Data,
Imagery, and Analytics to Inform Agriculture
We provide several types
of agricultural data to assist the grower with vineyard management throughout
the year. Our data services improve your
understanding of current and future vineyard conditions, providing you with the
information needed to make timely decisions on canopy management and irrigation that
optimize yields and quality during any given year.
Our data
service products include:
·
Monthly NDVI
Imagery of your vineyard
·
Weekly VSIM
Forecasts of canopy size, vine water use, leaf water potential, and irrigation by block
·
Irrigation
measurement using cellular-enabled flowmeters
·
Services in
support of these products
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NDVI Imagery
We access the
USGS Landsat and the ESA Sentinel 2 satellite imagery archives to
provide you with near real-time, calibrated NDVI imagery of your
vineyard to help you monitor vine growth. These products include:
The current NDVI
image of your ranch (upper left image).
The NDVI
Difference image of your ranch, which maps the current NDVI relative to the
same date in the prior year (upper right image; blue areas NDVI 2019 > 2018, brown areas NDVI 2019 < 2018).
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VSIM Water
Stress and Irrigation Forecasts
We utilize the VSIM soil
water-balance model to combine NDVI imagery measurements of canopy growth with
local soils, weather (historical & forecast), and block and irrigation data
to track vine growth, water use, water stress, and irrigation needs over the growing
season for each block. Along with the
NDVI imagery, the weekly VSIM forecasts include:
·
Summary weather
and forecast metrics
·
Summaries of irrigation,
soil moisture, water stress, and vine size by block
· Forecast of irrigation needs through the end of the upcoming week by block
· Trends over the season, and relative to last year, by block
You define your seasonal
vine water stress targets for each block.
When calculated vine water stress exceeds your predefined target, we
calculate the amount of irrigation necessary to reduce water stress back to
your target, and provide this recommendation to you in the weekly
forecast. During the 1st
year, we calibrate the VSIM model for each block using your leaf water
potential data (by adjusting the rooting depth parameter in VSIM). Once calibrated, LWP measurements are only
occasionally required to check the calibration, letting you save on labor costs
by allocating those resources to other blocks.
Irrigation Trial
In partnership with
E&J Gallo, we compared the effects of the VSIM forecast irrigation vs.
standard grower practice irrigation on winegrape
yield and quality, using split-block irrigation trials across 7 Lodi-area
Cabernet Sauvignon blocks in 2016.
Results varied by block based on prior grower practices and the
user-defined seasonal water stress targets set in VSIM. Across 5 of these blocks, the VSIM forecast
irrigation led to significant quality improvements with minimal yield
reductions; where yields did decline, water savings were substantial and
quality improvements more than compensated for yield reductions. In the other 2 blocks, we observed significant
yield increases in the VSIM sub-block relative to the grower practice, with
only minimal reductions in quality. We
found that the VSIM forecasts can provide significant insights into balancing
yield and quality in any block during any given year, and can help to up-tier
quality while minimizing yield reductions.
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Support
Services
We need data about your
vineyard blocks to set up and initialize the VSIM soil water balance
model. These data include:
·
Irrigation to
date (from flowmeters)
·
Soils (from the
USDA county database or sampled locally)
·
Vineyard block
boundary file (shapefile or kml file)
Our support services are
aimed at improving the accuracy of your vineyard input datasets, thereby
improving the accuracy of the VSIM water stress and irrigation forecasts. We can provide you with low-cost,
cellular-enabled flowmeters that measure daily irrigation and report these data
to the web for you to access from your desk.
You can use these data to accurately document vineyard water use and to
see how much water is actually going on to each of your blocks. We can also sample soils across your
vineyard, thereby improving on the accuracy of the USDA county-level surveys. And we can build a block boundary file
(shapefile) that we use to summarize these datasets by block across your
vineyard.
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Clients
We provide monthly
NDVI imagery and the weekly VSIM forecasts to any US vineyard. Our current clients include Constellation Brands, E&J Gallo, Trinchero
Family Wines, V. Sattui Winery, Mochizuki and
Associates, Beckstoffer Vineyards, and The California Table Grape Commission.
For more information, references, or to subscribe to
our services,
please contact Lars Pierce at lars@aguavu.com or at (831) 331-3889.
VSIM - Celebrate, Dont Guesstimate.