effective reliability program traits and management product development (r&d), ... priority of...
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8 – Schenkelberg 2011 AR&MS Tutorial Notes
Effective Reliability ProgramTraits and Management
Fred SchenkelbergOps A La Carte, LLC
2011 RAMS –Tutorial 5B – Schenkelberg
Tutorial Objectives
To outline the key traits for the effective management of a reliability program.
To make you think about how to implement reliability engineering within an organization.
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Primary Reference
McGRAW-HILL, 1996
ISBN: 00701-275065
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Reliability Engineering Management
Fred SchenkelbergSenior Reliability ConsultantOps A La Carte, LLC(408) [email protected]
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My Background and Context
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Additional Reading
Practical Reliability Engineering, 4th Edition, Patrick D. T. O’Connor, 2002Improving Product Reliability: Strategies and Implementation, Mark A. Levin and Ted T. Kalal, 2003Quality if Free: The Art of Making Quality Certain, Philip B. Crosby, 1979Design Paradigms: Case Histories of Error and Judgment in Engineering, Henry Petroski, 1994
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HP’s Design for Reliability Story
Which activities have impact?
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"Based on an in-depth study of HP's most successful divisions, we discovered that as much as 25% of our manufacturing assetswere tied up in reacting to quality problems!
"Clearly, a bold approach was needed to con-vince people that a problem existed and to fully engage the entire organization in solving it."
The Situation
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Dick Moss retired from HP in February 1999, as the Corporate Product Reliability Manager and winner of the CEO’s Customer Satisfaction Award. He worked at HP 39 years, the first 15 in new product development (R&D), and the last 24 in hardware quality & reliability. During that time, he presented more than 700 technical seminars to over 35,000 HP employees worldwide. He wrote or edited parts of 4 books and published numerous papers. He holds a BSEE from Princeton and an MSEE from Stanford, and has one patent.
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GOOD
FAST
CHEAP
PICK ANY TWO!
(THE OLD WAY)
Product Development
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"The proper place to start, we concluded,was with a startling goal - one that wouldget attention. The goal we chose was a tenfold reduction in the failure rates ofour products during the 1980's."
John Young HP CEO
The 10X Challenge
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FISCAL YEAR
Actual 10X Goal
0.0
0.2
0.4
0.6
0.8
1.0
1.2
1981 1982 1983 1984 1985 1986 1987 1989 1990
0.126 ACTUAL (8X)0.100 GOAL (10X)
FAILURE RATE
1988
(Normalized)
The 10X Challenge Results
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(ACTUAL vs PROJECTED @ 1980 RATE)1980 RATE
ANNUAL
FISCAL YEAR
0
$100M
$200M
$300M
FY80 FY81 FY82 FY83 FY84 FY85 FY86 FY87 FY88 FY89 FY90
ACTUAL
10 YR SAVINGS$808 MILLION
EXPENSE
ACTUAL WTY COST
PROJECTED COST
Warranty Savings During 10X
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Thoughts or Questions
what are your questions?
• …your comments?
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Results
widespread useenvironmental test manualproduct lifecycle
range of usemodule goal settingderating rules
limited useDFR trainingphysics of failure analysis
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HOW'D WE DO THAT?
Management Leadership & Involvement
Lengthen Warranty Period
Find & Share Best Practices
Commitment
Design for Reliability
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SURVEY CHECKLISTScoring:4 = 100%, top priority3 = >75, use expected2 = 25 - 75%, variable use1 = <25%, occasional use0 = not done or discontinued
Management:Goal setting for divisionPriority of Quality & ReliabilityManagement attention & follow up
Manufacturing:Design for ManufacturabilityPriority of Q & R goalsOwnership of Q & R goalsQuality training programsSPC & SQC useInternal & Supplier process auditsIncoming inspectionProduct burn-inDefect Tracking Corrective action
Engineering:Documented design cycleReliability goal budgetingPriority of reliability improvementDFR training programsPreferred technology programComponent qualification testingOEM selection & qualification TestingPhysical failure analysisRoot cause analysisStatistical engineering experimentsDesign & stress derating rulesDesign reviews & checkingFailure rate estimationThermal design & measurementsWorst case analysisFailure Modes & Effects AnalysisEnvironmental (margin) testingHighly Accelerated Stress TestingDesign defect trackingLessons-learned database
DFR Survey
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FindingsODM concerns
how to convey needs and get reliable products?
time to market priorityurgent versus important
management structuresmany ways to organize roles
mature products & scoreswhen only select tools apply
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Observations
best practicesgoal settingpredictionstatisticsgolden nuggetsfirst look process
worst practicesrepair & warranty invisiblelessons learned capturesingle owner of product reliabilitymultiple defect tracking systems
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Reliability Goal Setting
Establish the target in an engineering meaningful manner
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Reliability Goals & Metrics Summary
Reliability Goals & Metrics tie together all stages of the product life cycle. Well crafted goals provide the target for the business to achieve, they set the direction.
Metrics provide the milestones, the “are we there, yet”, the feedback all elements of the organization needs to stay on track toward the goals.
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QUESTIONS?
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Reliability Definition
Reliability is often considered quality over time
Reliability is the probability of a product performing its intended function over its specified period of usage, and under specified operating conditions, in a manner that meets or exceeds customer expectations.
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Reliability Goals & Metrics Summary
A reliability goal includes each of the four elements of the reliability definition.
Intended functionEnvironment (including use profile)DurationProbability of success[Customer expectations]
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Reliability Goals & Metrics Summary
A reliability metric is often something that organization can measure on a relatively short periodic basis.
Predicted failure rate (during design phase)Field failure rateWarrantyActual field return rateDead on Arrival rate
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Example Exercise
Elements of Product Requirements Document
Take notes to build a reliability goal statement
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PRD Background
The device includes a built in regulator, valve, control circuitry, and enclosure. The device will be designed to attach to a standard compressed gas cylinder.The industrial design of the device allows the user a simple method of attachment to the cylinder and easy access to all controls, batteries, and outlet port.A high-valuation, portable, 2 year life, dependable product will be targeted, while minimizing cost of goods to permit market flexibility.
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Reliability Goal-Setting
Reliability Goals can be derived fromCustomer-specified or implied requirementsInternally-specified or self-imposed requirements (usually based on trying to be better than previous products)Benchmarking against competition
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PRD ScopeThis document defines the product specification
for the Device A (Dev A). This specification includes a description of all electrical, mechanical, and functional aspects of the DevA. It is intended to define the characteristics of the Dev A, but is not intended to describe a specific design implementation, which is covered in other documents. Unless otherwise specified, the tolerance of the nominal values specified herein will be taken as ± 20% at an ambient temperature of 25°C.
Dev A provides demand-only flow regulation in order to conserve gas.
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PRD Reliability Section
Warranty PeriodThe Warranty period will be decided by Marketing
prior to release. The MRD currently states a 1 year warranty, however, for design purposes a two year warranty period shall be assumed.(PRD074)Reliability Over Warranty Period
The project goal is less than 2% at the end of first years production.
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PRD Reliability Section
MaintainabilityThe Dev A is intended to be serviced and repaired
by Company A authorized service centers or authorized health care providers. Useful Life
The useful design life of the Dev A shall be 6,000 hours based on 4 years at 4 hours use per day.(PRD077)
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PRD Environment SectionStorage EnvironmentThese devices shall perform to all specifications after one hour at operating environment conditions after storage at the following environmental conditions :(PRD079)Temperature: -20 to 60 °CRelative Humidity: 15 to 95% non-condensingThe Dev A and all package contents shall be stored in a sealed plastic bag away from oil and grease contaminates.(PRD080)
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Reliability Goals & Metrics Summary
A reliability metric is often something that organization can measure on a relatively short, periodic basis:
Predicted failure rate (during design phase)Field failure rateWarrantyActual field return rateDead on Arrival rate
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PRD Environment Section
Operating EnvironmentThese devices shall meet all performance
specifications defined herein while subject to the following environmental conditions unless otherwise specified:(PRD078)
Temperature: 5 to 40°CRelative Humidity: 15 to 95% non-condensing Atmospheric Pressure: 76.7 to 102 kPaDC Supply Voltage: 4.5 to 6.5 VDC
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Goal Statement exercise
In groups of two or three draft a reliability goal
Note the missing information and draft questions to get the missing information
This is a brand new product with no field history –how would you apportion the system goal to the various subsystems?(regulator, valve, control circuitry, and enclosure)
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Fully-Stated Reliability Goals
System goal at multiple pointsSupporting metrics during development and fieldApportionment to appropriate level
Provide connections to overall business plan, contracts, customer expectations, and include any assumptions concerning financials
Benefit: clear target for development, vendor and production teams.
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Reliability Goal
Let’s say we expect a few failures in one year.Less than 2%Laboratory environ.XYZ function
Assuming constant failure rate
XYZ function for one year with 98% reliability in the lab.(MTBF is 433,605 hrs.)
θ
θ
/8760)98ln(.)(
−==
− tetR
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Break Down Overall Goal
Let’s look at example
A computer with a one year warranty and the business model requires less than 5% failures within the first year.
A desktop business computer in office environment with 95% reliability at one year.
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Apportionment of GoalsComputerR = 0.95
P/SR = 0.99
CPUR = 0.99
HDDR = 0.99
MonitorR = 0.99
BiosR = 0.99
Assuming failures within each sub-system are independent, the simple multiplication of the reliabilities should result in meeting the system goal
0.99 * 0.99 * 0.99 * 0.99 * 0.99 = 0.95
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Other Points in Time
Also consider other business relevant points in time
Infant mortality, out of box type failuresShipping damageComponent defects, manufacturing defects
Wear out related failuresBearings, connectors, solder joints, e-caps
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Break Down the Goal, (continued)
For simplicity consider five major elements of the computer
CPU/motherboardHard Disk DrivePower SupplyMonitorBios, firmware
For starters, let’s give each sub-system the same goal
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Estimate Reliability
The next step is to determine the sub-system reliability.
Historical data from similar productsReliability estimates/test data by vendorsIn house reliability testing
At first estimates are crude, refine as needed to make good decisions.
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Apportionment of Goals
ComputerR = 0.95
P/SR = 0.99
CPUR = 0.99
HDDR = 0.99
MonitorR = 0.99
BiosR = 0.99
P/SR = 0.999
CPUR = 0.96
HDDR = 0.98
MonitorR = 0.99
BiosR = 0.999
Goals
Estimates
First pass estimates do not meet system goal. Now what?
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Resolving the Gap, (continued)
HDD goal 0.99 est. 0.98
Small gap, clear path to resolve
HDD reliability and operating temperature are related. Lowering the internal temperature the HDD experiences will improve performance.
When the relationship of the failure mode and either design or environmental conditions exist we do not need FMEA or HALT – go straight to design improvements.
Use ALT to validate the model and/or design improvements.
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Progression of Estimates
Initi
al E
ngin
eerin
g G
uess
or E
stim
ate
Vend
or D
ata
Test
Dat
a
Actual FieldData
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Resolving the GapCPU goal 99% est. 96%
Largest gap, lowest estimate
First, will the known issues bridge the difference?
If not enough, then use FMEA and HALT to populate Pareto of what to fix
Third, validate improvements
Use the simple reliability model to determine if reliability improvements will impact the system reliability. i.e. changing the bios reliability form 99.9% to 99.99% will not significantly alter the system reliability result.
Invest in improvements that will impact the system reliability.
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Resolving the Gap, (continued)
P/S goal 0.99 est. 0.999Estimate over the goalFurther improvement not cost effective given minimal impact to system reliability.Possible to reduce reliability (select less expensive model) and use savings to improve CPU/motherboard.
For any subsystem that exceeds the reliability goal, explore potential cost savings by reducing the reliability performance.This is only done when there is accurate reliability estimates and significant cost savings.
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Microsoft ModelProposed Model: Get feedback to the design and manufacturing team that permits visibility of the reliability gap. Permit comparison to goal.
Microsoft Model: Not estimating or measuring the reliability during design is something I call the Microsoft model. Just ship it, the customers will tell you what needs improvement.
Don’t try the Microsoft Model!(it works for them but probably won’t work for you)
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Reliability Goals & Metrics Summary
A reliability goal includes each of the four elements of the reliability definition.
Intended functionEnvironment (including use profile)DurationProbability of success[Customer expectations]
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Build, Test, Fix
In any design there are a finite number of flaws.If we find them, we can remove the flaw.
Rapid prototypingHALTLarge field trials or ‘beta’ testingReliability growth modeling
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Issues with each approach
Build, Test, FixUncertain if design is good enoughLimited prototypes means limited flaws discoveredUnable to plan for warranty or field service
AnalyticalFix mostly known flawsALT’s take too longRDT’s take even longerModels have large uncertainty with new technology and environments
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Reliability Philosophies
Two fundamental methods to achieving high product reliability
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Analytical Approach
Develop goalsModel expected failure mechanismsConduct accelerated life testsConduct reliability demonstration testsRoutinely update system level model
Balance of simulation/testing to increase ability of reliability model to predict field performance.
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Balanced approach
GoalPlan
FMEA PredictionHALT RDT/ALT
VerificationReview
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Balanced approach
GoalPlan
FMEA PredictionHALT RDT/ALT
VerificationReview
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Balanced approach
GoalPlan
FMEA PredictionHALT RDT/ALT
VerificationReview
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Planning Introduction
Mil Hdbk 785 task 1
“The purpose of this task is to develop a reliability program which identifies, and ties together, all program management tasks required to accomplish program requirements.”
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Balanced approach
GoalPlan
FMEA PredictionHALT RDT/ALT
VerificationReview
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Reliability Planning
Selecting the minimum set of tools to achieve the reliability goals
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Fully Stated Reliability Goals
System goal at multiple pointsSupporting metrics during development and fieldApportionment to appropriate level
Provide connections to overall business plan, contracts, customer expectations, and include any assumptions concerning financials
Benefit: clear target for development, vendor and production teams.
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Medicine
"The abdomen, the chest, and the brain will be forever shut from the intrusion of the wise and humane surgeon"
Sir John Erichsenleading British surgeon, 1837
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Path to close gapThis is the ‘art’ of our profession and each project needs a unique solution.
Just because the plan succeeded for the last project, it may not work for the current one
Timelines changeGoals and risks changeBusiness objectives and customer expectations changeThe organization has grown/lost capabilities
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If, large gap and clear Parato
Then,Same as small gap, generallyEarly step is to estimate ability to close gap with reasonable business riskIf there is doubt on validity of issues to resolve, consider HALT to uncover possible new issues
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Gap Analysis
Estimate/review current reliability of system against the next project goalThe difference is the gap to close
That gap is what the plan needs to bridge
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If, small gap and clear Parato
Then,Select issues on Parato from past products that have the easiest cost, timeline, risk.Engineering doesn’t need HALT or FMEA to identify or prioritize issues to resolveAssumes a system/sub-system reliability model, even as simple as Parato based on failure rates.Engineers may need ALT to verify solution assumptions
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If, new features, new market
Then,Increase use of HALT, including on competitor’s products if possibleIncrease use of environmental testing (HALT if able to afford samples and testing facilitates). Find margins related to new market environment.Use reliability growth modeling to determine if plan of record is able to meet goals
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If, reliant on vendor’s failure analysis
Then,Consider building internal or third party failure analysis and component expertiseAccelerate time to detection of vendor issues
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Exercise
Identify a circumstance and an approach to building the reliability plan.
What will be the biggest challenges to implementing the plan?Separate from the plan, what will you do as the reliability engineer do to overcome the obstacles?
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Television
"People will soon get tired of staring at aplywood box every night."
Darryl F. ZanuckTwentieth Century-Fox, 1946
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If, (what is your situation)
When starting a project, consider the goals, constraints, etc. and look at the entire horizontal process.
Then,Let’s find a few options to consider
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Close on Planning DiscussionIntroduction to PlanningFully stated reliability goalsConstraints
TimelinePrototype samplesCapabilities (skills and maturity)
Current state and gap to goalPaths to close the gap
InvestmentsDual pathsTolerance for risk
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Reliability Value
How to speak in management’s language
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A Reliability Engineer’s Use of Warranty Cost Information
Fred Schenkelberg
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Electric Light
“Good enough for our transatlantic friends, but unworthy of the attention of practical or scientific men.”
British Parliament report on Edison’s work1878
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Warranty Week
www.warrantyweek.com
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Introduction
Many (most, all?) products have a warranty
Examples of how to use this information in your reliability engineering work
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Overview
Warranty as a percentage of revenue.
Warranty as a cost per unit.
Who owns warranty?
How much warranty expense is right?
What is the right investment to reduce warranty?
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Computers
“There is no reason for any individual to have a computer in their home.”
Ken OlsonDigital Equipment Corp. 1977
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Reliability Specifications Example
Given two fan datasheets
Fan A has a mean time to fail of 4645 hoursFan B has a mean time to fail of 300 hours
Both same price, etc.
Choose one to maximize reliability at 100 hours
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Reliability Specifications Example
Fan A has a scale parameter of 4100 hoursFan B has a scale parameter of 336 hours
Use the Weibull Reliability function
Fan A reliability at 100 hours is 0.95Fan B reliability at 100 hours is 0.974
( )βθ/)( tetR −=
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The Telephone
"That's an amazing invention, but whowould ever want to use one of them?"
Rutherford HayesU.S. President, 1876
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Reliability Specifications Example
Consulting an internal fan expert, you are advised to get more information
Fan A has a Weibull time to fail shape parameter of 0.8Fan B has a Weibull time to fail shape parameter of 3.0
⎟⎟⎠
⎞⎜⎜⎝
⎛+Γ=β
θμ 11
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Reliability Specifications Example
Given two fan datasheets
Fan A has a mean time to fail of 4645 hoursFan B has a mean time to fail of 300 hours
What about later, say 1000 hours?
Fan A reliability at 1000 hours is 0.723Fan B reliability at 1000 hours is 3.5E-12
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The Cost Reduction Example
Given a FET that costs 10 cents, a new procurement engineer finds a new FET vendor that only charges 5 cents.
Switch?
What else to consider?
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The Cost Reduction ExampleGiven a FET that costs 10 cents, a new procurement engineer finds a new FET vendor that only charges 5 cents.
$0.05 FET has MTBF of 50,000 hours$0.10 FET has MTBF of 75,000 hours
1000 hours of operationShipping 1000 unitsCost to repair unit $250
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The Cost Reduction Example
Total Cost of $0.05 FET
#Failed = (1-0.98) 1000units = 20
Cost of Repairs = 250*20 = $5000
Total Cost = $5000+0.05*1000 = $5050
( ) 98.01000 000,501000
05.0 ==⎟⎠
⎞⎜⎝
⎛−
eR
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The Cost Reduction ExampleResult?
FET Cost Repair Cost Total Cost
$0.10 $325075,000 hrs
$3350
$0.05 $500050,000 hrs
$5050
$0.50 $2500100,000 hrs
$3000
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The Cost Reduction Example
Total Cost of $0.10 FET
#Failed = (1-0.987) 1000units = 13.25
Cost of Repairs = 250*13 = $3250
Total Cost = $3250 + 0.10*1000 = $3350
( ) 987.01000 000,751000
10.0 ==⎟⎠
⎞⎜⎝
⎛−
eR
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The Cost Reduction Example
Total Cost of $0.50 FET
#Failed = (1-0.99) 1000units = 10
Cost of Repairs = 250*10 = $2500
Total Cost = $2500+0.50*1000 = $3000
( ) 99.01000 000,1001000
50.0 ==⎟⎠
⎞⎜⎝
⎛−
eR
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Aviation
"The popular mind often pictures gigantic flying machines speeding across the Atlantic and carrying innumerable passengers...it seems safe to say that such ideas are wholly visionary."
Wm. Henry PickeringHarvard astronomer, 1908
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Component Challenges
Cost driving manufacturing to low labor cost areas of the worldPb-free causing redesign/reformulationOutsourced design and manufacturing facilities gaining “commodity’ component selection
Other than yield - who’s watching Quality, Reliability and Warranty?
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Component Challenges
Trust and verify solution
Build strong, technically verifiable, language into purchase contracts
Check construction and formulation on periodic basis
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Where to Get More Information
Newsletter and seminarshttp://Warrantyweek.com
“Warranty Cost: An Introduction”http://quanterion.com/ReliabilityQues/V3N3.html
“Economics of Reliability,” Chapter 4 ofHandbook of Reliability Engineering and Management, 2nd Ed by Ireson, Coombs and Moss.
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Component Challenges
P50 formula error example
Cracked ceramic capacitors
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Nuclear Energy
"Nuclear powered vacuum cleaners willprobably be a reality within 10 years."
Alex Lewyt vacuum cleaner manufacturer, 1955
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Reliability Engineering ValueHow to determine ‘value add’ or ROI
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“All metrics are wrong, some are useful.”
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TermsValue
An amount considered to be a suitable equivalent for something else; a fair price or return for goods or services
Value AddThe return or result of individual, team or product investment
Value CaptureValue add documentation related directly to merger
Warranty ReductionLower failure rates leading to fewer claims
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current status
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value
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How is value requested?
Quarterly review: What have you done for me lately?
Checkpoint meeting: Are we on track to meet goals?
Budget: Which option provides best ROI?
Annual review: What is your impact?
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Warranty – The Big Picture
”American manufacturers spent over $25 billion in 2004 honoring their product warranties, an increase of 4.8% from the levels seen in 2003. However, an incredible 63% of U.S.-based product manufacturers actually saw a decrease in their claims rates as a percentage of sales. Only 35% saw an increase and 2% saw no change, according to the latest statistics compiled by Warranty Week.”
Eric Arnum, Warranty Weekwww.warrantyweek.com, May 27th, 2005
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document value
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VALUE ADDED/ROI QUESTIONAIRESavings/Impact/Benefit
3. TT Volume impact:
a. Did work help you accelerate or meet your Time to Volume goals?b. If applicable what is the estimated $ impact of avoiding the TTV issues that were identified
4. Material costs:a. Did we avoid or save any direct product material or test equipment costs?b. If so please identify type and cost
5. TCE:
a. Has the work contributed to the TCE of your product?b. If so identify how? i.e. estimated number of customer calls avoidedc. If you have a TCE cost model what is the estimated $ impact of the identified improvement
6.Opportunity Cost
a. If engineers from the business had been used to do this work would they have not been able do other product related work. I.e. delivered new functions?
7. Indirect Impact:
a. What advantages did internal work provide over an external consultancy? (i.e. time, cost, contractual issues, Intellectual Property, response time)
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VALUE ADDED/ROI QUESTIONAIRE
Savings/Impact/Benefit
8. Engineering effort saved:
a. How long would it have taken your team to undertake the work provided. Take into account research time and whether you had the skills available?b. If you did not have the skills available how many people would have needed to be recruited to undertake the work?c. How long would it take for these people to become productive?d. Estimate training cost associated with new personnel
9. Misc a. Please identify any other benefits or cost savings from using our resources
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VALUE ADDED/ROI QUESTIONAIRE
Savings/Impact/Benefit
1. Risk / cost / warranty reduction
a. Has the work directly identified or mitigated a field related problem
b. If so estimate the probable cost of the field problem in $ (i.e. units affected x repair cost)c. Has the probability of field related problems been reduced?d. If so give a guide by how much and the estimated cost of avoidance (i.e. Estimate 1000 units per month failure at $50 each reduced by 5%)e. Has work provided processes which will reduce the risk of field failures in subsequent products?
2. TTM impact:
a. Did work help you meet or beat your TTM goals? b. Did work identify any problems which would have impacted your TTM?c. Has the use of tools/techniques identified issues which would of impacted TTM?d. If the above are applicable please identify type of problems and estimate TTM impact in days/weeks/months
e. What is the estimated cost of a delay in TTM?f. What is the opportunity in $ of additional income from an early TTM?
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“I fall back dazzled at beholding myself all rosy red, at having, I myself, caused the sun to rise
Edmund Rostand (1868-1918)
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“Gross national product measures neither the health of our children, the quality of their education, nor the joy of their play
It measures neither the beauty of our poetry, nor the strength of our marriages.
It is indifferent to the decency of our factories and the safety of our streets alike.
It measures neither our wisdom nor our learning, neither our wit nor our courage, neither our compassion or our devotion to country.
It measures everything in short, except that which makes life worth living, and it can tell us everything about our country except those things which make us proud to be part of it.”
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Your ‘value case’
Problem statement
Work done to solve problem
Value statement(s)
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Maturity Matrix
Handout Matrix
Based on Quality Management Maturity Grid from Quality is Free, c 1979 by Philip B. Crosby
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Measurement CategoriesProblem Handling
Proactive or Reactive
Cost of ‘Un’ ReliabilityUnderstanding and influence of metricsLocal budget or total product cost
Feedback ProcessPredictions, reliability testingFailure analysis, time to detection
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Reliability Maturity
How to understand an organization’s reliability culture
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Measurement Categories
Management Understanding and AttitudeBusiness objectives and languageAttention and investments
Reliability StatusPosition and statureLocation and influence
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Measurement Categories
DFR program statusExists separately or integratedTemplate or customized
Summation of Reliability PostureHow does the organization talk about reliability?
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Stage I Uncertainty
Management – blame othersStatus – hidden or doesn’t existProblems – may have good fire fightingCost – unknown and no influenceFeedback – customer returns & complaintsDFR – doesn’t exist even with designers
Summation – “Reliability must be ok, since customer’s are buying our products.”
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Stage III Enlightenment
Management – Support and encouragementStatus – Senior staff influenceProblems – Systematic and reactiveCost – Starting to track cost of un-reliabilityFeedback – ALT and modeling, root causeDFR – program of reliability activities
Summation – “We can see how these tools help our product’s field performance.”
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Stage V Certainty
Management – Considered core capabilityStatus – thought leader in companyProblems – Only a few issue, & expectedCost – Accurate and decreasingFeedback – Testing & field support modelsDFR – Normal part of company business
Summation – “We do get surprised by the few field failures that occur.”
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Stage II Awakening
Management – important w/o resourcesStatus – champion recognizedProblems – organized fire fightingCost – generally warranty onlyFeedback – disorganized, antidotalDFR – trying some tools
Summation – “We really should make more reliable products.”
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Stage IV Wisdom
Management – Personally involved, leadingStatus – Senior manager, major roleProblems – found and resolved quicklyCost – understanding of major driversFeedback – selective testing in risk areasDFR – Part of products get designed
Summation – “We avoid most field reliability issues”
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Why do we need to know Maturity?
Recommendations need to match the organizations capabilities
From current state build path toward the right one step at a time
Value proposition for changes address management approach to reliability
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How to determine maturity?
Self assessmentSmall team from across organizationEach marks blocks that describe their maturityTeam determine Stage description by consensus
Observation from within an organizationAs an individual trying to position changesInformally conduct self assessment
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What are your questions?
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survey approach
selecting survey topicsinterview formatdata collectionbusiness unit summaryimmediate follow upanalysisreviewkey stakeholder reporting
choosing intervieweeshw r&d managerhw r&d engineerreliability managerreliability engineerprocurementmanufacturing
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How to determine maturity?
Assessment InterviewsConduct interviews to understand current reliability activitiesReview and summarize interviewsInterpret results onto maturity matrix
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Reliability Assessment
Using a survey to quickly understand the organization’s reliability program
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Survey Form & ScoringDFR Methods Survey
Scoring: 4 = 100%, top priority, always done3 = >75%, use normally, expected2 = 25% - 75%, variable use1 = <25%, only occasional use0 = not done or discontinued- = not visible, no comment
Management:Goal setting for divisionPriority of quality & reliability improvementManagement attention & follow up (goal ownership)
Design:Documented hardware design cycleGoal setting by product or module
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Design Survey TopicsDesign:
Documented hardware design cycleGoal setting by product or modulePriority of Q&R vs performance, cost, scheduleDesign for Reliability (DFR) trainingPreferred technology selection/standardizationComponent qualification testingOEM selection & testing to equal HP requirementsFault Tree Analysis/Rel. Block Diagrams (FTA/RBD)Failure/root cause analysisStatistically-designed engineering experimentsAccelerated Stress/Life Testing (ALT)Design & derating rules
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Manufacturing Survey TopicsManufacturing:
Design for manufacturability (DFM)Priority of Q&R vs schedule & costQuality training programsStatistical Process Control (SPC/SQC)Total Quality Management (TQM)HP process audits (written reports)Vendor (& OEM) process audits, TQRDCEIncoming inspection/samplingComponent burn-inAssembly- & product-level environmental stress screening (ESS)Defect Detection & Tracking (DD&T)Corrective Action ReportsOwnership of quality & reliability goals
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AC, Inc. key points
MTBF metricsExcellent field dataVery limited sample sizesReactive mode to improvement activities
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Design Survey Topics
Design reviews/design rule checkingFinite Element Analysis (FEA) or simulationsFailure rate estimation/predictionThermal design & measurementsDesign tolerance analysisFailure Modes & Effects Analysis (FMEA)Environmental (design margin) testingHighly accelerated life testing (HALT)Physics of Failure analysisLessons-learned databaseDesign Defect Tracking (DDT)
Ownership of quality & reliability goals
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Aircraft Company Example
AC, Inc. a private jet manufacturer, develops, manufactures, sells and provides support for aircraft, throughout the intended life cycle. The product design process is dominated by the ability to meet FAA certification requirements. This product is high cost and very low volume.
Handout, AC, Inc. Survey SummaryDetermine maturity stage and make recommendations
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AC, Inc. RecommendationsUse Reliability rather than MTBUR. Establish fully stated reliability goal in terms of the probability of components and aircraft successfully performing as expected under stated conditions for two or more defined time periods. Reliability is a metric that does not have a dependence on a particular lifetime distribution and is intuitively interpreted by engineers correctly. Using multiple time marks, it promotes the use of lifetime distributions rather than single parameter descriptions. Once engineers are using lifetime distributions, calculating confidence intervals is a natural extension.
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AC, Inc. RecommendationsBuild and support an aircraft reliability model. Use the historical data, lifetime distributions (not MTBUR), RBD (reliability block diagramming) and simple mathematics to quickly create a basic reliability model. An extension of the model would be to incorporate the various environmental factors, flight profiles, and the influence of other relevant variables on failure rates. For example, some systems experience damaging stress during takeoffs and landings, others only while in flight, some only when landing in high temperature and humidity climates. Ideally for each component the model would incorporate historical field history along with environmental and component data. Even a very simple model that enables the design and procurement teams to evaluate options is well worth the effort to build and support. Most importantly a reliability model provides feedback very quickly to the design team during the design process.
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AC, Inc. Recommendations
Handout, AC, Inc. recommendations and matrix results
Basic idea is to make the reliability engineer more valuable to the design team by building an aircraft reliability model.
Value proposition: better design tradeoffs that include reliability.
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