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RS 401
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Reliability and Life Data
Analysis
Session 1 of the MSMT Foundations
Series |
Course Overview
This three-day session provides a comprehensive treatment
of the subject of life data analysis (including Weibull
analysis) as it applies to reliability engineering. Training
includes an overview of the underlying statistical theory
and methods as well as step-by-step guidance on the use
of the Weibull++ software package. With attendance at this
session, you will master both the subject and the best available
software tool for life data analysis. |
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Course Outline
Principles and Theory
This
course begins with an introduction to and overview
of the fundamentals of life data analysis,
including basic concepts and methodologies
as they apply to reliability engineering.
The theory, assumptions, mathematics
and statistics necessary to apply the
concepts and methodologies of reliability
engineering and life data analysis are
covered. Topics include: |
Introduction
to Reliability Engineering and Life
Data Analysis
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What it is and how it is
applied
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Statistical
Theory Background, and Applications
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Basic definitions and concepts
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The most commonly used distributions
for product life and their
applications
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1, 2 and 3-parameter
Weibull, mixed Weibull,
1 and 2-parameter exponential,
lognormal, normal, generalized
gamma
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The most applicable distribution
for your data
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Product life data types,
presented and defined
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Complete data, right
censored/suspended data,
left censored data,
interval censored data,
grouped data
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Parameter estimation methods
and theory
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Probability plotting,
rank regression analysis,
maximum likelihood estimation
(MLE)
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Confidence bounds determination
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Fisher matrix, likelihood
ratio and beta-binomial
bounds
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Applying
Life Data Analysis
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Tracking a product's reliability
and guiding corrective actions
through the use of field
data
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Predicting number of returns/failures
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Reliability specifications
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Optimum replacement time
determination
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Spare parts determination
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Reliability goals, setting
and meeting them
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Supplier reliability issues
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Failure behavior assessment
and failure mode detection
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Warranty time determination
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Cost projections for in-warranty
failures
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Analysis of different failure
modes
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Reliability bathtub curves
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Probabilistic design using
stress-strength interference
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Examining repairable systems
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Comparing designs, suppliers
and data sets
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Other
Life Data Analysis Tools
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Reliability test design
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Warranty analysis
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Degradation analysis
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Software and Applications
The
course continues with an introduction to and
familiarization with ReliaSoft's Weibull++
software. As the session progresses,
you
will be introduced to the intermediate
and advanced applications of Weibull++
and apply the methods and theory
covered in the course. Topics include: |
Weibull++
, the Basics
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Overview of Weibull++
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Entering different data
types using all possible
censoring schemes
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Available statistical distributions
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Available analysis methods
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Creating and using probability
plots
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Interpreting the plots
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Using likelihood theory
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Creating likelihood function
3D plots
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Looking at other plots,
pdf, failure rate,
bathtub curves, etc.
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Determining burn-in times
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Using confidence bounds
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Annotating and customizing
the plots and graphs
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Using ReliaSoft Draw to
create outstanding graphics
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Using multiple data sheets
in one folio
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Plotting multiple data sets
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Using the Auto Group feature
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Obtaining results using
the Quick Calculation Pad
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Goodness-of-fit tests
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Using ReliaSoft’s Distribution
Wizard
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Printing and formatting
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Monte Carlo data simulation
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Mixed Weibull analysis
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Competing Failure Mode analysis
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Weibull++,
Intermediate Topics
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Import data from multiple
sources
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Using the Auto Run feature
to automate analysis
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Batch processing
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Altering and/or fixing parameters
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Automatically truncating
data points
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ReliaSoft’s Function Wizard
and its functions
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Using ReliaSoft’s Design
of Reliability Tests
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Using tests of comparison
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Using stress-strength analysis
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Customizing Weibull++
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Using the Quick Statistical
Reference
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Performing degradation analysis
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Performing warranty analysis
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Weibull++,
Advanced Topics
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Cross-linking data and results
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Performing advanced analyses
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The General Spreadsheet
interface and other graphs
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Using Weibull++ for system
reliability
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Hands-on Workshop
The
session concludes with a full day of hands-on training
using Weibull++. You will also be provided
with an evaluation copy of Weibull++.
This hands-on
workshop will be based on ReliaSoft's
Weibull++ Training Guide. The
training guide is specifically designed
to guide you step-by-step from simple
to advanced concepts, allowing you to
proceed at your own pace.
Questions
will be solicited throughout the workshop.
ReliaSoft's engineering and software
design staff will be available to provide
personalized help during this session.
In addition, you will have the opportunity
to apply reliability engineering concepts
and methodologies to realistic problems
and situations using Weibull++.
Participants
are encouraged to bring their own data
sets and specific problems for analysis
and experimentation during this session.
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Upcoming RS 401 Seminars
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and content are the copyright of ReliaSoft Corporation.
©1992-2007
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