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BOEING is a trademark of Boeing Management Company Copyright © 2018 Boeing. All rights reserved. Copyright © 2018 Northrop Grumman Corporation. All rights reserved. GPDIS_2018.ppt | 1 BOEING is a trademark of Boeing Management Company Copyright © 2018 Boeing. All rights reserved. Copyright © 2018 Northrop Grumman Corporation. All rights reserved. GPDIS_2018.ppt | 1 Extending the Digital Thread/Twin to the Supply Chain What can we do today…? Presented By: Louis J Pascarella GeometricPLM, HCL Tech.

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Page 1: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 1

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 1

Extending

the Digital

Thread/Twin

to the Supply

Chain

What can we do today…?

Presented By:

Louis J PascarellaGeometricPLM, HCL Tech.

Page 2: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 2

Why a Digital Thread? (because aircraft dev is hard!)

Page 3: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 3

Why a Digital Thread? (because aircraft dev is expensive!)

Page 4: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 4

Digital Assets Value Evolution

• “Data Authors” enabled with

applications

• “Data Consumers” struggle

with

• Stale data Latency

• Why? Context

• Data access Visibility

Context

Visibility

Value

Latency

Context

Visibility

Value

Latency

Context

Visibility

Value

Latency

• “Data Consumers” enablement

• Application Integration

• EAI and Middleware

• Reporting and Dashboards

• Mixed Results

• Latency Improved, but

• Data Quality Context

• Integration Complexity

Visibility

• Synthesize data to information

• Collection

• Aggregation

• Normalization

• Assign Context for global

understanding

• Increase availability to ‘Consumers’

• Reduce latency

• Increase data transparency (visibility)

Data Authoring Focus Enable Data Consumption Data Information Knowledge

Page 5: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 5

Corporate Ecosystem Application Footprint Macro Semantic view

Schedule

Engineering Manufacturing

PPM

<Prog>

<BOM> ERP<Prod

Sched>

Warranty

Aftermarket

<Analysis>

In-Use

Data Lake

<Analytics>

PDM<BOM>

CAE

<MBD>

CAD

MPM

Quality

<Proc Plan>

<SPC>

MES

<ProcSims>

Metrology<PPAP>

Issue Mgt

Manuals

<Analysis>

<TSB>

Service

Field Support<Tkt>

Svc BOM

OperationalTelemetry

Monitoring<Alerts>

<As-Maintained>

<IOT>

BOM

DFx

PrototypTest Plans

Testing<ProcSims>

<PPAP>

Certification

Reqts

T & A

<cost>

Sup #1 Sup #2 Sup #3 Sup #4

Design Partners

Sup #1 Sup #2 Sup #3 Sup #4Sup #1 Sup #2 Sup #3 Sup #4

Service Partners

Sup #1 Sup #2 Sup #3 Sup #4

Manufacturing Suppliers

<BOM>

Page 6: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 6

Corporate Ecosystem application footprint Micro Semantic view

Engineering Manufacturing Aftermarket Product In-Use

BOM HUB

CAx HUB

ERP HUB

MOM HUB

Reliability HUB

Service HUB

DPHM HUB

IOT HUB

Program/Product

Processes

Math/Physics

ModellingProcess Planning

Quality/Costs

Production Planning

Logistics

Repair Support

Service Logistics

Design/Build

Quality/Costs

Product Telemetry

Product Monitoring

(1) (3) (5) (7)

(2) (4) (6) (8)

Text

Trans-

actional

Multi-

user

Single

user

Inter-

active

3D

Design Partners

Diagnostic & Predictive

Health Monitoring &

Maintenance

Page 7: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 7

Corporate Ecosystem application footprint Micro Semantic view

Text

Trans-

actional

Multi-

user

Single

user

Inter-

active

3D

Engineering Manufacturing Aftermarket Product In-Use

(1) (3) (5) (7)

(2) (4) (6) (8)

Program/Product

Processes

Production Planning

Logistics

Design/Build

Quality/Costs

Product Health Monitoring

Predictive Maintenance

Math/Physics

Modelling

Process Planning

Quality/Costs

Repair Support

Service LogisticsProduct Telemetry

Product Monitoring

Design Partners

BOM HUB

CAx HUB

ERP HUB

MOM HUB

Reliability HUB

Service HUB

DPHM HUB

IOT HUB

Page 8: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 8

Corporate Ecosystem Silos

Text

Trans-

actional

Multi-

user

Single

user

Inter-

active

3D

Engineering Manufacturing Aftermarket Product In-Use

BOM HUB

CAx HUB

ERP HUB

MOM HUB

Reliability HUB

Service HUB

DPHM HUB

IOT HUB

(1) (3) (5) (7)

(2) (4) (6) (8)

Program/Product

Processes

Production Planning

Logistics

Design/Build

Quality/Costs

Product Health Monitoring

Predictive Maintenance

Math/Physics

Modelling

Process Planning

Quality/Costs

Repair Support

Service Logistics

Product Telemetry

Product Monitoring

Design Partners

Page 9: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 9

Corporate Ecosystem Silos Within Silos

Text

Trans-

actional

Multi-

user

Single

user

Inter-

active

3D

Engineering Manufacturing Aftermarket Product In-Use

BOM HUB

CAx HUB

ERP HUB

MOM HUB

Reliability HUB

Service HUB

DPHM HUB

IOT HUB

(1) (3) (5) (7)

(2) (4) (6) (8)

Program/Product

Processes

Production Planning

Logistics

Design/Build

Quality/Costs

Product Health Monitoring

Predictive Maintenance

Math/Physics

Modelling

Process Planning

Quality/Costs

Repair Support

Service Logistics

Product Telemetry

Product Monitoring

Design Partners

Page 10: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 10

Corporate Ecosystem “The Engineer’s Sweet Spot!”

Text

Trans-

actional

Multi-

user

Single

user

Inter-

active

3D

Engineering Manufacturing Aftermarket Product In-Use

BOM HUB

CAx HUB

ERP HUB

MOM HUB

Reliability HUB

Service HUB

DPHM HUB

IOT HUB

(1) (3) (5) (7)

(2) (4) (6) (8)

Program/Product

Processes

Production Planning

Logistics

Design/Build

Quality/Costs

Product Health Monitoring

Predictive Maintenance

Math/Physics

Modelling

Process Planning

Quality/Costs

Repair Support

Service Logistics

Product Telemetry

Product Monitoring

Design Partners

Page 11: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 11

Product Development Manufacturing Service & After Sales

Features Reqts BoM SourcingPrototypes Testing PlantLogistics

Mfg Processes(MES/QA)

Services& Warranty

Design DMU Bill-of-Design ComplianceChgMgt Issues Plant LayoutBoP(rocess) Work Instructions

Program Mgt Backbone

Product Design Backbone

PerformanceAttributes

Meshing 3D Simulation 3D Simulation

FunctionalModeling 0D Simulation 1D Simulation 2D Simulation

PerformanceAttributes

LogicalModelingR

FL

P

High Semantics = Low Formalization

Page 12: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 12

Enabling the Model Based Enterprise Digital Thread

Digital Twin Digital TwinDigital Twin

High

FidelityLow

Fidelity

Digital Thread Platform

ProcessFunction Logical PhysicalRequirements

Req

Req

Req

PartFunc

Func

Func

Logical

Logical Part

Resource

Process

Resource

ResourceProcess

Schedule Routings Execution

Schedule

Schedule

Routing

Routing

Execution

Execution

Execution ProductProductProduct

(Performance, Safety & Reliability)

V&V

Performance Safety Reliability

Platform Services

EDGE Services

Analytics EngineData Aggregation Cyber Security

Engineering Supply Chain Mfg. Supply Chain Dealer/Service Network

Data Acquisition

Customer Network

Engineering Manufacturing Service & After Sales Experience

Requirements BOM

PDM

CAD CAE

ERP

Sourcing Quality

Process Planning MES

Scheduling

Warranty Service

Compliance

DMS

As-designed

EventsAs-built

Events

As-serviced

EventsAs-experienced

Events

Physical Twin

Page 13: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 13

Enabling the Model Based Enterprise Digital Thread

Digital Twin Digital TwinDigital Twin

High

FidelityLow

Fidelity

Digital Thread Platform

ProcessFunction Logical PhysicalRequirements

Req

Req

Req

PartFunc

Func

Func

Logical

Logical Part

Resource

Process

Resource

ResourceProcess

Schedule Routings Execution

Schedule

Schedule

Routing

Routing

Execution

Execution

Execution ProductProductProduct

(Performance, Safety & Reliability)

V&V

Performance Safety Reliability

Platform Services

EDGE Services

Analytics EngineData Aggregation Cyber Security

Engineering Supply Chain Mfg. Supply Chain Dealer/Service Network

Data Acquisition

Customer Network

Engineering Manufacturing Service & After Sales Experience

Requirements BOM

PDM

CAD CAE

ERP

Sourcing Quality

Process Planning MES

Scheduling

Warranty Service

Compliance

DMS

As-designed

EventsAs-built

Events

As-serviced

EventsAs-experienced

Events

Physical Twin

• Breaking Down the Brick Walls between Domains

• But What About the Supply Chain?

Page 14: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 14

Supply Chain Growth… and Effects

1900 2000

• 100% Collaboration• 0% Latency (min’s)• 100% In-Context

• << 100% Collaboration• >> 0% Latency (Days/Wks)• << 100% In-Context

• <<<< 100% Collaboration• >>>> 0% Latency (Months)• <<<< 100% In-Context

• < 100% Collaboration• > 0% Latency (hours)• < 100% In-Context

Page 15: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 15

A

B

C

D

E

A

B

C

D

E

A

B

C

D E A

B

C

D E

List Tree Directed Acyclic Graph Generic Graph

Application Networks

A B C D E

A

B

C

D

E

A B C D E

A

B X

C X

D X

E X

A B C D E

A

B X

C X

D X X

E X

A B C D E

A

B X X

C X X

D X X

E X

Dependency Matrices

Simple Complex

• Cyclic dependencies in the Supply Chain introduce complexity.

• Increasing complexity increases impact (spread, risk, unpredictability and cost).

Supply Chain Relationship Models

Page 16: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 16

• Supply Chain is analyzed for

dependencies and modularity

• Dependency Matrices defined

• Sensitivity Cluster Map built

Supply Chain Dependency Matrix

Dependency Matrix(Normalized)Supplier Clusters

Supply Chain Modeling

Page 17: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 17

System Dynamics Modeling for Supply Chain

• Supply Chain Models are difficult

• “moving target”

• Immature capabilities

• Requires Partnership Relationship

• Requires Transparency & Visibility

Page 18: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 18

The Way Forward…

Page 19: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 19

Enabling the Model Based Enterprise requires Building Digital Thread

Engineering Manufacturing Service & After Sales

Digital Twin Digital TwinDigital Twin

Experience

REQ BOM

PLM

CAD CAE

Sourcing Quality

Process Planning LogisticsMOM

Warranty Service

Compliance

High

FidelityLow

Fidelity

DMS

As-designed

EventsAs-built

Events

As-serviced

EventsAs-experienced

Events

Digital Thread Platform

ProcessFunction Logical PhysicalRequirements

Req

Req

Req

PartFunc

Func

Func

Logical

Logical Part

Resource

Process

Resource

ResourceProcess

Schedule Routings Execution

Schedule

Schedule

Routing

Routing

Execution

Execution

Execution ProductProductProduct

(Performance, Safety & Reliability)

V&V

Performance Safety Reliability

Platform Services

EDGE Services

Analytics EngineData Aggregation Cyber Security

Engineering Supply Chain

(DFx) Mfg. Supply Chain (QA) Dealer/Service Network

Data Acquisition

Physical Twin

Customer Network

MBSE

ERP

Page 20: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 20

Enabling the Model Based Enterprise requires Platform Services

Engineering Manufacturing Service & After Sales

Digital Twin Digital TwinDigital Twin

Experience

Requirements BOM

PDM

CAD CAE

ERP

Sourcing Quality

Process Planning MES

Scheduling

Warranty Service

Compliance

High

FidelityLow

Fidelity

DMS

As-designed

EventsAs-built

Events

As-serviced

EventsAs-experienced

Events

Digital Thread Platform

ProcessFunction Logical PhysicalRequirements

Req

Req

Req

PartFunc

Func

Func

Logical

Logical Part

Resource

Process

Resource

ResourceProcess

Schedule Routings Execution

Schedule

Schedule

Routing

Routing

Execution

Execution

Execution ProductProductProduct

(Performance, Safety & Reliability)

V&V

Performance Safety Reliability

Platform Services

EDGE Services

Analytics EngineData Aggregation Cyber Security

Engineering Supply Chain

(DFx)Mfg. Supply Chain (QA) Dealer/Service Network

Data Acquisition

Physical Twin

Customer Network

Page 21: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 21

Enabling the Model Based Enterprise requires EDGE Services

Engineering Manufacturing Service & After Sales

Digital Twin Digital TwinDigital Twin

Experience

Requirements BOM

PDM

CAD CAE

ERP

Sourcing Quality

Process Planning MES

Scheduling

Warranty Service

Compliance

High

FidelityLow

Fidelity

DMS

As-designed

EventsAs-built

Events

As-serviced

EventsAs-experienced

Events

Digital Thread Platform

ProcessFunction Logical PhysicalRequirements

Req

Req

Req

PartFunc

Func

Func

Logical

Logical Part

Resource

Process

Resource

ResourceProcess

Schedule Routings Execution

Schedule

Schedule

Routing

Routing

Execution

Execution

Execution ProductProductProduct

(Performance, Safety & Reliability)

V&V

Performance Safety Reliability

Platform Services

EDGE Services

Analytics EngineData Aggregation Cyber Security

Engineering Supply Chain Mfg. Supply Chain Dealer/Service Network

Data Acquisition

Physical Twin

Customer Network

Page 22: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 22

Enabling the Model Based Enterprise requires EDGE Services

Page 23: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 23

Managed Visibility From Supplier Chain via Cloud Based Data, Process, & Logistics Sharing

IIOT Data

Persistence

Engineering

Design Partners

Manufacturing

Suppliers

Page 24: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 24

IIOT Data

Persistence

Manufacturing

Suppliers

Managed Visibility From Supplier Chain via Cloud Based Data, Process, & Logistics Sharing

Page 25: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 25

What can be done today…. example

IoT

Page 26: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 26

Digital Thread Consumption……..

Operations

Big Data

Big Data

Trends/Patterns

Rules/Stds

Explanatory Models

• Enabling prescriptive analysis

Predictive Models

• Statistical Methodologies

• Sparse data sets

• Massive variability/correlationsContext

RCA

1000 5000 7500 10000 15000Eng Hrs:

Flt#: 63 132 218 2443 236

Tail

# Tail

# Tail

#

Page 27: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 27

Delivery Date Prediction using Historical Data

Customers would like to see how Analytics / Machine Learning technologies can be used on Supplier’s historical data (Completed Work

Orders) to predict Finish Date for a Planned / WIP Work Order. This would help in better planning of risk mitigation & improve customer

satisfaction.

OEM Sourcing

Data

Data Acquisition

from Supplier

HCL Predictive

Engine

Predicted Delivery

Date

Page 28: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 28

• Today’s Solutions to Stabilize the Supply Chain….

Analyze Supplier History

• Delivery Transactions

• Delivery Timing & Quality

If Good keep the Supplier

If Bad keep the Supplier

“trust, but Verify!”

Link Suppliers to Digital Thread

Build Visibility Portals & Links

Provide a Win-Win Partnership

Page 29: Extending the Digital Thread/Twin to the Supply · 2018-09-18 · Global Product Data Interoperability Summit | 2018 BOEING is a trademark of Boeing Management Company Copyright ©

Global Product Data Interoperability Summit | 2018

BOEING is a trademark of Boeing Management Company

Copyright © 2018 Boeing. All rights reserved.

Copyright © 2018 Northrop Grumman Corporation. All rights reserved.

GPDIS_2018.ppt | 29

Thank You……