SlideShare a Scribd company logo
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

More Related Content

Similar to Automating Feature Enrichment and Station Creation in Natural Gas Utility Networks (20)

PDF
Introduction of super map gis 10i bitcc technology jayson
GeoMedeelel
 
PDF
National Fuels Treatments Initiative: Building a Seamless Map of Hazardous Fu...
Safe Software
 
PPTX
Graphs & GraphRAG - Essential Ingredients for GenAI
Neo4j
 
PPTX
도시 인프라 공간정보 데이터 커넥션-통합 기술 표준화를 위한 ISO TC211 19166 개발 이야기
Tae wook kang
 
PDF
Managing City of Cockburn's Cloud Migration and ESRI Field Operations with FME
Safe Software
 
PPTX
Using Connected Data and Graph Technology to Enhance Machine Learning and Art...
Neo4j
 
PPTX
Optimizing Your Supply Chain with Neo4j
Neo4j
 
PDF
Automated Migration of ESRI Geodatabases Using XML Control Files and FME
Safe Software
 
PDF
Journal_on_LiDAR_Scan_to_BIM_Services.pdf
scantobim09
 
PDF
Journal_on_LiDAR_Scan_to_BIM_Services.pdf
scantobim09
 
PDF
My Journey from CAD to BIM: A True Underdog Story
Safe Software
 
PDF
Integration of BIM and GIS: From Ideal to Reality
SANGHEE SHIN
 
PDF
Integrating Web and Business Data
Safe Software
 
PDF
Government GraphSummit: Optimizing the Supply Chain
Neo4j
 
PDF
Tackling Memory Challenges in FME When Working with Large OpenStreetMap Datasets
Safe Software
 
PPT
Building Information modeling.ppt
Luis Soza
 
PDF
DataScienceLab2017_Data Sciences и Big Data в Телекоме_Александр Саенко
GeeksLab Odessa
 
PDF
Mindsphere: an open cloud-based IoT operating system for Industry
IIoTWorld
 
PPTX
Enterprise GIS Planning and Framework
Wisconsin Land Information Association
 
DOC
Anil Kumar_profile
Anil Kumar L
 
Introduction of super map gis 10i bitcc technology jayson
GeoMedeelel
 
National Fuels Treatments Initiative: Building a Seamless Map of Hazardous Fu...
Safe Software
 
Graphs & GraphRAG - Essential Ingredients for GenAI
Neo4j
 
도시 인프라 공간정보 데이터 커넥션-통합 기술 표준화를 위한 ISO TC211 19166 개발 이야기
Tae wook kang
 
Managing City of Cockburn's Cloud Migration and ESRI Field Operations with FME
Safe Software
 
Using Connected Data and Graph Technology to Enhance Machine Learning and Art...
Neo4j
 
Optimizing Your Supply Chain with Neo4j
Neo4j
 
Automated Migration of ESRI Geodatabases Using XML Control Files and FME
Safe Software
 
Journal_on_LiDAR_Scan_to_BIM_Services.pdf
scantobim09
 
Journal_on_LiDAR_Scan_to_BIM_Services.pdf
scantobim09
 
My Journey from CAD to BIM: A True Underdog Story
Safe Software
 
Integration of BIM and GIS: From Ideal to Reality
SANGHEE SHIN
 
Integrating Web and Business Data
Safe Software
 
Government GraphSummit: Optimizing the Supply Chain
Neo4j
 
Tackling Memory Challenges in FME When Working with Large OpenStreetMap Datasets
Safe Software
 
Building Information modeling.ppt
Luis Soza
 
DataScienceLab2017_Data Sciences и Big Data в Телекоме_Александр Саенко
GeeksLab Odessa
 
Mindsphere: an open cloud-based IoT operating system for Industry
IIoTWorld
 
Enterprise GIS Planning and Framework
Wisconsin Land Information Association
 
Anil Kumar_profile
Anil Kumar L
 

More from Safe Software (20)

PDF
Building Real-Time Digital Twins with IBM Maximo & ArcGIS Indoors
Safe Software
 
PDF
Using FME to Develop Self-Service CAD Applications for a Major UK Police Force
Safe Software
 
PDF
Peak of Data & AI Encore AI-Enhanced Workflows for the Real World
Safe Software
 
PDF
Automating Feature Enrichment and Station Creation in Natural Gas Utility Net...
Safe Software
 
PDF
FME in Overdrive - Peak of Data & AI 2025
Safe Software
 
PDF
Powering GIS with FME and VertiGIS - Peak of Data & AI 2025
Safe Software
 
PDF
Pipeline Industry IoT - Real Time Data Monitoring
Safe Software
 
PDF
FME in Overdrive: Unleashing the Power of Parallel Processing
Safe Software
 
PDF
Fiber to the People! By Deutsche Telekom
Safe Software
 
PDF
Enhancing Environmental Monitoring with Real-Time Data Integration: Leveragin...
Safe Software
 
PDF
Introducing and Operating FME Flow for Kubernetes in a Large Enterprise: Expe...
Safe Software
 
PDF
5 Things to Consider When Deploying AI in Your Enterprise
Safe Software
 
PDF
ArcGIS Utility Network Migration - The Hunter Water Story
Safe Software
 
PDF
Supporting the NextGen 911 Digital Transformation with FME
Safe Software
 
PDF
Proactive Server and System Monitoring with FME: Using HTTP and System Caller...
Safe Software
 
PDF
Modern Land & Property Management Supported by FME
Safe Software
 
PDF
Canopy Detection and Heat Stress Map in Support to Green Management of Urban ...
Safe Software
 
PDF
FME as an Orchestration Tool with Principles From Data Gravity
Safe Software
 
PDF
Automating the Geo-Referencing of Historic Aerial Photography in Flanders
Safe Software
 
PDF
Why aren't you using FME Flow's CPU Time?
Safe Software
 
Building Real-Time Digital Twins with IBM Maximo & ArcGIS Indoors
Safe Software
 
Using FME to Develop Self-Service CAD Applications for a Major UK Police Force
Safe Software
 
Peak of Data & AI Encore AI-Enhanced Workflows for the Real World
Safe Software
 
Automating Feature Enrichment and Station Creation in Natural Gas Utility Net...
Safe Software
 
FME in Overdrive - Peak of Data & AI 2025
Safe Software
 
Powering GIS with FME and VertiGIS - Peak of Data & AI 2025
Safe Software
 
Pipeline Industry IoT - Real Time Data Monitoring
Safe Software
 
FME in Overdrive: Unleashing the Power of Parallel Processing
Safe Software
 
Fiber to the People! By Deutsche Telekom
Safe Software
 
Enhancing Environmental Monitoring with Real-Time Data Integration: Leveragin...
Safe Software
 
Introducing and Operating FME Flow for Kubernetes in a Large Enterprise: Expe...
Safe Software
 
5 Things to Consider When Deploying AI in Your Enterprise
Safe Software
 
ArcGIS Utility Network Migration - The Hunter Water Story
Safe Software
 
Supporting the NextGen 911 Digital Transformation with FME
Safe Software
 
Proactive Server and System Monitoring with FME: Using HTTP and System Caller...
Safe Software
 
Modern Land & Property Management Supported by FME
Safe Software
 
Canopy Detection and Heat Stress Map in Support to Green Management of Urban ...
Safe Software
 
FME as an Orchestration Tool with Principles From Data Gravity
Safe Software
 
Automating the Geo-Referencing of Historic Aerial Photography in Flanders
Safe Software
 
Why aren't you using FME Flow's CPU Time?
Safe Software
 
Ad

Recently uploaded (20)

PDF
Fl Studio 24.2.2 Build 4597 Crack for Windows Free Download 2025
faizk77g
 
PDF
Mastering Financial Management in Direct Selling
Epixel MLM Software
 
PPTX
From Sci-Fi to Reality: Exploring AI Evolution
Svetlana Meissner
 
PPTX
COMPARISON OF RASTER ANALYSIS TOOLS OF QGIS AND ARCGIS
Sharanya Sarkar
 
PDF
Transcript: New from BookNet Canada for 2025: BNC BiblioShare - Tech Forum 2025
BookNet Canada
 
PDF
Chris Elwell Woburn, MA - Passionate About IT Innovation
Chris Elwell Woburn, MA
 
PDF
Exolore The Essential AI Tools in 2025.pdf
Srinivasan M
 
PDF
Achieving Consistent and Reliable AI Code Generation - Medusa AI
medusaaico
 
PDF
From Code to Challenge: Crafting Skill-Based Games That Engage and Reward
aiyshauae
 
PDF
Newgen Beyond Frankenstein_Build vs Buy_Digital_version.pdf
darshakparmar
 
PPTX
WooCommerce Workshop: Bring Your Laptop
Laura Hartwig
 
PDF
How Startups Are Growing Faster with App Developers in Australia.pdf
India App Developer
 
PDF
POV_ Why Enterprises Need to Find Value in ZERO.pdf
darshakparmar
 
PDF
[Newgen] NewgenONE Marvin Brochure 1.pdf
darshakparmar
 
PDF
IoT-Powered Industrial Transformation – Smart Manufacturing to Connected Heal...
Rejig Digital
 
PDF
The Rise of AI and IoT in Mobile App Tech.pdf
IMG Global Infotech
 
PPTX
AI Penetration Testing Essentials: A Cybersecurity Guide for 2025
defencerabbit Team
 
PDF
CIFDAQ Weekly Market Wrap for 11th July 2025
CIFDAQ
 
PDF
CIFDAQ Market Wrap for the week of 4th July 2025
CIFDAQ
 
PPTX
OpenID AuthZEN - Analyst Briefing July 2025
David Brossard
 
Fl Studio 24.2.2 Build 4597 Crack for Windows Free Download 2025
faizk77g
 
Mastering Financial Management in Direct Selling
Epixel MLM Software
 
From Sci-Fi to Reality: Exploring AI Evolution
Svetlana Meissner
 
COMPARISON OF RASTER ANALYSIS TOOLS OF QGIS AND ARCGIS
Sharanya Sarkar
 
Transcript: New from BookNet Canada for 2025: BNC BiblioShare - Tech Forum 2025
BookNet Canada
 
Chris Elwell Woburn, MA - Passionate About IT Innovation
Chris Elwell Woburn, MA
 
Exolore The Essential AI Tools in 2025.pdf
Srinivasan M
 
Achieving Consistent and Reliable AI Code Generation - Medusa AI
medusaaico
 
From Code to Challenge: Crafting Skill-Based Games That Engage and Reward
aiyshauae
 
Newgen Beyond Frankenstein_Build vs Buy_Digital_version.pdf
darshakparmar
 
WooCommerce Workshop: Bring Your Laptop
Laura Hartwig
 
How Startups Are Growing Faster with App Developers in Australia.pdf
India App Developer
 
POV_ Why Enterprises Need to Find Value in ZERO.pdf
darshakparmar
 
[Newgen] NewgenONE Marvin Brochure 1.pdf
darshakparmar
 
IoT-Powered Industrial Transformation – Smart Manufacturing to Connected Heal...
Rejig Digital
 
The Rise of AI and IoT in Mobile App Tech.pdf
IMG Global Infotech
 
AI Penetration Testing Essentials: A Cybersecurity Guide for 2025
defencerabbit Team
 
CIFDAQ Weekly Market Wrap for 11th July 2025
CIFDAQ
 
CIFDAQ Market Wrap for the week of 4th July 2025
CIFDAQ
 
OpenID AuthZEN - Analyst Briefing July 2025
David Brossard
 
Ad

Automating Feature Enrichment and Station Creation in Natural Gas Utility Networks