Automating Feature Enrichment
&
Station Creation in Natural Gas
Utility Networks
TRC Companies
The Peak of Data
and AI 2025
2025
The
Peak
of
Data
and
AI
Freddy
Neal
Sr Data Architect
TRC
2025
The
Peak
of
Data
and
AI
TRC Companies & Intelligent
Grid Solutions
2025
The
Peak
of
Data
and
AI
M&R Data in GIS
Meter and regulating is one of the
more under-represented types of data
in a GIS.
2025
The
Peak
of
Data
and
AI
Challenges Modelling M&R
• Lack of coordinate information.
• Lots of assets concentrated in a small area.
• Hard to determine sequential schematic information from
flat tables.
2025
The
Peak
of
Data
and
AI
Project Objectives
● Enrich existing GIS features with EAM asset data.
● Create net-new GIS features for assets without spatial representation.
● Create schematic-style features for simple stations.
● Integrate into Utility Network via associations.
2025
The
Peak
of
Data
and
AI
GIS Data Enhancement
Schema Map to UPDM
Join to GIS Features
?
Update GIS Data
Connect & Read EAM
Assets
2025
The
Peak
of
Data
and
AI
New GIS Features
Read in EAM & GIS
Features
“Borrow” GIS Location
Based on Common Key
Write Net-new GIS Assets
to EGDB
2025
The
Peak
of
Data
and
AI
Create Vectors
w/ Offsetter & LineBuilder
Create Schematic Station
Offset from Line
w/ Offsetter
Slice Vectors & Create
Points
w/ Snipper
2025
The
Peak
of
Data
and
AI
Station Palcement
Avoid Intersecting with Pipelines
● Created Bounding Box
● Orient Station with Line Segment
● Employed Custom Transformer
2025
The
Peak
of
Data
and
AI
Tying it Back to the Network
Connectivity & Containment Associations
● Snip Mains
● Drop Junction Features
● Associate Between Junctions
● Output to Association Schema
2025
The
Peak
of
Data
and
AI
Results
● Created > 50k new assets from EAM data with no prior spatial counterpart.
● Enriched existing GIS features with detailed EAM data.
● Created and placed schematic stations in automated fashion.
● Generated connectivity & containment associations for networks.
2025
The
Peak
of
Data
and
AI
Reflections
● Identifying and Creating logical direction is critical.
● Additional strategy to get location for non-joined data.
● Complicated stations are a great challenge.
2025
The
Peak
of
Data
and
AI
ThankYou
Fredrick Neal
TRC
fneal@trccompanies.com

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