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Data Intelligence for Network Operations Grid Analytics Fiona Fulton/Alex White

Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

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Page 1: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

Data

Intelligence for

Network

Operations

Grid Analytics Fiona Fulton/Alex White

Page 2: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

SP Energy Networks

Page 3: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

3www.spenergynetworks.co.uk

What is the Data Problem for a DNO?

Other Feeds

Smart Meter Data

Smart Grid

Monitor

Data Management

Too much data

Data SharingStandards

Visualisation

Decision Support

Page 4: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

4www.spenergynetworks.co.uk

Yes, but the real problem is……

Work / Time Management

DTN Gateway

DUOSBilling

SPEN DTN Gateway

DocumentManagement

CRM

Outage & Distribution Management (OMS/DMS)

Plant Monitoring

GIS WorkManagement

Regulatory and Asset Volume Reporting

FieldWork Management

New Connections

SCADA

Land Agreements

ProjectPlanning

MPRS

Contractors Management

Mobile Communications

Telephony

Asset Management

Premise / Occupants Dbase

Network Modelling &

DesignStreetworks

I have all these data silos, not quite how I want it but I can’t

break anything……

Page 5: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

5www.spenergynetworks.co.uk

I’d really like it to be more like this….

Model Viewer

Integrated Scheduling

Smart Data Management

DTN Gateway

Smart Meter Inventory

DUOSBilling

Data Integration Layers

Smart Gateway

SPEN DTN Gateway

Events Processor

DocumentManagement

SmartNetwork

Data StoreCRM OMS/DMS

Plant Monitoring

GISWork

Management

Business Intelligence Real Time

Business Intelligence

Analysis

FieldWork Management

Network Modelling & Design

New Connections

SCADA

Land Agreements

ProjectPlanning

MPAS

New Contractor

Portal

SmartDCC

Regulatory Reporting

Mobile Communications

WorkManagement

Telephony

Asset Management

Smart Grid Monitoring

Premises Database

Bits in red already in progress for smart meters…..

Page 6: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

6www.spenergynetworks.co.uk

The Data Problem

Smart meter investment started me on the road to a better platform, but I’m still not using cross-

system data as effectively as I could

We often rush to analytics to use data more effectively and the data discovery/context

problem remains

Networks aren’t social media. We need to know your connectivity context to be useful. With just a

data lake, we drown…..

We need to look at a small example of the “data in the network context” problem to understand what

can really work effectively

We need DINO………..

Page 7: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

7www.spenergynetworks.co.uk

Adding DINO to the masterplan….

Model Viewer

Integrated Scheduling

Smart Data Management

DTN Gateway

Smart Meter Inventory

DUOSBilling

Enterprise Service Bus (ESB)/Integration Layers

Smart Gateway

SPEN DTN Gateway

Events Processor

DocumentManagement

SmartNetwork

Data StoreCRM OMS/DMS

Plant Monitoring

GISWork

Management

Business Intelligence Real Time

Business Intelligence

Analysis

FieldWork Management

Network Modelling & Design

New Connections

SCADA

Land Agreements

ProjectPlanning

MPAS

New Contractor

Portal

SmartDCC

Regulatory Reporting

Mobile Communications

WorkManagement

Telephony

Asset Management

Smart Grid Monitoring

Premises Database

1. Complex Event Processing

2. Integrated Network model

3. Visualisation

1

2

3

Page 8: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

8www.spenergynetworks.co.uk

DINO: Future Data Management Vision

Data Marshalling Strategy

• Intelligently recover data when

things happen – not all the time

• Build an Integrated Network

Model to link the data and

navigate between related items.

Data Mastering Strategy

• Use appropriate techniques to align

data between systems.

• Implement data quality KPIs to help

govern the data.

• Provide data stewardship, workflows

and tools.

Volume? Not so high, compared to e.g. social media

Velocity? Some high, but little needing true real-time response

Variety? Mostly structured, albeit with some complexity

Big Data?

Page 9: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

9www.spenergynetworks.co.uk

DINO: Steps to addressing the data problems

1) Start somewhere

• Choose meaningful use cases,

that address real world problems.

• Try the techniques out in and with

the business.

• Start “thin” in the framework of the

wider vision.

2) Understand the use case

• Where the data is mastered, its

lifecycle, ownership?

• What is adequate data quality?

• Understand retention and

marshalling requirements?

• Understand the relationships

across systems.

3) Model the whole system

• Build an Integrated Network

Model across key systems

and domains

• Typically includes DMS, GIS,

AMS and Communications.

• This is the “data context

backbone” of the distribution

system.

4) Visualise the system

• Exploit the integrated network

model to build the rules.

• Use modern flexible technology to

expose the data meaningfully.

• Expose the structure, context and

state of the holistic system.

Page 10: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

10www.spenergynetworks.co.uk

The initial use case

Use Case Example: NCP Alarms – RTU Battery Failure

• Unfolds over several days

• Scenario is cumulative

• 3 event types in complex scenario

• 1 virtual event generated

0 hrs 4 hrs

Operations OperationsOperations

RTU Loss Of Volts

DelayedNotify

24-48 hrs

BatteryAlarm

CommunicationsFailure

SCADA

+N hrs

Page 11: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

www.spenergynetworks.co.uk 11Data Intelligence for Network Operations

Using data to improve network operations

Step 1: Start with the network context

What are they?

Where are they?

Network Assets

Distribution

Network Model

Distribution

Asset Model Communications

System Model

How are they connected?

How are they interrelated?

Network Topology

What can I see?

What can’t I see?

Communications

A whole system model is

required for whole system

understanding

Whole System Model

Requires master data

quality and data alignment

over the whole system

model

Information Confidence

Requires near real-time

visibility trusted against

whole system model

Situational Awareness

So I know - what’s happening now!

Page 12: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

www.spenergynetworks.co.uk 12Data Intelligence for Network Operations

Using data to improve network operations

Step 2: Put events in context – Event Processing

Complex Events

Elem

ents

SmartModelling

Event sources

DynamicViews

Co

nce

pt

Visualisation1 2

3 4

51

24

y

z

z

z

x

yzz

Val

ue Volume

VelocityVariety

FilterCorrelate

Reduce Complexity

ConnectRelate

Understand& Action

Page 13: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

www.spenergynetworks.co.uk 13Data Intelligence for Network Operations

Using data to improve network operations

What does this look like? Reduce Complexity - Visualise

Currently this picture is difficult to manage with

existing systems under extreme conditions.

In the future with the advent numerous new event

sources across multiple domains the situation is

likely to be unmanageable.

Detail

Location

aware

SummarySummary

Immediate

insights

25-Nov-15There are fewer actionable insights (complex

events) than the many raw alarms (simple events)

DINO is refining business cases to demonstrate

Page 14: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

www.spenergynetworks.co.uk 14Data Intelligence for Network Operations

Using data to improve network operations

What does this look like? Reduce Complexity – Filter, Correlate

Drilldown to simple

events

Page 15: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

www.spenergynetworks.co.uk 15Data Intelligence for Network Operations

Using data to improve network operations

What does this look like? Connect, Relate - Visualise

Topological

Context

Physical

Assets

Semantic

relationships

Logical

objects

Page 16: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

www.spenergynetworks.co.uk 16Data Intelligence for Network Operations

Using data to improve network operations

Our Example - stage 1

RTU Loss Of Volts Received, after 4 hours Timeout Generated

Page 17: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

www.spenergynetworks.co.uk 17Data Intelligence for Network Operations

Using data to improve network operations

Our Example - stage 1

RTU Loss Of Volts Received, after 4 hours Timeout Generated

Page 18: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

www.spenergynetworks.co.uk 18Data Intelligence for Network Operations

Using data to improve network operations

Our Example - stage 2

Battery Alarm Occurs

Page 19: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

www.spenergynetworks.co.uk 19Data Intelligence for Network Operations

Using data to improve network operations

Our Example - stage 2

Battery Alarm Occurs

Page 20: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

www.spenergynetworks.co.uk 20Data Intelligence for Network Operations

Using data to improve network operations

Our Example - stage 3

Finally Comms Fails

Spatial

context

Progression

Situation

Page 21: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

www.spenergynetworks.co.uk 21Data Intelligence for Network Operations

Using data to improve network operations

Our Example - stage 3

Topological

context

Progression

Impact

Page 22: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

22www.spenergynetworks.co.uk

Conclusions: Build on success

We quickly demonstrated the use of an INM

• No handcrafting of data from legacy systems

• Parallel running with existing systems

Quickly showed the business user the value

• The initial use cases were ones raised by the business

• We were able to add new ones with the INM platform quickly to show flexibility

What now?

• This was a Proof of Concept

• We are evaluating how the INM concept can actually be built into our infrastructure

Page 23: Grid Analytics Fiona Fulton/Alex White Data Intelligence for … · 2019-08-15 · Smart Data Management DTN Gateway Smart Meter Inventory DUOS Billing Data Integration Layers Smart

Any Questions?

Grid Analytics Fiona Fulton/Alex White

Fiona Fulton

SP Energy Networks

[email protected]

Alex White

CGI

[email protected]