anthony roe - ibm australia - the rise of cognitive techniques in operational management of rail and...
TRANSCRIPT
AusIntermodel 2016
Anthony Roe
“The Rise of Cognitive Techniques in
Operational Management of Rail and
Transport Infrastructure ”
2
The rise of the Cognitive Era: Why Now?
Computation
Machine
LearningDigitised
Data
Complex relations that are different under different context and may be different at different times
3
Large networks of smart things interacting with each other
Inputs Inputs Inputs
Outp
uts
Outp
uts
Outp
uts
Scale, diversity and complexity make
the relationships between inputs and
outputs difficult to determine
Best Option = determine
correlations between input and
output to learn the relationship
Machine learning finds relationships between inputs and outputs when its hard to build a model
Natural Language
Processing (NLP)
Video and Image Analytics
Text AnalyticsMachine Learning
Cognitive Landscape
4
Machine Learning
Natural Language
Text Analytics
Video/Image/Audio
Streaming Studio
5
How are we applying cognitive techniques?
Think Medical Diagnosis!
Standard ComparisonPeer Comparison Self ComparisonAnalysis performance
data from other machines in
peer group
Analysis
data based on manufacture’s
standard
Analysis
historical data of self to
determine health
Instrumented InterconnectedIntelligent
Cognitive Analytics give a deeper , clearer
insight to “age old” problems
Different Corrosion Models
Creating adaptive super models
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“generic” “specific”
Trained from fully
characterized pipes
Trained from
whatever data is available
RM
SE
[m
m/y
ea
r]
8
Data Signature Example
Anomaly Detection
Supply Chain
Process Optimisation
• Thank You