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1 of 17
Build a Car with Graphs
G R A P H D A T A M A N A G E M E N T
A P P L I E D T O P R O D U C T D E V E L O P M E N T
ISSUE DATE TO CHANGE THIS, USE “INSERT” RIBBON AND “HEADER/FOOTER” BUTTON. REMEMBER TITLE, ISSUER ( NAME &
CDS-ID), ISSUE AND SECURITYCLASS.
2
The challenges of complex product development
ISSUE DATE TO CHANGE THIS, USE “INSERT” RIBBON AND “HEADER/FOOTER” BUTTON. REMEMBER TITLE, ISSUER ( NAME & CDS-ID), ISSUE AND SECURITYCLASS.
Complex Product?
100
200
400
2000
10.000
30.000
1.000.000
Today
5
Product evolution
after original sale
... Unknowns
Multiple brands
multiple segments
System of systems Crowd sourced data Machine learning
Personalization
Third party access
Autonomy
AutonomyElectrification
Electrification
Connectivity
Connectivity
Sharing
Sharing
Decreasing time to market
On the horizon
Always more data
Always more Silos
ISSUE DATE TO CHANGE THIS, USE “INSERT” RIBBON AND “HEADER/FOOTER” BUTTON. REMEMBER TITLE, ISSUER ( NAME &
CDS-ID), ISSUE AND SECURITYCLASS.
7
Highly integrated
Complex
ISSUE DATE TO CHANGE THIS, USE “INSERT” RIBBON AND “HEADER/FOOTER” BUTTON. REMEMBER TITLE, ISSUER ( NAME &
CDS-ID), ISSUE AND SECURITYCLASS.
8
How will graphs help?
Interface
Reveal Dependencies
Knowledge Mining
Modelling Platform
Analytics
Knowledge
Graph
Enhanced
Knowledge Graph
ML
ML to enhance Knowledge Graph Knowledge Graph to train ML neural network
Graph ML
AI & Knowledge Graphs
Volvo Cars Graph Intelligence Platform
Knowledge Graph
Graph Connector
Application Connector
User Management
Data Visualization
Data Manipulation
DataAnalysis&AI
...
UNIFY
UNIFY
ISSUE DATE TO CHANGE THIS, USE “INSERT” RIBBON AND “HEADER/FOOTER” BUTTON. REMEMBER TITLE, ISSUER ( NAME &
CDS-ID), ISSUE AND SECURITYCLASS.
12
System Engineering
@ Volvo Cars with Graphs
Functional Disposition
”Every system component is
connected to the customer
needs instead of mere
engineering performance
cursors”
Connecting Systems Engineering and Human Factors through MBSE
Nilsson, Robert - Volvo Cars Corporation
Bligård, Lars-Ola - Chalmers University of Technology
On-board Off-board
Temperature
Management
Air flow
Management
Climate
Comfort
Context
Customer
Function
Product
Function
NEEDS
to affect air flow
ISSUE DATE 14TO CHANGE THIS, USE “INSERT” RIBBON AND “HEADER/FOOTER” BUTTON. REMEMBER TITLE, ISSUER ( NAME & CDS-ID), ISSUE AND SECURITYCLASS.
•Function Owners
The work sociogram
•System Design Analysts
DSM analytics
•Project Leaders
Support to project planning
The Demo – Use-Cases
DSM = adjacency matrix in graph theory
System design analysis & project planning
Analytics:
• Feedbacks
• Clusters
• Sequencing
DSM (Design Structure Matrix) Analytics
Original relation matrix Triangular – Feedbacks
Sequence
2 relations involved in loops
Block-diagonal - Clusters
1
2
3
3 decoupled subsystems
ISSUE DATE 17TO CHANGE THIS, USE “INSERT” RIBBON AND “HEADER/FOOTER” BUTTON. REMEMBER TITLE, ISSUER ( NAME & CDS-ID), ISSUE AND SECURITYCLASS.
Thank You!

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Build a car with Graphs, Fabien Batejat, Volvo Cars

  • 1. Build a Car with Graphs G R A P H D A T A M A N A G E M E N T A P P L I E D T O P R O D U C T D E V E L O P M E N T
  • 2. ISSUE DATE TO CHANGE THIS, USE “INSERT” RIBBON AND “HEADER/FOOTER” BUTTON. REMEMBER TITLE, ISSUER ( NAME & CDS-ID), ISSUE AND SECURITYCLASS. 2 The challenges of complex product development
  • 3. ISSUE DATE TO CHANGE THIS, USE “INSERT” RIBBON AND “HEADER/FOOTER” BUTTON. REMEMBER TITLE, ISSUER ( NAME & CDS-ID), ISSUE AND SECURITYCLASS. Complex Product? 100 200 400 2000 10.000 30.000 1.000.000
  • 5. 5 Product evolution after original sale ... Unknowns Multiple brands multiple segments System of systems Crowd sourced data Machine learning Personalization Third party access Autonomy AutonomyElectrification Electrification Connectivity Connectivity Sharing Sharing Decreasing time to market On the horizon
  • 7. ISSUE DATE TO CHANGE THIS, USE “INSERT” RIBBON AND “HEADER/FOOTER” BUTTON. REMEMBER TITLE, ISSUER ( NAME & CDS-ID), ISSUE AND SECURITYCLASS. 7 Highly integrated Complex
  • 8. ISSUE DATE TO CHANGE THIS, USE “INSERT” RIBBON AND “HEADER/FOOTER” BUTTON. REMEMBER TITLE, ISSUER ( NAME & CDS-ID), ISSUE AND SECURITYCLASS. 8 How will graphs help?
  • 10. Knowledge Graph Enhanced Knowledge Graph ML ML to enhance Knowledge Graph Knowledge Graph to train ML neural network Graph ML AI & Knowledge Graphs
  • 11. Volvo Cars Graph Intelligence Platform Knowledge Graph Graph Connector Application Connector User Management Data Visualization Data Manipulation DataAnalysis&AI ... UNIFY UNIFY
  • 12. ISSUE DATE TO CHANGE THIS, USE “INSERT” RIBBON AND “HEADER/FOOTER” BUTTON. REMEMBER TITLE, ISSUER ( NAME & CDS-ID), ISSUE AND SECURITYCLASS. 12 System Engineering @ Volvo Cars with Graphs
  • 13. Functional Disposition ”Every system component is connected to the customer needs instead of mere engineering performance cursors” Connecting Systems Engineering and Human Factors through MBSE Nilsson, Robert - Volvo Cars Corporation Bligård, Lars-Ola - Chalmers University of Technology On-board Off-board Temperature Management Air flow Management Climate Comfort Context Customer Function Product Function NEEDS to affect air flow
  • 14. ISSUE DATE 14TO CHANGE THIS, USE “INSERT” RIBBON AND “HEADER/FOOTER” BUTTON. REMEMBER TITLE, ISSUER ( NAME & CDS-ID), ISSUE AND SECURITYCLASS.
  • 15. •Function Owners The work sociogram •System Design Analysts DSM analytics •Project Leaders Support to project planning The Demo – Use-Cases
  • 16. DSM = adjacency matrix in graph theory System design analysis & project planning Analytics: • Feedbacks • Clusters • Sequencing DSM (Design Structure Matrix) Analytics Original relation matrix Triangular – Feedbacks Sequence 2 relations involved in loops Block-diagonal - Clusters 1 2 3 3 decoupled subsystems
  • 17. ISSUE DATE 17TO CHANGE THIS, USE “INSERT” RIBBON AND “HEADER/FOOTER” BUTTON. REMEMBER TITLE, ISSUER ( NAME & CDS-ID), ISSUE AND SECURITYCLASS. Thank You!