Upload
others
View
2
Download
0
Embed Size (px)
Citation preview
Remote Sensing for Phenotyping Authors:
David Pont, Mike Watt, Jonathan Dash, Rod Brownlie
2.1a Development of an integrated
remote sensing platform
Tools to shift the resolution of forest assessment from the
stand to the sub-stand level – “Precision forestry”
Building on the success of the FFR programme
Consolidate expertise in LiDAR and image analysis
Evaluate and integrate new technologies
What is phenotyping?
Genotype
The genetic blueprint carried in DNA
Phenotype
The interaction between an organism’s
genes and its environment.
Phenotyping
The assessment of plant traits such as
growth, architecture, and wood
properties.
Integrated remote sensing platform
A range of technologies and
techniques that will allow us to
phenotype trees remotely.
Recent technological advances
have created a wide range of
powerful data sources
Technologies
Aerial LiDAR
Terrestrial LiDAR
Leaf Area Index
Multi- and hyper- spectral imagery
Platforms
Aircraft
Satellite
Terrestrial
UAV
Satellite - Detection of Growth Irregularities
Variation (plus
and minus) from
expected
productivity can
be quantified
and mapped
Aerial LiDAR
Laser scans a swath and records
returns from the ground or trees
250,000 pulses per second
Multiple returns per pulse
Every return is recorded as a point
in 3D
Aerial LiDAR
Point cloud used to estimate and map
key forest measures
Stocking
Top Height
Basal Area
AGE 9 STAND
Aerial LiDAR – Tree Level Analysis
2D and 3D crown metrics
Direct measurement of
tree metrics in the upper
canopy
Models linking crown
metrics to variables of
interest to phenotyping
• Height
• Diameter
• Stiffness
Aerial LiDAR – Tree Level Analysis
Models linking crown
metrics to variables of
interest to phenotyping
• Height
• Diameter
• Stiffness
TLS scanners - FARO
• Trimble TX5 3D scanner
(Faro Focus 3D 120)
• 360° hemispherical scan
with colour images
• 244K points per second
• 2mm accuracy
• Weight 5kg
• Cost $80K ?
• 15 minutes per scan, 3
scans per plot
Point cloud - FARO
TLS scanners – ZEB1
• ZEB1 3D scanner
• 360° hemispherical scan
• 43K points per second
• 30mm accuracy
• Weight <1kg
• Cost $27K
• 5-10 minutes per plot
Point cloud – ZEB1
TLS – estimation of diameter
Phenotyping platform development
Combine data from multiple
sources and use to estimate
key metrics
Height;
Tree position;
DBH;
Pruned height;
Stem form;
Branchiness;
Wood properties;
Foliar health.
Objective measures
One year in, work completed
Phenotyping cluster group formed
Experimental framework developed
Acquired satellite and aerial terrestrial
LiDAR data sets
Conventional phenotyping, terrestrial
LiDAR scans in genetics trials and
inventory plots
LAI field work completed
Analyses commenced
Looking forward…
Develop and test models for tree phenotyping
Develop maps of productivity and variation at forest,
stand and tree levels.
Combine with existing data sets
soils, climate, stand records, trial data
to create a phenotyping platform to unravel the
interactions of genetics, site and silviculture
Combining whole-of-forest knowledge with new
genetic analyses and technologies will provide the
step-change in gain delivery for forestry
www.research.nzfoa.org.nz
www.scionresearch/gcff
David Pont
Research Leader
20/10/2014