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24 October 2018 Telco Network Digital Twin Analytics in Fault Management Radek Borecki, Globema Tigran Andjelic, GE Power

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Page 1: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

24 October 2018

Telco Network Digital TwinAnalytics in Fault Management

Radek Borecki, Globema

Tigran Andjelic, GE Power

Page 2: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

GE & Globema partnership for telecoms in numbers

224 October 2018Telco NDT - Analytics in Fault Management

10+ years of cooperation in

Smallworld LNI product

development

• PNI & NIG 4.3 development

• PNI 5.1.6 & 5.1.7 development

10+ Smallworld PNI add-ons by

Globema in GE Smallworld portfolio

• Physical Route Manager

• Optical Network Atlas

• Radio Network Inventory

100+ Smallworld implementation

and integration projects together

• CenturyLink, Sprint and many

others

1000+ Support Tickets solved

under Smallworld LCS projects

by a combined GE Cambridge &

Globema team

Page 3: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

Agenda

• Telecom drivers - integrated fault management

• Primary use case – physical fault correlation

• Telecom NDT- a platform for analytics

• Usability focus - Supporting the operator & the value of automation

• Showcase the Proof of Concept

324 October 2018Telco NDT - Analytics in Fault Management

Page 4: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

Business drivers

• Reduce fault induced operational costs• Increased competition and customer service expectations

• Reduce response times and service downtime• Often governments are mandating targets for fault correction and service downtime

• Stay competitive with technology changes• Utilise analytics and machine learning to enhance fault predictions and accuracy

• Leverage combined value across all utility asset data• Integrated network asset data has a greater value than sum of the parts

24 October 2018Telco NDT - Analytics in Fault Management 4

Page 5: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

Physical fault management workflow

Fault

detected

Fault

processed

PRM RFS

identified

RFS

asset

route

analysis

Fault events

notification

PRM&PNI

Crew

dispatched

Workforce

Automation

Field

work

pack

Telco NDT - Analytics in Fault Management 24 October 2018

inve

stig

ate

Page 6: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

Physical fault workflow – key aspects

• Multiple systems interaction• Fault events raised from fault detection system

• Network fault distances and likely at-fault assets are searched from PNI+PRM

• Follow up instructions and work orders issued from WA and PNI

• Manual search for assets at fault• No automation with limited correlation capacity

• Manual context transfer between systems

24 October 2018Telco NDT - Analytics in Fault Management 6

• Integrated and automated workflow• Data exchanged and control passed via micro-

services

• Analytics do most of the work• High levels of system automation

• Benefit from machine learning for automated dispatch

Page 7: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

Effective operator - Business Needs

• One app and one system for physical fault management• Aggregate and summarise relevant data that requires operators attention

• Tools made for ease of use and efficiency• Focus operators attention on events that require their intervention

• Drive the process for the operator

• Effective and consistent fault management• Machine learning matched with heuristics for effective fault resolution

• Able to classify and order incoming fault events

24 October 2018Telco NDT - Analytics in Fault Management 7

Page 8: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

Distance

calculations

Fault management appsNDT-PNI

Faults

NDT-PRM

PNI

Data synch process

PNI/PRM applications

24 October 2018

NDT analytics

Fault events

PRM RFS

Telco NDT - Analytics in Fault Management 8

Physical Fault Management

Page 9: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

Proposed solution – key concepts

• Telecom NDT – more than sum of the parts

– Aggregates relevant network data

– Micro-services to maintain the data

– Micro-services for further system integration

• Analytics engine – “the brains” of the system

– Correlate for common asset at-fault

– Calculate probability of suggested solutions

• Operator’s App – streamlined usability

– Help the operator by focusing on manual tasks

– In 80-20 world reduce the workload through design

924 October 2018Telco NDT - Analytics in Fault Management

Page 10: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

Proposed solution – key components

• Predix services – Intelligent Mapping Service – Asset data visualisation and inspection properties

– Predix Asset - Stores reduced relationship between PRM RFS and physical assets

– User Authentication and Authorisation – Maintains system security

• Client application– Physical Fault Management WEB App

– Predix UI framework – common look and feel

– Asset Correlation Engine

• System interfaces– Dispatch system microservice

– Correlation engine microservice

1024 October 2018Telco NDT - Analytics in Fault Management

Page 11: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

Proposed solution – contributing systems

• Physical Network Inventory (PNI)– Enables asset data visualisation and essential asset properties

• Physical Route Manager (PRM)– Resource Facing Service provide essential link to physical assets

• Fault Events Monitoring– Fault RFS events and measured fault distance enable effective asset correlation

• Workforce Automation– Correlated physical asset faults with GIS maps and connectivity provide essential input to field

fault resolution scenarios

1124 October 2018Telco NDT - Analytics in Fault Management

Page 12: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

PRM Route – Resource Facing Service (RFS)

• PRM extends PNI data model with a concept of a route:

• Point-to-point connection in a fiber network

• Can use one, two or more parallel fibers

1224 October 2018Telco NDT - Analytics in Fault Management

Page 13: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

PRM Route – Resource Facing Service (RFS)

Fibers/ports are explicitly assigned to a PRM Route

Routes start/end at active device or fiber distribution panel

1324 October 2018Telco NDT - Analytics in Fault Management

Page 14: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

Automated fault correlation & dispatch

• RFS faults auto-consumed– The app is displaying processed faults

– The app is displaying correlated proposed failure points

• Analytics engine – operator’s assistant– Analytics engine correlates for physical assets in common.

– Heuristics to determine probability of proposed asset faults

– Modular analytics

• Support for automated crew dispatch– Micro-services for fault management integration

– Micro-services for Workforce Automation integration

1424 October 2018Telco NDT - Analytics in Fault Management

Page 15: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

24 October 2018 15

Fault correlation – operator focus

Telco NDT - Analytics in Fault Management

Faults list Correlated assets Fault probabilityMap context and

dispatch artefacts

Fault AA

Fault AA1

Fault AA2Correlated on Asset AA GreenAuto handled

Fault ABB

Fault ABCorrelated on Asset AB AmberManual check

Fault ABC RedNo Correlated AssetsManual

analysis

Page 16: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

24 October 2018 16

Fault correlation WEB app

Telco NDT - Analytics in Fault Management

Page 17: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

Demo

Physical asset fault correlation

Page 18: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

Benefits to Telco's

• Increased operational efficiency– Automated heuristics based fault classification

– Manual operator’s focus on fewer more complex alarms

– Dispatch artefacts can be auto generated

• Reduced demand for truck roll– Due to higher level of fault correlation we expect fewer truck roll for exploratory fault

identification

• Increased operational system integration– Use correlation micro services to integrate with Workforce Automation

– Increased system and process monitoring

1824 October 2018Telco NDT - Analytics in Fault Management

Page 19: Telco Network Digital Twin Analytics in Fault Management · Smallworld LNI product development • PNI & NIG 4.3 development • PNI 5.1.6 & 5.1.7 development 10+ Smallworld PNI add-ons

Presentation Summary

24 October 2018Telco NDT - Analytics in Fault Management 19

• Explored physical fault management workflow from operators perspective

• Discussed benefits of an integrated approach to fault management

• Discussed benefits of process automation

• Explored the role of Telecom NDT as an analytics platform

• Showcased our Proof of Concept integrated solution