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Neo4j | Graph Summit 2023
Better Data, Smarter Insights
Neanex believes data driven asset insight today,
enables the sustainable built environment of
tomorrow.
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2021c
Neanex | Information Mgt services
3
Information Model
data
structure
Process & Workflow
Process & Workflow
Software Product Project Services
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2021c
Neanex | Team
4
❏ 20 FTE today –( & hiring!!!! )-
❏ Civil & Business Engineers
❏ Software developers
❏ BIM specialists
❏ Phd & Data Evangelists
❏ Mix of young & experience
❏ Crazy and driven
❏ International Team
BAD MAINTENANCE
NO SPEED in TRANSITION
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
Industry is scattered & struggling
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
1 Gartner defines Dark Data as the information assets organizations collect, process and
store during regular business activities, but generally fail to use for other purposes (for
example, analytics, business relationships and direct monetizing)
Data
Volume
insight
gap
Time
Analyzed data
Dark data1
Data debt & Dark data
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
Risks of scattered information
30%
Search
50%
Lost data
90%
locked in to
legacy systems
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
The only digital twin that
connects, enhances & structures
out of the box
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
USP - What makes us unique?
faster
full data quality
future proof your
information
no dependency
no vendor lock in
data is yours
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
It’s only 3 clicks away
Trusted source
of information
It’s all connected What you want
is only 3 clicks away
Non destructive to your
existing tools
Working with
OPEN standards
3 clicks
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
Fundamend enables insight availability along the journey
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
Combine, enrich, handover
without disrupting your way of working
Fundamend
in practice
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
As-built
Tennet | Data Delivery & Quality
As-designed
DATA
CONTRACTOR
COMMUNICATION
Design review
Data Quality
Project Engineer
Contract manager
Contract Compliance
MODEL
CLIENT
OPERATOR
Information manager
(Object Type)
Library
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
Object Type
Library
Contract & BIM
1
2
3
Ringroad Antwerp | Federated data
Data quality
Contract compliance
Coherence & Insights
Project Engineer
Design manager
Information manager
As-designed
As-built
Product Library
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
As-designed
Ringroad Antwerp | Federated data
As-built
BIM model
1
BIM model
2
BIM model
x60
Coord.
Model
Neanex Portal
BI
x1
digital
calculation
PoM
(Principle of
Measurement)
Project team
Passports
QTO
..
Cost Engineer
ESG Engineer
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
Digital Twins | Dynamic data integration
As-maintained
f.i. AUG.E CLIENT
Coherence & Insights
Digital Twin Services
Asset Mgr & Operator
Digital Twin Manager
Closer to the HOW
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
Neanex vision | Data driven insights for a sustainable built environment
2
● Massive amount of data
● Scattered data
● Unstructured data
● Different data sources
● W3C ontology network
● Object based
○ Alphanumeric data
○ Geometric data
● Open API (json-LD)
END
MEANS
BEGINNING
● Data in context < 3 clicks
● Control & insight
○ Data quality
○ Secure data
● Efficient data transactions
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
Challenge 1 | Massive data sets
A large scale Infrastructure project has
● up to 500.000 Objects
● up to 5.000.000 nodes
● up to 35.000.000 relationships
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
Challenge 2 | Highly interrelated datasets
● Object (e.g. Administration Room) has only
meaning with his relation/context to other objects.
● Dataset can grow quickly
● Need to stay performant
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
Challenge 3 | Unstructured data from different data sources
IFC <> native file format
Best of breed <> one-size-fits-all
Parametric modeling
Compliant project
Digital deliveries
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
Using Neo4J as key part of an integration
The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023
● Property Graph with semantic relations
● Performant for highly interrelated data (many relations)
● Scales well for massive data sets
● Large community
Lessons learned
● Take control of your cypher queries
● Profile your queries to get better understanding of what happens
● Page cache Neo4j: prevent in-and-out swapping
● Use of APOC functions (e.g. apoc.periodic.iterate) for batching
● Use your types (labels) and direction of your relations (possibly reduces lookup)
● Prevent traversing supernodes
Neo4j | a natural choice
Contact
Peter Imbrechts & Thomas Van Driessche
CTO Tech Lead
peter.imbrechts@neanex.com
BELGIUM
Klokstraat 12,2600 Antwerpen
+32 3 286 46 37
+32 475 21 31 44

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How the Neanex digital twin solution delivers on both speed and scale to the construction industry

  • 1. Neo4j | Graph Summit 2023 Better Data, Smarter Insights
  • 2. Neanex believes data driven asset insight today, enables the sustainable built environment of tomorrow.
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  • 23. The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023 Neanex vision | Data driven insights for a sustainable built environment 2 ● Massive amount of data ● Scattered data ● Unstructured data ● Different data sources ● W3C ontology network ● Object based ○ Alphanumeric data ○ Geometric data ● Open API (json-LD) END MEANS BEGINNING ● Data in context < 3 clicks ● Control & insight ○ Data quality ○ Secure data ● Efficient data transactions
  • 24. The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023 Challenge 1 | Massive data sets A large scale Infrastructure project has ● up to 500.000 Objects ● up to 5.000.000 nodes ● up to 35.000.000 relationships
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  • 27. The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023 The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023 Using Neo4J as key part of an integration
  • 28. The content of this document (or parts) may not be duplicated or made available to third parties without explicit approval of Neanex Technologies NV Antwerp ©2023 ● Property Graph with semantic relations ● Performant for highly interrelated data (many relations) ● Scales well for massive data sets ● Large community Lessons learned ● Take control of your cypher queries ● Profile your queries to get better understanding of what happens ● Page cache Neo4j: prevent in-and-out swapping ● Use of APOC functions (e.g. apoc.periodic.iterate) for batching ● Use your types (labels) and direction of your relations (possibly reduces lookup) ● Prevent traversing supernodes Neo4j | a natural choice
  • 29. Contact Peter Imbrechts & Thomas Van Driessche CTO Tech Lead peter.imbrechts@neanex.com BELGIUM Klokstraat 12,2600 Antwerpen +32 3 286 46 37 +32 475 21 31 44