Pipeline analytics concept for posting

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?


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 Outcomes

Enable Drive Impact Results Value



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


Logistic Regression

Classification


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


Logistic Regression

Classification


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]