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INTRODUCING PIPELINE ANALYTICS
Capabilities to Improve Operating Performance of Oil & Gas Pipeline Companies
REGULATORY COMPLIANCE Opportunities for Pipeline Analytics
How do we find the weak links in our compliance process?
Our audit performance
is not acceptable!
VP Operations
Regional Field Manager
What am I missing?
Is there some sort
of a pattern?
Regulatory Compliance Management
SAFETY MANAGEMENT Opportunities for Pipeline Analytics
We have lots of data from our incident reports.
But, how we can connect the dots
to see changing conditions so we can
prevent future incidents?
Director of Process Safety
Division Superintendent
With all this data available….
How can I find the factors that lead to
safety incidents?
Monitoring Field Safety Performance
PIPELINE INTEGRITY MANAGEMENT Opportunities for Pipeline Analytics
How much confidence do we have
with the latest pigging results?
Are we able to see any patterns linking defects to some sort of root cause?
Director Asset Integrity
Integrity Engineer
We have all this pigging and
maintenance data…
How can I find something useful?
Pipeline Integrity Management
PLANT RELIABILITY MANAGEMENT Opportunities for Pipeline Analytics
Haven’t we seen this pattern of compressor
shutdowns before?
Why can’t we seem to learn from our own experience?
Plant Reliability Manager
Plant Maintenance Engineer
Out maintenance systems collect all
this data …
It is tough to find any patterns.
Plant Reliability Management
REQUIRED BUSINESS CAPABILITIES Introducing Pipeline Analytics
Business Capabilities
In everything we do, learning and experience raises our capability to …
• Anticipate future conditions • Identify unusual situations • Drive improved results
So What?
Business Capabilities
Pipeline companies can learn from their operating experience….
• Connect the dots in your business and operations • Learn the combination of conditions that change your risk profile • Identify emerging conditions where proactive management is appropriate • Learn what levers to pull to mitigate risks
• Understand what factors are driving your results • Improve budgeting processes • Change how you allocate resources
• Turn historical data into leading indicators of operations • Become proactive • Anticipate the future with more confidence
That’s So What!
Business Capabilities Example Opportunities for Pipeline Companies
• Predict future conditions, risks or events • Compliance Performance • Safety Incidents • Integrity Risks
• Classify current operating conditions and events • Normal vs abnormal • Proactively reduce or eliminate negative impacts • Leading indicators of future incidents or changing risks
• Optimize resource allocation • Pipe replacement spending • Maintenance plans • Staff development
REQUIRED ANALYTICAL CAPABILITIES
Introducing Pipeline Analytics
Analytical Capabilities Combine Data with Math Models and a Business Domain
Analytical Capabilities
Business Capabilities
Business Outcomes
Enable Drive Impact Results Value
Analytical Capabilities
Analytical Capabilities
Pipeline Analytics provides the Capability to...
• Predict • Classify • Optimize
In areas relevant to your pipeline operations Savvy operators can leverage this Capability to proactively improve process performance in areas such as … • Compliance • Integrity • Safety • Capital Control
PREDICTIVE COMPLIANCE EXAMPLE Example of Pipeline Analytics
How are we doing?
Why are we getting these results?
What is likely to be our future results?
How can we improve?
Functional Managers
Predictive Compliance Demonstrate and Predict Compliance Performance
Standard Data Format
Logistic Regression
Classification
Principal Components
Analysis
Control Charts
Compliance Data Integrated Data Analytic Techniques Monitoring and
Learning
Assume an Indicator has been designed to measure Compliance Performance Values less than 90 are out of range based on Strategic Objectives
Predictive Compliance Demonstrate and Predict Compliance Performance
PREDICTIVE CAPITAL MANAGEMENT
Example of Pipeline Analytics
Predictive Capital Management Increase Project Control Levels
Standard Data Format
Logistic Regression
Classification
Principal Components
Analysis
Control Charts
Project Performance Data Integrated Data Analytic Models Monitoring and
Learning
Assume an Indicator has been designed to measure Project Performance Values less than 80 are out of range based on Strategic Objectives
Predictive Capital Management Increase Project Control Levels
PREDICTIVE PLANT MONITORING Example of Pipeline Analytics
Predictive Plant Monitoring Predict Plant or Equipment Failures
Standard Data Format
Logistic Regression
Classification
Principal Components
Analysis
Control Charts
Plant Performance Data Integrated Data Analytic Models Monitoring and
Learning
Assume an Indicator has been designed to measure Plant Performance Values less than 80 are out of range for Reliability & Availability and above 60 for Failure Probability based on Strategic Objectives
Predictive Plant Monitoring Predict Plant or Equipment Failures
GETTING STARTED Introducing Pipeline Analytics
I am seeking feedback from Pipeline Professionals in general, about the need and opportunities for “Pipeline Analytics” to help companies improve their performance and address some of their many challenges. I would enjoy engaging in discussions with you to refine these ideas and to make a useful contribution to the pipeline sector. Please Provide Comments and Feedback to:
Mark Peco [email protected]
