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2016 asprs track: overview and user perspective of usgs 3 dep lidar by john kosovich
1. Overview and
User Perspective
of 3DEP LidarJohn J. Kosovich
U.S. Geological Survey
Denver, CO
jjkosovich@usgs.gov
September 22, 2016
2. Disclaimer
Any use of trade, product, or firm
names is for descriptive purposes
only and does not imply
endorsement by the U.S.
Government.
3. Terminology
IfSAR = interferometric synthetic aperture radar
- Radar = radio detection and ranging.
- Radar (microwave) pulses spread over surface perpendicular to airplane (side look).
- Accurate DEM obtained from phase difference & timing of returning pulses.
- Also get Radar DOQ (ORI) from magnitude (intensity) of returning pulses.
- Active sensing: can collect at night.
- Can see through typical cloud cover.
lidar = light detection and ranging (topographic)
- Laser pulse hits surface thousands of times each second as airplane flies.
- Main product is an irregularly spaced “point-cloud” of lidar hits (“returns”).
- Very accurate gridded DEM is derived from ground returns.
- Can get lidar intensity image (ortho-rectified, grayscale).
- Active sensing: can collect at night.
- Cannot see through typical cloud cover.
- Typically called “linear lidar”.
- Also have bathymetric lidar, uses different wavelength to penetrate water.
- Latest technologies: multispectral, single-photon (SP), and Geiger-mode (GM) lidar.
4. From EarthData, Inc. original
• Lidar = light
detection and
ranging
• Active sensing: can
collect at night
• Cannot “see”
through typical cloud
cover
• Timing of returned
pulse gives elevation
• Magnitude of
returned pulse gives
intensity
• Minimum of
thousands of pulses
per second (KhZ+)
• Multiple returns
potentially from each
transmitted pulse
Lidar Collection
6. Lidar Terminology
“Linear” = traditional, where laser pulses are sent and returned in sequence. Can be
aerial-, tripod-, or satellite-based.
Terrestrial = tripod, close range, extremely dense (~1000s of points / m ).
Waveform = Entire pulse’s returned energy signature digitized, peaks typically become
the discrete points. Waveforms are not always saved unless required by customer.
Discrete returns = Points from pulse where returned energy from waveform is greatest.
Multiple returns = each pulse may hit more than one object and continue down, resulting
in several discrete returns (points) per pulse.
Point cloud = all returns from all pulses. Points located in X,Y,Z coordinate space.
Point density = nominal number of points per unit area (2D space, usually 1st
returns).
Point (pulse) spacing = nominal spacing between points (2D space, usually 1st
returns).
DSM = digital surface model, gridded raster, contains canopy, buildings, etc.
DTM = digital terrain model, gridded raster, bare-earth ground DEM.
Intensity = grayscale raster made from energy intensity of return points.
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7. Waveform vs. Discrete
Courtesy of Optech, Incorporated and Remote Sensing Open Access Journal
Ussyshkin, V., and Theriault, L., Airborne Lidar: Advances in Discrete Return Technology for 3D Vegetation Mapping. Remote Sens. 2011, 3, 416-434, Figure 6.
8. Gridded Lidar DEMs (canopy height model and bare-earth ground) do not contain true 3D structure,
but the point cloud does:
Gridded Lidar DEMs (canopy height model and bare-earth ground) do not contain true 3D structure,
but the point cloud does:
Why Use Point Cloud?
Lidar digital surface model (DSM) =
Canopy Height Model (CHM)
for forested areas
Lidar point cloud
Lidar digital terrain model (DTM) =
bare-earth ground surface
9. X-band IfSAR
Typical lidar:
topo ~1064 nm,
bathy ~400 - 532 nm
Electromagnetic Spectrum
P-band IfSAR
EM spectrum image from Intermap Technologies, Inc. original
10. Electromagnetic Spectrum
EM spectrum image from Intermap Technologies, Inc. original
Time
Time
Longer wavelength, lower frequency (wave)
Lower photon energy (quantum particle)
Shorter wavelength, higher frequency (wave)
Higher photon energy (quantum particle)
Speed of light ≈ 3.0 x 10 meters/sec
≈ (186,000 miles/sec)
c = λ x ν = wavelength x frequency
8
(in a vacuum)
24. 3DEP Quality Level (QL)
Point density = nominal number of points per unit area (pts/m ).
Point (pulse) spacing = nominal spacing between points (m).
2
point density =
1
(point spacing)
2
point spacing =
1
point density
0 1m 2
QL1: 8 pts/m density
0.35m spacing
2
0 1m 2
QL2: 2 pts/m density
0.7m spacing
2
0 1m 2
QL3: 0.5 pts/m density
1.4m spacing
2
40. NGP Lidar Deliverables
Required by USGS Lidar Base Spec v1.2 (2014):
http://pubs.usgs.gov/tm/11b4/
Quality Level 2 or better (0.7m spacing, 2 pts/m )
Raw Point Cloud (flight line swaths, .LAS file format)
Classified Point Cloud (tiled .LAS as per project,
includes intensity values for each return)
Bare-Earth Surface DEM (= DTM, 32-bit raster format)
Breaklines used in hydro-flattening (ESRI vector)
Metadata (FGDC-compliant)
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44. Point Cloud Classes
ASPRS LAS Specification, Version 1.4 – R13, July 15, 2013, pg. 17
http://www.asprs.org/a/society/committees/standards/LAS_1_4_r13.pdf
46. Noise hit: ~400 m
(~1300 ft) above
ground
(Not classified as
Noise, had to be
edited)
Noise hit: ~700 m
(~2300 ft) below
ground
(Not classified as
Noise, had to be
edited)
Contrails ~2000m
(~6500 ft) above
ground:
(These were
classified as Noise
by vendor)
Contrails ~2000m
(~6500 ft) above
ground:
(These were
classified as Noise
by vendor)
Noise (2011 ARRA)
68. Single Photon (SP)
Single Photon Counting Lidar
- Sigma Space Corporation (Hexagon Geospatial) developed HRQLS (high resolution
quantum lidar system).
- 532nm green laser transmitted pulses are diffracted into 10 x 10 beamlets.
- Receiver array can detect single photons.
- Topographic and bathymetric collection.
- Decent vegetation penetration (per USGS evaluation reported at 2016 ILMF).
- Company has since improved HRQLS for better vegetation penetration.
- Reflectance image made from photon count per pixel, ~ similar to intensity image
from “linear” lidar.
Courtesy of Sigma Space Corp. and LaserFocusWorld
http://www.laserfocusworld.com/articles/print/volume-47/issue-9/world-news/lidar-photon-counting-3d-imaging-lidar-measures-biomass-and-the-cryosphere.html
69. Geiger-Mode (GM)
Geiger-Mode Lidar
- Harris Corporation developed IntelliEarth sensor (Palmer scanner, SP Avalanche
Photodiode).
- 1064nm IR laser pulses produce elliptical sweep over flight line.
- Sensor samples the same ground area multiple times.
- Multi-angle illumination of target area.
- Receiver consists of 32 x 128 array of photon-counting detectors (= 4096 total).
- Topographic collection.
- Poor vegetation penetration (per USGS evaluation), but improvements promised.
- Reflectance image made from photon count per pixel, ~ similar to intensity image
from “linear” lidar.
TM
Courtesy of Harris Corporation
http://asprs.org/a/publications/proceedings/IGTF2015/5H[4]-slides.pdf
70. SP and GM Links
ILMF Write-up of USGS Evaluation Report:
http://www.spar3d.com/news/lidar/single-photon-and-geiger-mode-vs-linear-mode-lidar/
Single Photon Lidar:
http://www.spar3d.com/news/lidar/single-photon-lidar-proven-forest-mapping/
Geiger Mode Lidar:
http://asprs.org/a/publications/proceedings/IGTF2015/5H[4]-slides.pdf