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Linear Referencing (LRS)
How FME Measures Up
Meet the Presenters
Mark Stoakes Dave Campanas Bo Guo
Dan Iseminger
Maximize the value of your LRS
data by combining information
based on location or measures.
Flash Demo!
FME®
Integration Platform
Connect. Transform. Automate.
FME Desktop FME Server FME Cloud
Build & Run Data Workflows Automate Data Workflows Automate Data Workflows
(Hosted)
Merge and Join ANY Type of Data
Data integration difficulties
often result from multiple
data formats.
Just because you have different
kinds of data, doesn’t mean they
can’t be brought together to solve
your data problems.
FME can be used to integrate data,
automate data delivery, and
ensure data quality.
Everything LRS needs.
Our Mission
To help you maximize the value of
your data.
Agenda
● LRS basics & overview
● LRS in the Real World with Bo Guo
● Segmentation & events
● Common LRS Tasks
● FME Toolkit
● Prerequisites for Success
● Straight Line Diagrams
With demos along the way!
● The fence is referenced to Hwy 6,
from 2.0 km to 2.8 km
● The “Hwy 6” sign is an asset at 2.1 km
referenced to Hwy 6
Linear Referencing
Linear referencing is used to manage
infrastructure data related to linear
features, like pipelines, railways, highways
and powerlines, and related assets, like
valves, switches, signposts, towers.
LRS is also used to manage characteristics
along the linear assets, such as diameter,
number of tracks, surface type.
It’s like an addressing system for linear
infrastructure.
Common LRS Tasks
● Asset Management – Stationing Points
● Creating Routes or Network Linear
Elements (NLE)
● Adding Measures to Routes
● Creating Event Tables from Geometry
● Routes / Events 🡺 Segments
● Segments 🡺 Routes / Events
● Back / Ahead Measures
● Cardinal Orientation
LRS Real-World Example
The Tale of 3 Boundary Representations
LRS Infrastructure
Mileposts & Routes
GeoCode
District As Area
District As Lines
LRS Districts
Polygonization
MP Num Route ID LRS Measure Geom
1 I 008 1.001 Point w/ Measure
2 I 008 1.995 Point w/ Measure
30 SR 95 29.958 Point w/ Measure
...
Route ID Geom
I 008 LineString w/ Measure
US 89 MultiLineString w/ Measure
SR 95 MultiLineString w/ Measure
...
District ID Route ID From Measure To Measure Geom
1 I 008 0 21.003 LineString w/ Measure
2 I 008 21.003 100.015 LineString w/ Measure
1 SR 95 0 68.995 LineString w/ Measure
...
District ID Geom
1 Polygon
2 Polygon
3 Polygon
...
District ID Route ID From Milepost From MP Offset To Milepost To MP Offset
1 I 008 0 0 20 0.75
2 I 008 20 0.75 100 0.58
1 SR 95 0 0 69 .59
...
LRS Boundaries Area Boundaries
- Checkout Karol Francis’
FME-in-Transportation Talk
Youtube.comlinearbench
- Join FME-in-Transportation SIG on
LinkedIn
- Leverage LRS Custom
Transformers on FME Hub
Take-away Points
- LRS bridges spatial
and non-spatial
artifacts.
- The true power of
LRS is about
connecting silos
- FME is the perfect
LRS tool!
Linear Referencing vs. Segmentation
Segmented Geometry
Linear Features and Events
Event
Name
NLE Id Event From To
SpeedLimit 1 333 50 0 0.25
SpeedLimit 1 444 70 0.25 1
RoadWidth 1 111 13 0 0.75
RoadWidth 1 222 7.5 0.75 1
LRS Geometry + Events
Your LRS Toolkit
FME as an LRS Toolkit
LRS Focused Transformers
● MeasureGenerator
● MeasureExtractor
● MeasureSetter
● MeasureRemover
● Snipper
● LengthToPointCalculator
LRS on FME HUB by GISTIC
● LRS_Geocoder
● LRS_EventLineOnLine
● LRS_EventQCer
A Grabbag of Transformers
for LRS
● NeighborFinder
● LineCombiner
creates Paths
● TopologyBuilder
● LineOnLineOverlayer
● PointOnLineOverlayer
● PathBuilder
● PathSplitter
Prerequisites for LRS Success
● Clean Data
● Even Cleaner Data
○ Segments are noded and
connect
○ Complex edges a split at
intersections
● Handy Transformers for Clean-up
○ Snapper / AnchorSnapper
○ Intersector
○ TopologyBuilder
○ NetworkTopologyCalculator
Cardinal Orientation
● Primary Orientation of NLE
● Lower Left to Top Right
○ South to North
○ West to East
● CoordinateExtractor
● Orientor
Asset Mile Markers
Assigning Asset Mile Markers
● Lighting Asset Survey
○ Load contractor data into database
○ Clean-up:
Convert DMS Lat/Long to point geometry (Decimal Degree)
82 59 26.098235061 - 🡺 82.9905828430725
41 30 43.068175401 + 🡺 41.5119633820558
NUMBER LONGITUDE LATITUDE CONDITION TYPE TYPE_OF_LUMINARE VOLTAGE WATTS CONTROLCENTER
1 82 59 26.098235061 - 41 30 43.068175401 + Good NAV RED INCANDESCENT 120/12 9.24 61
2 82 59 26.563977418 - 41 30 43.362121522 + Good NAV GRN INCANDESCENT 120/12 9.24 61
3 82 59 27.002814710 - 41 30 43.641866642 + Good NAV RED INCANDESCENT 120/12 9.24 61
4 82 59 27.463651489 - 41 30 43.939960952 + Good NAV GRN INCANDESCENT 120/12 9.24 61
5 82 59 27.905565366 - 41 30 44.219406077 + Good NAV RED INCANDESCENT 120/12 9.24 61
6 82 59 28.380990900 - 41 30 44.520466955 + Good NAV GRN INCANDESCENT 120/12 9.24 61
7 82 59 28.820540125 - 41 30 44.791771643 + Good NAV RED INCANDESCENT 120/12 9.24 61
8 82 59 29.286365301 - 41 30 45.086728701 + Good NAV GRN INCANDESCENT 120/12 9.24 61
9 82 59 29.737492954 - 41 30 45.371434802 + Good NAV RED INCANDESCENT 120/12 9.24 61
10 82 59 25.384842845 - 41 30 43.722834132 + Good NAV RED INCANDESCENT 120/12 9.24 61
Assigning Asset Mile Markers
● Source Data:
○ Road Network (LRS)
○ Asset Data (Points)
● Assign to Assets:
○ Measures
○ Offsets
○ Route ID
● Automate with FME Server
Back / Ahead Measures
Accumulate Route Mileage (ARM) value
vs.
State Route Milepost (SRMP) value
Straight Line Diagrams
Straight Line Diagrams
Convert distance measures to percentage.
Point events are symbolized on axis line.
Linear events become bar graph.
For segmented data, use conversion techniques before creating diagram.
StraightLineDiagrammer transformer available in FME Store.
Straight Line Diagrams
Automating
With FME Server
Automating
Automate any of your workflows
with apps on FME Server.
Resources:
Getting Started with FME Server
Getting Started with FME Server
Workspace Apps
Getting Started with Gallery Apps
Webinar - Creating No Code Web Apps
with FME Server
Summary
By choosing the right
Transformer, you can
integrate your asset and your
LRS data more efficiently.
Summary
Linear Referencing - there’s lot’s of
flexibility in FME:
● Export assets to GIS LRS
● Assign measures to assets
● Switch between LRS & Segmented
views
● Straight Line Diagrams
Tip for success: Clean your data, then
clean it again
Get Started
Use a Transformer to
join your data.
Automate the process
so you can focus on
other tasks.
Free Trial | Upgrade
Gather your data.
Perpetual License Cloud Deployment
Licensing Options
● Includes permanent license
+ annual maintenance
● Designed for
smaller deployments
● Unlock enterprise automation
without the hassle of hardware
● Flexible pricing options
including hourly and annual
subscription
More info: safe.com/pricing
Enterprise Subscription
● Subscription program
● Ideal for cross-department
deployments
Thank you!
Get a free trial of FME at safe.com/trial
Connect with us for more FME
Agenda
● LRS basics & overview
● LRS in the Real World with Bo Guo
● Segmentation & events
● Common LRS Tasks
● FME Toolkit
● Prerequisites for Success
● Straight Line Diagrams
● Demos along the way
Linear referencing
Linear referencing is used to manage infrastructure
data related to linear features, like pipelines,
railways, highways and powerlines, and related
assets, like valves, switches, signposts, towers.
LRS is also used to manage characteristics along the
linear assets, such as diameter, number of tracks,
surface type.
It’s like an addressing system for linear
infrastructure.
The fence is referenced to Hwy 6,
from 2.0 km to 2.8 km
The “Hwy 6” sign is an asset at 2.1 km
Linear referencing: Associates attributes
(events) to locations (station points) or
portions of a linear feature (Route or Network
Linear Element)
Linear Referencing
Pipelines
Trains
Automobiles

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Linear Referencing (LRS): How FME Measures Up

  • 2. Meet the Presenters Mark Stoakes Dave Campanas Bo Guo Dan Iseminger
  • 3. Maximize the value of your LRS data by combining information based on location or measures.
  • 5. FME® Integration Platform Connect. Transform. Automate. FME Desktop FME Server FME Cloud Build & Run Data Workflows Automate Data Workflows Automate Data Workflows (Hosted)
  • 6. Merge and Join ANY Type of Data
  • 7. Data integration difficulties often result from multiple data formats. Just because you have different kinds of data, doesn’t mean they can’t be brought together to solve your data problems.
  • 8. FME can be used to integrate data, automate data delivery, and ensure data quality. Everything LRS needs.
  • 9. Our Mission To help you maximize the value of your data.
  • 10. Agenda ● LRS basics & overview ● LRS in the Real World with Bo Guo ● Segmentation & events ● Common LRS Tasks ● FME Toolkit ● Prerequisites for Success ● Straight Line Diagrams With demos along the way!
  • 11. ● The fence is referenced to Hwy 6, from 2.0 km to 2.8 km ● The “Hwy 6” sign is an asset at 2.1 km referenced to Hwy 6 Linear Referencing Linear referencing is used to manage infrastructure data related to linear features, like pipelines, railways, highways and powerlines, and related assets, like valves, switches, signposts, towers. LRS is also used to manage characteristics along the linear assets, such as diameter, number of tracks, surface type. It’s like an addressing system for linear infrastructure.
  • 12. Common LRS Tasks ● Asset Management – Stationing Points ● Creating Routes or Network Linear Elements (NLE) ● Adding Measures to Routes ● Creating Event Tables from Geometry ● Routes / Events 🡺 Segments ● Segments 🡺 Routes / Events ● Back / Ahead Measures ● Cardinal Orientation
  • 13. LRS Real-World Example The Tale of 3 Boundary Representations
  • 14. LRS Infrastructure Mileposts & Routes GeoCode District As Area District As Lines LRS Districts Polygonization MP Num Route ID LRS Measure Geom 1 I 008 1.001 Point w/ Measure 2 I 008 1.995 Point w/ Measure 30 SR 95 29.958 Point w/ Measure ... Route ID Geom I 008 LineString w/ Measure US 89 MultiLineString w/ Measure SR 95 MultiLineString w/ Measure ... District ID Route ID From Measure To Measure Geom 1 I 008 0 21.003 LineString w/ Measure 2 I 008 21.003 100.015 LineString w/ Measure 1 SR 95 0 68.995 LineString w/ Measure ... District ID Geom 1 Polygon 2 Polygon 3 Polygon ... District ID Route ID From Milepost From MP Offset To Milepost To MP Offset 1 I 008 0 0 20 0.75 2 I 008 20 0.75 100 0.58 1 SR 95 0 0 69 .59 ...
  • 15. LRS Boundaries Area Boundaries
  • 16. - Checkout Karol Francis’ FME-in-Transportation Talk Youtube.comlinearbench - Join FME-in-Transportation SIG on LinkedIn - Leverage LRS Custom Transformers on FME Hub Take-away Points - LRS bridges spatial and non-spatial artifacts. - The true power of LRS is about connecting silos - FME is the perfect LRS tool!
  • 17. Linear Referencing vs. Segmentation Segmented Geometry
  • 18. Linear Features and Events Event Name NLE Id Event From To SpeedLimit 1 333 50 0 0.25 SpeedLimit 1 444 70 0.25 1 RoadWidth 1 111 13 0 0.75 RoadWidth 1 222 7.5 0.75 1 LRS Geometry + Events
  • 20. FME as an LRS Toolkit LRS Focused Transformers ● MeasureGenerator ● MeasureExtractor ● MeasureSetter ● MeasureRemover ● Snipper ● LengthToPointCalculator LRS on FME HUB by GISTIC ● LRS_Geocoder ● LRS_EventLineOnLine ● LRS_EventQCer A Grabbag of Transformers for LRS ● NeighborFinder ● LineCombiner creates Paths ● TopologyBuilder ● LineOnLineOverlayer ● PointOnLineOverlayer ● PathBuilder ● PathSplitter
  • 21. Prerequisites for LRS Success ● Clean Data ● Even Cleaner Data ○ Segments are noded and connect ○ Complex edges a split at intersections ● Handy Transformers for Clean-up ○ Snapper / AnchorSnapper ○ Intersector ○ TopologyBuilder ○ NetworkTopologyCalculator
  • 22. Cardinal Orientation ● Primary Orientation of NLE ● Lower Left to Top Right ○ South to North ○ West to East ● CoordinateExtractor ● Orientor
  • 24. Assigning Asset Mile Markers ● Lighting Asset Survey ○ Load contractor data into database ○ Clean-up: Convert DMS Lat/Long to point geometry (Decimal Degree) 82 59 26.098235061 - 🡺 82.9905828430725 41 30 43.068175401 + 🡺 41.5119633820558 NUMBER LONGITUDE LATITUDE CONDITION TYPE TYPE_OF_LUMINARE VOLTAGE WATTS CONTROLCENTER 1 82 59 26.098235061 - 41 30 43.068175401 + Good NAV RED INCANDESCENT 120/12 9.24 61 2 82 59 26.563977418 - 41 30 43.362121522 + Good NAV GRN INCANDESCENT 120/12 9.24 61 3 82 59 27.002814710 - 41 30 43.641866642 + Good NAV RED INCANDESCENT 120/12 9.24 61 4 82 59 27.463651489 - 41 30 43.939960952 + Good NAV GRN INCANDESCENT 120/12 9.24 61 5 82 59 27.905565366 - 41 30 44.219406077 + Good NAV RED INCANDESCENT 120/12 9.24 61 6 82 59 28.380990900 - 41 30 44.520466955 + Good NAV GRN INCANDESCENT 120/12 9.24 61 7 82 59 28.820540125 - 41 30 44.791771643 + Good NAV RED INCANDESCENT 120/12 9.24 61 8 82 59 29.286365301 - 41 30 45.086728701 + Good NAV GRN INCANDESCENT 120/12 9.24 61 9 82 59 29.737492954 - 41 30 45.371434802 + Good NAV RED INCANDESCENT 120/12 9.24 61 10 82 59 25.384842845 - 41 30 43.722834132 + Good NAV RED INCANDESCENT 120/12 9.24 61
  • 25. Assigning Asset Mile Markers ● Source Data: ○ Road Network (LRS) ○ Asset Data (Points) ● Assign to Assets: ○ Measures ○ Offsets ○ Route ID ● Automate with FME Server
  • 26. Back / Ahead Measures Accumulate Route Mileage (ARM) value vs. State Route Milepost (SRMP) value
  • 28. Straight Line Diagrams Convert distance measures to percentage. Point events are symbolized on axis line. Linear events become bar graph.
  • 29. For segmented data, use conversion techniques before creating diagram. StraightLineDiagrammer transformer available in FME Store. Straight Line Diagrams
  • 31. Automating Automate any of your workflows with apps on FME Server. Resources: Getting Started with FME Server Getting Started with FME Server Workspace Apps Getting Started with Gallery Apps Webinar - Creating No Code Web Apps with FME Server
  • 33. By choosing the right Transformer, you can integrate your asset and your LRS data more efficiently.
  • 34. Summary Linear Referencing - there’s lot’s of flexibility in FME: ● Export assets to GIS LRS ● Assign measures to assets ● Switch between LRS & Segmented views ● Straight Line Diagrams Tip for success: Clean your data, then clean it again
  • 35. Get Started Use a Transformer to join your data. Automate the process so you can focus on other tasks. Free Trial | Upgrade Gather your data.
  • 36. Perpetual License Cloud Deployment Licensing Options ● Includes permanent license + annual maintenance ● Designed for smaller deployments ● Unlock enterprise automation without the hassle of hardware ● Flexible pricing options including hourly and annual subscription More info: safe.com/pricing Enterprise Subscription ● Subscription program ● Ideal for cross-department deployments
  • 37. Thank you! Get a free trial of FME at safe.com/trial Connect with us for more FME
  • 38. Agenda ● LRS basics & overview ● LRS in the Real World with Bo Guo ● Segmentation & events ● Common LRS Tasks ● FME Toolkit ● Prerequisites for Success ● Straight Line Diagrams ● Demos along the way
  • 39. Linear referencing Linear referencing is used to manage infrastructure data related to linear features, like pipelines, railways, highways and powerlines, and related assets, like valves, switches, signposts, towers. LRS is also used to manage characteristics along the linear assets, such as diameter, number of tracks, surface type. It’s like an addressing system for linear infrastructure.
  • 40. The fence is referenced to Hwy 6, from 2.0 km to 2.8 km The “Hwy 6” sign is an asset at 2.1 km Linear referencing: Associates attributes (events) to locations (station points) or portions of a linear feature (Route or Network Linear Element) Linear Referencing Pipelines Trains Automobiles