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How to
Get the Most Out of LiDAR Data
Hello.
Get answers fast with LiDAR experts online:
Dale Lutz Dave Campanas
Overview
The game plan >
● What can you do with your
point clouds in FME?
○ Demo: DTM and DSM
● Example: LiDAR for 3D city
modelling
● Example: Calculating a view
of the water
○ Demo: Viewshed
analysis
● How to integrate a 3rd-party
library into your FME
workflow
○ Demo: LAStools in
action
● Conclusion and Q&A
The problem with
point clouds
● They’re huge.
● They’re kinda complicated.
● It’s hard to integrate them
with other data.
Translate between data formats
LAS (plus LAZ, zLAS)
XYZ
ASTM E57
Oracle Spatial
Pointools POD
RIEGL Laser Scan Database
Terrasolid TerraScan
Z+F LaserControl ZFS
Minecraft
CARIS Spatial Archive
Autodesk ReCap
Cesium (in progress)
RasterFormats
VectorFormats
Inspect point components and values
Transform
Transform
Transform
Transform
Transform
Transform
Transform
Transform
Transform
Demo
Merge component values
from one point cloud to
another.
Sort a point cloud by the
values of components.
OutputInput
DTM DSM
OutputInput
Performance
● 17,000,000,000 points generated from
77,000,000 linear features and compared against a
102,000 x 76,000-pixel raster in just 24 hours
● Parallel Processing: http://fme.ly/parallel
STUART JONES, MCIP, RPP | SENIOR PLANNER
The Project
● The City of Surrey developed a 3D
model in ArcGIS by combining LiDAR
data and vector layers using FME.
● The model is used by city planners to
visualize new developments and
ensure their compatibility with
existing neighbourhoods.
Source data
The workspace
Output
MICHAEL OBERDRIES
The Project
● Identify which land parcels in New
Zealand have a view of the water.
● Use this and other factors to determine
property value.
● 1.5 million parcels and 77 million lines of
sight result in over 17 billion DEM
interpolation points
Demo
Output
MARTIN ISENBURG
Integrating third-
party tools
in your FME workflow
By building a custom
transformer, you can read,
write, and process data
however you want.
blog.safe.com http://fme.ly/3rdparty
FeatureReader and FeatureWriter
LAStools in action
rapidlasso.com
LASpublish
http://potree.org/ - Potree is a WebGL based viewer for large point
clouds by Markus Schütz
http://fme.ly/surrey
Summary
“Something this amazing
should not be this easy.”
-Don
● What can you do with your
point clouds in FME?
○ Demo: DTM and DSM
● Example: LiDAR for 3D city
modelling
● Example: Calculating a view
of the water
○ Demo: Viewshed
analysis
● How to integrate a 3rd-party
library into your FME
workflow
○ Demo: LAStools in
action
● Conclusion and Q&A
Q&A
Chat your questions into
the user control panel.
Free Candy
(Resources)
● Blog posts: 3rd party
integration, LiDAR
○ blog.safe.com
● Join the FME Community
○ knowledge.safe.com
● Live FME Training (Free!)
○ training.safe.com
Thank you!
Live chat us anytime at www.safe.com

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