SlideShare a Scribd company logo
Digital Transformation with Graphs,
Ontology, and ML Ops at Northrop
Grumman
7 December 2022
Data Scientist
Zachary Tretter
1
Steven Scott
Cognitive Software Engineer
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
• Data Challenges for Digital Transformation
• Methodology – Ontology Driven Design
• Applications of Ontology Driven Design
Outline
2 Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
About Northrop Grumman
3 Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
Data Problems
Siloed
Dirty
Incomplete
Rigid
Obscure
Difficult to Understand
4
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
5 Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
6
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
Drowning in data
but starving for knowledge
7
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
8
Disparate Data + SME Knowledge Model = Context-Rich Knowledge Graph
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
Ontology-Driven Design
9
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
“Software should be governed by
knowledge, not by code”
- The ODD Design Philosophy
10
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
11
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
• Identify what things exist
• Identify relationships between
those things
• Disambiguate between
conflated terms
• Map Data Sources to Graph
Structures to Questions
How to Build an Ontology
purchases
actor actor
relationship
axiom
User shoes
User purchases shoes
“Our users generally
purchase shoes from us
every 11 months”
12
13
Thou Shalt
A…
Thou Shalt
B…
Thou Shalt
C…
Thou Shalt
D…
Thou Shalt
E…
IMPERATIVE
DECLARATIVE
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
14
Thou Shalt
A…
Thou Shalt
B…
Thou Shalt
C…
Thou Shalt
D…
Thou Shalt
E…
IMPERATIVE
DECLARATIVE
ASYMMETRIC
MAPPING
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
15
CODE
F
C
B
E
D
A
ONTOLOGY
DECLARATIVE IMPERATIVE
SYMMETRICAL
MAPPING!
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
16
F
C
B
E
D
A
IMPERATIVE
DECLARATIVE
SYMMETRICAL
MAPPING!
Thou Shalt
A…
Thou Shalt
B…
Thou Shalt
C…
Thou Shalt
D…
Thou Shalt
E…
Requirements Ontology
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
17
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
ure dolor in reprehenderit
101010010101010
y”},{obj:”property”},{obj:”property”},{obj:”property”},{obj:”property”}, {obj:”property”},{obj:”property”},{obj:”property”},{obj:”property”},{obj:”property”},{obj:
18
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
19 Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
20
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
21
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
22
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
23
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
24
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
25
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
26
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
Build Knowledge Models
27
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
Build Knowledge Models
28 Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
Derive Mapping Pipelines
29
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
Derive Mapping Pipelines
30 Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
Analyze Smart Data
31
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
Our Graph and
Ontology-Driven Design
Projects
32 Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
Digital Twins
33
Compilation of Sensor
Driven observations
informing current state
The ideal design created
by engineers and
planners prior to
realization
Ideal State
Twins
Actual State
Twins
Projected future state
based on analytics
Potential State
Twins
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
Digital Twinning
• Buildings, rooms,
equipment,
employees
• View seating,
conference room use
• Planning changes
34
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
Fleet Management
Maintenance
Data
Sensor
Data
System
Understanding
Reliability
Sustainability
Supply Chain
Supportability
Optimized Solution
Budget
Desired
Availability
Manpower
Constraints
Customer Driven
Cascading Predictive Analysis
35
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
Master Data Management
36
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
Master Data Management
37
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
Discourse Graphs
38
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
Questions?
39 Approved for Public Release: NG22-2209 © 2022, Northrop Grumman
40
Approved for Public Release: NG22-2209 © 2022, Northrop Grumman

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