AI to prepare for interviews and discussions AI is not a replacement for thinking

Enjoy an episode of Speaking of Reliability. Where you can join friends as they di...


System FMEA
05/12/2025

System FMEA

Abstract

Carl and Fred discuss a question from a listener about the scope and procedure for a System FMEA, and what is different from other FMEA types.

Key Points

Join Carl and Fred talk about the essential elements of applying FMEA to larger systems.

Topics include:

How early should you do a System FMEA? What part of system FMEA is “black box”? Which “black boxes” need further development? What is the scope of the FMEA? What are the boundaries? What are limitations of doing a single m...


Risk Planning
05/09/2025

Risk Planning

Abstract

Greg and Fred discuss risk planning and why folks don’t do it.  And, then they wonder what and why something happened.

Key Points

Join Greg and Fred as they discuss the fact we live in a world of uncertainty and risk.  Think fires.  Think tariffs.  Think AI.  What do you do about it?

Topics include:

What is risk planning? Why plan is a 4 letter word for most folks? Why risk denial or risk aversion is the new normal? What you can do to become...


Phantom Test Results
05/05/2025

Phantom Test Results

Abstract

Dianna and Fred discuss phantom test results in reliability testing.

Key Points

Join Dianna and Fred as they discuss phantom test results and the challenges of reliability test methods.

Topics include:

The importance of root cause analysis for test failures. How test rigs and measurement systems themselves can give false positive or false negative results. Why understanding customer use cases is critical for effective testing.

Hear stories about phantom test results, incorrect test criteria, and unexpected product failures driven by factors not...


Sample Size Considerations
05/02/2025

Sample Size Considerations

Abstract

Dianna and Fred discuss sample size considerations for reliability testing.

Key Points

Join Dianna and Fred as they discuss sample size considerations, tackling the frequently asked question: “How many samples do I need?”.

Topics include:

Understanding the trade-offs between desired reliability/confidence levels and the massive sample sizes often required. Balancing statistical significance with practical significance and defining acceptable criteria. How tools like FMEA can help justify your required confidence level. Overcoming real-world constraints like budget, sample availability, test method limitations, and measurement erro...


Fault Tree Analysis
04/28/2025

Fault Tree Analysis

Abstract

Chris and Fred discuss the basics and uses of fault tree analysis. Chances are that if you have been taught about fault trees, it was for only one of the many ways you could use them.

Key Points

Join Chris and Fred as they discuss a couple of uses along with the basics of conducting fault tree analysis, or FTA.

Topics include:

What is a fault tree? It is a logical diagram that represents (for example) which combinations of components need to fail...


Dismissing Failures
04/25/2025

Dismissing Failures

Abstract

Chris and Fred discuss a common problem of dismissing or ignoring failures, especially when they don’t fit your ‘profile.’

Key Points

Join Chris and Fred as they discuss the problems and hazards that arise when a failure occurs and is ignored. This can be tricky, as it can sometimes be hard to spot them.

Topics include:

Prototype failures dismissed as ‘it’s a prototype and a one-off.’ Then why even make prototypes? Most decisions are based on ‘confidence.’ And we can go to all sorts of dif...


Test to Pass or Fail
04/21/2025

Test to Pass or Fail

Abstract

Enrico and Fred discuss two of the most common reliability testing approaches.

Key Points

Join Enrico and Fred as they discuss the pros, cons, and pitfalls of designing and running a test that has no failures, or does.

Topics include:

Failures provide information A no-failure test design relies on trusted information and test conditions Remember to check your measurement system(s) and minimize measurement error

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Traditional Reliability Methods
04/18/2025

Traditional Reliability Methods

Abstract

Kirk and Fred discuss a question from a listener about why traditional reliability methods don't work for modern electronics.

Key Points

Join Kirk and Fred as they discuss why traditional methods, such as those based on prediction using classical references like Military Handbook 217F don't work with today's electronics..
Topics include:

Please read the 1996  article from Professor Michael Pecht, founder of  CALCE,  linked  here “Why the traditional reliability prediction models do not work is there an alternative?” Military Handbook 217, which has not been...


Adhesives
04/14/2025

Adhesives

Abstract

Kirk and Fred discuss the reliability issues around using adhesives to attach mechanical assemblies.

Key Points

Join Kirk and Fred as they discuss the use of adhesives and testing the long-term reliability of adhesive bonds.

Topics include:

Mismatched coefficients of thermal expansion (CTE) pose a significant challenge for attaching glass, metals, and polymers. Epoxies that are used to encapsulate ICs in Plastic Encapsulated Microcircuits (PEM) are closely guarded formulas that match the TCE of the wire frame and leads. Many other factors can weaken the...


Excessive Starts and Stops Modeling
04/11/2025

Excessive Starts and Stops Modeling

Abstract

Chris and Fred respond to a question asked by one of our listeners … who is wondering about the number of ‘starts’ and ‘stops’ on electrical and mechanical systems when it comes to characterizing reliability.

Key Points

Join Chris and Fred as they discuss how one goes about modeling the effects of ‘excessive’ ‘starts and stops,’ ‘power up/power down,’ ‘wind up/shut down,’ and so on.

Topics include:

Starts and stops create different stresses and failure mechanisms. You won’t experience these when you are testing o...


EV Battery Life
04/07/2025

EV Battery Life

Abstract

Chris and Fred discuss the long-term life of electric vehicles (EVs) and other rechargeable batteries, which tend to be longer than predicted. Why?

Key Points

Join Chris and Fred as they discuss why some rechargeable batteries, like those on electric vehicle (EV) batteries, appear to last longer than what the manufacturers tell us they will. Why is that?

Topics include:

Laboratory testing often understates real-world use stresses. This often happens when people don’t want their ‘baby’ the wonderful new product they have design...


Use and Environmental Data
04/04/2025

How to use data from connected devices for derivation of mission profiles

Abstract

Enrico and Fred discuss the value of using real-world usage data to define mission profiles, advocating for a shift from deterministic to stochastic approaches. They touch on the impact of environmental conditions, the risk of selection bias in data analysis, and weigh the cost-benefit of using connected devices to improve design and reliability decisions.

Key Points

Topics include:

Importance of Evaluating Real Usage for Mission Profiles

Emphasized the need to base mission profiles on...


Intermittent Failure During a Test
03/31/2025

Intermittent Failure During a Test

Abstract

Chris and Fred discuss how you analyze the failure data from a test … where failure is sometimes intermittent?

Key Points

Join Chris and Fred as they discuss intermittent failures during the test. What do you do? For example, let’s say something is being tested to see if it works every ‘cycle’ of operation. The idea is that it needs to last a certain number of cycles to work. What happens if the item passes the test … but there were a couple of cycles during the...


Is a PhD Worth It?
03/28/2025

Is a PhD Worth It?

Abstract

Chris and Fred discuss the importance (or lack thereof) of having a PhD in reliability engineering. Is it worth it?

Key Points

Join Chris and Fred as they discuss whether having a PhD in reliability engineering is worth getting. There’s a lot to unpack here …

Topics include:

Simple answer … no. But it depends on what you are trying to achieve. Many reliability engineers are self-taught or have accumulated knowledge from lots of ‘little’ courses. And many reliability engineers with a PhD … are...


Long-form Reading
03/24/2025

Long-form Reading

Abstract

Dianna and Fred discuss long-form reading. Is it in decline?

Key Points

Join Dianna and Fred as they discuss long-form reading.
Topics include:

the impact of the digital age on our ability to focus. why detailed reports and documentation are essential for engineering and reliability work. the risks of relying on checklists without understanding the underlying context and history. how documenting lessons learned can save time and resources for future teams and projects.

Gain valuable insights into improving reading habits and the benefits of...


Using FTA Effectively
03/21/2025

Using RBD Effectively

Abstract

Dianna and Fred discuss using RBD Effectively.

Key Points

Join Dianna and Fred as they discuss using RBD Effectively.
Topics include:

the key to effectively using reliability block diagrams (RBDs) for new programs. how to start simple with RBDs for team collaboration. how RBDs can be a powerful tool for driving critical decisions in your design and vendor selection processes.

Hear a compelling story about how a basic RBD approach led a team to exceed their reliability goals.

Enjoy an episode...


A Good Reliability Engineer
03/17/2025

A Good Reliability Engineer

Abstract

Kirk and Fred discuss a simple question of what being a practical and sound reliability engineer means.

Key Points

Join Kirk and Fred as they discuss the different aspects of reliability engineering and what they need to be a good reliability engineer
Topics include:

The results of effective reliability development for a new product may take years to emerge from field data. Few will remember what contributed to its success if it is proven reliable. A skilled reliability engineer will ask many questions...


Confidence Reliability
03/14/2025

Confidence Reliability

Abstract

Kirk and Fred discuss the term confidence and its use in reliability engineering

Key Points

Join Kirk and Fred as they discuss confidence in predicted failure distributions and the use of reliability engineering.
Topics include:

Knowing how and why a system fails, such as a modem, and the variations in the environmental stresses is critical to understanding and knowledge of intrinsic wear out of components. When you have only one sample for evaluation from three separate vendors, and when we accelerate the physics driving the...


Reliability and Safety
03/10/2025

Reliability and Safety

Abstract

Carl and Fred discuss the difference between the body of knowledge of reliability and safety, and how they work together.

Key Points

Join Carl and Fred as they discuss the different roles and responsibilities of reliability and safety activities.
Topics include:

What is anticipated misuse of a product, and how is that incorporated into reliability applications? What is role of regulatory requirements in reliability versus safety? Difference between performance and safety requirements. How do the four elements in the definition of reliability relate to...


A Curse of Reliability Engineers
03/07/2025

A Curse of Reliability Engineers

Abstract

Carl and Fred discuss the importance of reliability engineering and customer service working together to increase reliability and safety from the customer point of view. It is very important to understand how customers actually use your product, and customer service staff are uniquely positioned to provide that insight.

Key Points

Join Carl and Fred as they discuss how reliability engineers can improve customer service, and how customer service can provide critical reliability information.
Topics include:

Designing customer service activities to satisfy both...


The Testing Strategy
03/03/2025

The Testing Strategy

Abstract

Enrico and Fred discuss a couple of ways to approach planning reliability testing.

Key Points

Join Enrico and Fred as they discuss a question about testing everything or not.
Topics include:

Testing is expensive and must create a meaningful result. One approach is to test everything – difficult, time-consuming, etc. Another is to identify key decisions and test to create information necessary to make correct decisions.

Enjoy an episode of Speaking of Reliability. Where you can join friends as they discuss reliability topics. Join us...


Why Set a Reliability Goal
02/28/2025

Why Set a Reliability Goal

Abstract

Chris and Fred discuss the importance of (trying to) set a reliability goal. Simple … right?

Key Points

Join Chris and Fred as they discuss reliability goal setting. How do we do them? What makes good ones? How do we not set bad ones?

Topics include:

Intents and catchphrases are not goals. ‘We have a five-year warranty!’ Great … what is the five-year reliability goal to support this warranty period? ‘It should last 20 years!’ Cool … not all will, so how many can fail over twenty ye...


Review of RAMS 2025
02/24/2025

Review of RAMS 2025

Abstract

Chris and Fred discuss the success or otherwise of the Reliability and Maintainability Symposium (RAMS) 2025 … with a focus on AI. What are your thoughts?

Key Points

Join Chris and Fred as they discuss the success of RAMS 2025 and its focus on AI. This year, RAMS 2025 was held in Florida.

Topics include:

How did its focus on AI go? RAMS historically has ‘themes’ that rarely reflect what it is all about. This year’s theme was about ‘AI.’ While there was a fair bit of AI conten...


Building a Reliability Team
02/21/2025

Building a Reliability Team

Abstract

Dianna and Fred discuss building a reliability team.

Key Points

Join Dianna and Fred as they discuss building a reliability team.
Topics include:

the difference between being a manager and building/leading a team. why a reliability program should not rely on one person. the importance of business risk and how to quantify it with input from a team. how ad hoc teams can solve problems and create opportunities for continuous improvement.

Plus, find out how a reliability engineer saved a company...


Complex AI Reliability
02/17/2025

Complex AI Reliability

Abstract

Dianna and Fred discuss complex AI reliability.

Key Points

Join Dianna and Fred as they discuss complex AI reliability: using AI for complex systems.
Topics include:

the pitfalls of trusting AI without proper validation and monitoring. how small errors in AI decision-making can compound and lead to unreliable outcomes. why good data and established practices are essential before implementing AI in maintenance and planning. day trading, comedies, and quality scorecards

Enjoy an episode of Speaking of Reliability. Where you can join friends as...


Reliability Engineer or No
02/14/2025

Reliability Engineer or No

Abstract

Enrico and Fred discuss about the role of the reliability engineer in modern organizations.

Key Points

Join Fred and Enrico in an engaging conversation about the evolving role of the reliability engineer in organizations and the broader question: Should reliability engineering be a dedicated function, or should it be integrated across teams?

This episode covers:

Centralized vs. Distributed Reliability Expertise Discussing the pros and cons of having a dedicated reliability engineer versus embedding reliability knowledge across teams. Insights into how organizations with...


Value of Failures
02/10/2025

Value of Failures

Abstract

Kirk and Fred discuss how many companies discard or never get back failed parts or subsystems even though they are high-value gold in the quest to make a more reliable product.

Key Points

Join Kirk and Fred as they discuss why so few companies realize the value of field failure returns, testing to limits, and the distribution of stress limits in testing several samples of a new product during development.

Topics include:

Semantics and the terms reliability engineers use are critical in selling...