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Neo4j, Inc. All rights reserved 2021
Neo4j, Inc. All rights reserved 2021
1
Digital Twin for the Win!
Dr. Jim Webber
Chief Scientist, Neo4j
Neo4j, Inc. All rights reserved 2021
Introduction
• Definition
• Origins
• Current State of the Art
• Implementation Quagmire
• Knowledge graphs for digital twin
Neo4j, Inc. All rights reserved 2021
Definition
“A digital twin is a virtual representation that serves as the real-time digital
counterpart of a physical object or process.”
“Product drawings and engineering specifications progressed from
handmade drafting to computer aided drafting/computer aided design to
model-based systems engineering.”
-- Wikipedia
Neo4j, Inc. All rights reserved 2021
Origins
• Term ‘Digital Twin’ coined by
Grieves (Michigan) in 2002,
popularized by Vickers (NASA)
2010
• But owes much to the decades of
modelling work in computer
science
• Modelling and HPC especially
Neo4j, Inc. All rights reserved 2021
5
State of the Art
• Since 2010 we’ve seen Digital Twin crop
up again and again
◦ Large, complex software systems
◦ Power generation
◦ Transportation
◦ Pandemic response!
• But the state of the art is not great
◦ NASA is going to Mars two years early!
◦ But most folks struggle with
implementation complexity
Neo4j, Inc. All rights reserved 2021
6
Implementation Quagmire
• HPC or relational databases were fine
for old school digital twin
• Jet turbines are complicated, but can be
held in a single CAD model
• We rapidly hit a wall trying to scale it up
for other use-cases
Neo4j, Inc. All rights reserved 2021
7
Knowledge Graphs for Digital Twin
• Graphs are a data structure
well suited to mastering the
complexity of intricate, highly
connected domains
• They can also be processed
(computed, stored, queried)
efficiently on modern
hardware
Neo4j, Inc. All rights reserved 2021
8
Example: MacGyver
• Digital twin is a knowledge
graph
◦ Servers, switches, containers,
racks, storage, etc
• Kept up to date by listening to
the network, monitoring
application and system metrics.
◦ Real time view of the world
• Also provides the ability to
reason about intentional
changes to parts of the system
– look out for ripple effects that
are not expected!
Neo4j, Inc. All rights reserved 2021
9
Vertical Opportunities
• Asset tracking
• Building/engineering maintenance
• Real-time transport/cargo tracking
• Operations management
• Financial flows/compliance
• And many more…
McKinsey suggests
that by 2025 the
total potential
economic impact of
IoT technology will
be growing from
$3.9 trillion to $11.1
trillion a year.
Where does the
data go?
$11T
Neo4j, Inc. All rights reserved 2021
Neo4j, Inc. All rights reserved 2021
10
Thank you
Dr. Jim Webber
Chief Scientist, Neo4j

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Transforming Innovation: Digital Twin for the Win!

  • 1. Neo4j, Inc. All rights reserved 2021 Neo4j, Inc. All rights reserved 2021 1 Digital Twin for the Win! Dr. Jim Webber Chief Scientist, Neo4j
  • 2. Neo4j, Inc. All rights reserved 2021 Introduction • Definition • Origins • Current State of the Art • Implementation Quagmire • Knowledge graphs for digital twin
  • 3. Neo4j, Inc. All rights reserved 2021 Definition “A digital twin is a virtual representation that serves as the real-time digital counterpart of a physical object or process.” “Product drawings and engineering specifications progressed from handmade drafting to computer aided drafting/computer aided design to model-based systems engineering.” -- Wikipedia
  • 4. Neo4j, Inc. All rights reserved 2021 Origins • Term ‘Digital Twin’ coined by Grieves (Michigan) in 2002, popularized by Vickers (NASA) 2010 • But owes much to the decades of modelling work in computer science • Modelling and HPC especially
  • 5. Neo4j, Inc. All rights reserved 2021 5 State of the Art • Since 2010 we’ve seen Digital Twin crop up again and again ◦ Large, complex software systems ◦ Power generation ◦ Transportation ◦ Pandemic response! • But the state of the art is not great ◦ NASA is going to Mars two years early! ◦ But most folks struggle with implementation complexity
  • 6. Neo4j, Inc. All rights reserved 2021 6 Implementation Quagmire • HPC or relational databases were fine for old school digital twin • Jet turbines are complicated, but can be held in a single CAD model • We rapidly hit a wall trying to scale it up for other use-cases
  • 7. Neo4j, Inc. All rights reserved 2021 7 Knowledge Graphs for Digital Twin • Graphs are a data structure well suited to mastering the complexity of intricate, highly connected domains • They can also be processed (computed, stored, queried) efficiently on modern hardware
  • 8. Neo4j, Inc. All rights reserved 2021 8 Example: MacGyver • Digital twin is a knowledge graph ◦ Servers, switches, containers, racks, storage, etc • Kept up to date by listening to the network, monitoring application and system metrics. ◦ Real time view of the world • Also provides the ability to reason about intentional changes to parts of the system – look out for ripple effects that are not expected!
  • 9. Neo4j, Inc. All rights reserved 2021 9 Vertical Opportunities • Asset tracking • Building/engineering maintenance • Real-time transport/cargo tracking • Operations management • Financial flows/compliance • And many more… McKinsey suggests that by 2025 the total potential economic impact of IoT technology will be growing from $3.9 trillion to $11.1 trillion a year. Where does the data go? $11T
  • 10. Neo4j, Inc. All rights reserved 2021 Neo4j, Inc. All rights reserved 2021 10 Thank you Dr. Jim Webber Chief Scientist, Neo4j