Today’s agricultural industry
is a sharp contrast to yesteryear, when farmers wished for better and
cheaper mechanization, and information reconnaissance meant walking
fields, eyeing crops and probing the soil with bare hands to determine
moisture levels. Modern agribusiness is still about sight, touch and
feel, but professionals acquire their crop sense from mechanization and
information technology that go far beyond self-propelled combines,
fertilizer spreaders and yield monitors.
Mechanization in agriculture
now means satellites, Global Positioning System (GPS) receivers, laptops
and personal digital assistants, supplemented by precision agriculture
software and geographic information systems. Information reconnaissance
equates to grabbing a mouse, accessing the Web, viewing satellite
imagery, weather reports and commodity prices, and creating customized
maps of field boundaries, crop vigor, yield and fertilizer spread.
Satellite imagery in
particular has become a crucial source of sight for many agriculture
professionals who need to effectively plan, perform, monitor and analyze
operations. Although optical imagery has been, and still is, the
predominant source of remote intelligence for monitoring agricultural
activities, radar satellites—particularly C-band Synthetic Aperture
Radar (SAR) satellites such as Canada’s RADARSAT-1—are finding a niche
in this arena. With the ability to provide unique information about crop
structure and moisture content, coupled with day-and-night imaging
capability regardless of weather, SAR satellites are becoming an
important source of remote intelligence for agricultural professionals.
For example, RADARSAT-1
projects have helped scientists develop a system to predict and minimize
the risk of locust outbreaks in Kazakhstan, and aided growers and
insurers in assessing the aftermath of storm damage to crops in Canada.
Based on such success, researchers and business developers are convinced
that the radar picture for agricultural applications will grow even
brighter when RADARSAT-2 is operational (see “RADARSAT-2 Launch
Slated for Late 2005,” below).
“RADARSAT-2 will be a
significant step forward for agriculture,” says Heather McNairn, a
research scientist with Agriculture and Agri-Food Canada (AAFC) who has
studied the applications of satellite data for agriculture for the last
15 years. “The [all-weather] reliability of radar … and its sensitivity
to surface roughness, moisture and crop structure represent significant
advantages over optical systems. With the sensor advancements of
RADARSAT-2—particularly the availability of multipolarized data—a single
image will provide much more information. So for projects like mapping
crop type, I think it will be possible to reach the point where we’ll be
able to map with radar data alone, minimizing the need for optical
data.”
Raising the Radar Bar
Scheduled for launch in late
2005, RADARSAT-2 will offer several enhancements compared with
RADARSAT-1, ranging from improvements in resolution to full flexibility
in the selection of polarization options (see “Polarized
Waves—Scientists Search for the Right Combination,” below). RADARSAT-2’s
imaging instrument will provide SAR imagery at horizontal, vertical and
cross polarization across a range of resolutions from 3 meters to 100
meters, with swath widths ranging from 20 kilometers to 500 kilometers.
In addition to continuing to deliver all RADARSAT-1 imaging modes,
RADARSAT-2 will provide the imaging modes to the right and left side of
the satellite track, improving revisit times.
Fielding the Agricultural
Scene
To better understand Canada’s
vast croplands and rangelands, AAFC scientists are developing an
operational agriculture mapping system that will integrate a variety of
data sources, including optical and radar imagery. Producing better
land-cover maps, crop maps and maps of land-management practices is part
of AAFC’s Agricultural Policy Framework strategy to increase the
awareness, understanding and recognition of agriculture’s relationship
to the environment.
Beginning in 2006, crop maps
and maps of land-management activities—specifically tillage
practices—will be produced and updated every year. Land-cover maps will
be updated every five years. According to McNairn, the plan is to use
RADARSAT-2 and U.S. Landsat or French SPOT satellites as the core data
sources to create the information products.
“For the land-cover product,
we will predominantly use Landsat or SPOT, because we can build up our
knowledge of land cover during a 5-year period,” she explains. “But
because the crop and tillage information is required on a yearly basis,
the optical imagery isn’t reliable enough due to cloud-cover issues.
We’re really interested in radar to create these information products,
because we can be guaranteed that we’ll receive timely data.”
Eventually the information
will be offered to the public through AAFC’s National Land and Water
Information System. Early benefactors of the satellite-derived
information will be the National Agri-Environmental Health Analysis and
Reporting Program (NAHARP) and the National Carbon and Greenhouse Gas
Accounting and Verification System (NCGAVS). NAHARP is designed to
enable personnel to link agrienvironmental indicators such as erosion
and soil contamination with, for example, economic information to
project future environmental outcomes and assess current and planned
programs and policies. NCGAVS seeks a better understanding of Canada’s
carbon resources—specifically whether agricultural land can be used as
carbon sinks—to supply solid information to the Kyoto Protocol
initiative.* Both programs stand to benefit from products developed from
radar and optical imagery.
In anticipation of
RADARSAT-2, McNairn and her colleagues have been researching the
satellite’s potential use for various agriculture applications. Of
utmost importance is to assess the viability of the radar imagery as a
core contributor to AAFC’s mapping activities. Using airborne SAR data
acquired by Environment Canada’s CV-580 aircraft, NASA’s Shuttle Imaging
Radar-C instrument and the ENVISAT ASAR sensor, researchers have focused
on three primary agriculture applications: crop information (mapping
crop types and determining crop conditions), estimating and mapping soil
moisture, and mapping soil tillage and crop residue cover.
According to the results,
RADARSAT-2 shows promise for all three application areas. Because radar
is sensitive to differences in crop structure, individual crops such as
wheat, canola, soybeans and alfalfa will produce different radar
responses, allowing good contrast among crop types.
Cross-polarizations—the single most important polarization for crop
discrimination—have been found to be particularly useful for
categorizing crops. For example, at a test site in Altona, Manitoba, an
HV channel clearly distinguished canola, flax, wheat and sugarbeet crops
from each other. Using V-polarized waves researchers also could
determine differences in crop structure due to changes in the crop’s
growth or health.
Because C-band radar is
sensitive to moisture and can penetrate the soil of a bare field, it is
useful for estimating moisture content within the first few centimeters
of soil. However, radar’s affectability by moisture and surface
roughness has made it challenging for RADARSAT-1 users to determine if
bright areas on an image are due to wetness or roughness. With
RADARSAT-1’s single polarization, it is impossible to separate the
effects of surface moisture from roughness using a single image. With
RADARSAT-2, however, scattering models can use multipolarizations to
resolve soil moisture and surface roughness.
Research also indicates that
as fields are tilled, the increase in soil surface roughness results in
a backscatter increase, as do fields that are covered with substantial
post-harvest crop residue. Both conditions are captured distinctly by
cross-polarized waves.
According to McNairn, the
results from these studies served as the catalyst for AAFC’s interest in
using RADARSAT-2 in its mapping activities.
“I don’t think we’ll be able
to deliver crop maps on an annual basis without radar data,” she
concludes. “The optical data aren’t reliable enough. The operational
system we’re developing will integrate optical and radar, but I don’t
think we’ll be successful, or operational, without the radar data. For
the land-management mapping, we hope to map tillage with radar–because
roughness is a driving factor for radar–and we hope to map residue
amounts with optical data and combine that information to actually
derive conservation practices.”
Canada is too massive to map
crops and land-management activities annually on a nationwide scale, so
AAFC is devising an array of sites that represent the country’s
agricultural diversity to develop its mapping methodologies and serve as
continual monitoring sites. Radar, optical and ground data already are
being collected at two pilot sites in Eastern Ontario and Lethbridge,
Alberta.
Mapping Damage and
Moisture Interest in RADARSAT-2 applications also can be found scattered
throughout corporate research and development departments.
Saskatchewan-based Digital Environmental (DE) is conducting studies on
the potential to use
RADARSAT-2 imagery for
mapping crop damage from hailstorms. Based on a previous project
done in conjunction with RADARSAT International (RSI) and the
Saskatchewan Crop Insurance Corp. that used RADARSAT-1 data to help
identify and map crop storm damage to better streamline the response
to hailstorm damage claims, DE is analyzing HV polarizations to test
RADARSAT-2 in the same capacity. To date, the research shows that HV
is much more sensitive to damage than HH, rendering it more accurate
for mapping crop damage.
In addition,
MacDonald Dettwiler & Associates (MDA) is working on two soil
moisture projects. One, which began in August 2003, will look at the
ability to use RADARSAT-2-comparable data, in conjunction with a
network of in-situ sensors, to accurately measure soil moisture.
Those measurements will serve as an important input to an
intelligent system that better estimates biomass and yield. The test
sites are in Southern Alberta.
The second project, which
started in October 2003, will acquire imagery over rangeland in
Southern Alberta to determine if RADARSAT-2-comparable data can
provide reliable enough soil moisture measurements to eliminate the
need for ground truth. The ultimate goal is to map the soil moisture
as part of a service to better define and predict risk areas of
grasshopper or locust outbreaks. Hans Wehn, a senior analyst at MDA,
says preliminary studies using multiangle mode RADARSAT-1 data show
that soil moisture can be separated from surface roughness to more
accurately determine moisture levels.
Based on the preliminary
findings of the myriad research being conducted in advance of
RADARSAT-2’s launch, it appears that radar technology will firmly
plant itself beside optical systems in the agricultural
field.
* Publisher’s note: In
December 1997, Canada and more than 160 other countries met in
Kyoto, Japan, and agreed to targets to reduce greenhouse gas
emissions. The agreement that set out those targets, and the options
available to countries to achieve them, is known as the Kyoto
Protocol. Canada’s target is to reduce its greenhouse gas emissions
to 6 percent below 1990 levels by 2012.