Predictive Maintenance with MATLAB and Simulink · 19 Predictive Maintenance Development - Common...
Transcript of Predictive Maintenance with MATLAB and Simulink · 19 Predictive Maintenance Development - Common...
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1© 2018 The MathWorks, Inc.
Predictive Maintenance with
MATLAB and Simulink
Alec Stothert
Development Manager
Design Optimization and Identification
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Why Predictive Maintenance?
▪ Improved operating efficiency ▪ New revenue streams ▪ Competitive differentiator
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Condition
Monitoring
Predictive
Maintenance
What does a Predictive Maintenance algorithm
do?Helps make maintenance decisions based on large volumes of
complex data
Data Decision
What is the
condition of my
machine?
When will my
machine fail?
Condition Monitoring
Process of monitoring sensor data from machines (vibration, temperature etc.) in order to identify significant
changes which can indicate developing faults
Predictive Maintenance
Technique that determines time-to-failure/remaining useful life (RUL) from sensor data & historical
data in order to predict when maintenance should be performed
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▪ Develop and validate condition monitoring and
predictive maintenance algorithms
▪ Apply signal processing and dynamic
modeling techniques to extract features from
your data to monitor machine health
▪ Train machine learning and time-series
models to detect, classify, and predict
machine failure
Predictive Maintenance Toolbox
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Reciprocating Pump Example
▪ Monitor pump condition and predict
future condition
▪ Measure
– Flow rate
– Pressure
– Engine current
▪ Faults
– Leaks
– Worn bearings
– Blockages
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Frequency Domain Indicators
▪ Use spectral peaks and
harmonics to understand
condition of pump
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Classify Faults Based on Condition Indicators
▪ Train and test a support vector machine
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Other Condition IndicatorsExtract features using signal-based and model-based methods to determine machine health
Condition
Indicator
Signal-based
Methods
Model-based
Methods
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Advanced Condition Indicators
▪ Capture time-varying dynamics (e.g. vibration
data) by computing time-frequency moments
▪ Detect sudden changes in nonlinear systems
using phase-space reconstruction methods
(correlation dimension, approximate entropy,
Lyapunov exponent)
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Tools for Managing and Analyzing Data
▪ Generate data using Simulink
▪ Analyze data using datastores
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Modeling Faults In Simulink
▪ Parameterize Blocks
FEMA analysis to choose
parameters and failure modes
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Datastore to Manage Data
▪ Ensemble (whole table)
▪ Member (one row)
▪ Independent variables
▪ Data variables
– Source variables
– Derived variables
▪ Condition variables
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Sensor And Data Access in MATLAB
▪ Data sources accessible through
MATLAB
– Files (.xls, .cvs, .txt, .mat, etc,)
– Distributed file systems Azure Blob Storage
– Amazon S3
– Industrial Internet of Things
.txt
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Predict Pump Failures
▪ Use condition indicators to predict future behavior –
remaining useful life (RUL)
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Using Fleet Data to Predict Remaining Useful
Life
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RUL Methods and when to use themRequirement: Need to know what constitutes failure data
Weibull
Distribution
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MATLAB
Runtime
MATLAB
Compiler SDK
MATLAB
Compiler
MATLAB
MATLAB Coder
MATLAB Coder and Compiler
▪ Run predictive model on embedded devices
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MATLAB Production Server and Enterprise
Integration
▪ Integrate predictive model with your enterprise system and
cloud platform
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Predictive Maintenance Development - Common pains
▪ How do I get started with developing algorithms?
– Reference examples
– Documentation based on the workflow
▪ How do I manage data and what if I don’t have any data?
– Command line functions to manage and label data
– Examples showing Simulink models generating failure
data
▪ How do I chose condition indicators and estimate the
RUL?
– Functions provided for estimating RUL
– Functions for computing condition indicators
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▪ Develop and validate condition monitoring and
predictive maintenance algorithms
▪ Apply signal processing and dynamic
modeling techniques to extract features from
your data to monitor machine health
▪ Train machine learning and time-series
models to detect, classify, and predict
machine failure
▪ Use functionality from Signal Processing,
Statistics and Machine Learning and System
identification
Predictive Maintenance Toolbox
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Thank you!
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▪ Develop and validate condition monitoring and
predictive maintenance algorithms
▪ Apply signal processing and dynamic
modeling techniques to extract features from
your data to monitor machine health
▪ Train machine learning and time-series
models to detect, classify, and predict
machine failure
▪ Use functionality from Signal Processing,
Statistics and Machine Learning and System
identification
Predictive Maintenance Toolbox