Volume
3 Issue
11
August
1, 2006
Predicting soybean yields in NW Minnesota:
Sometimes helpful, always risky
The American Heritage dictionary defines drought
as “a long period with no rain, especially during a growing season”.
My dictionary has an identical definition, but also
includes.............”for example, NW Minnesota in 1988, 1989, and
2006”. Without question, we are experiencing some very hot, dry
weather this year, but it is questionable just how much this weather
will influence final soybean yields. A lot will depend on a field’s
available soil water at planting and timing of in-season
precipitation. Conjecture is commonplace, but we lack good evidence
from designed experiments in NW Minnesota to address these
questions. This does not mean that “….we have no idea”, just that
our ideas may lie some distance from reality. Other researchers in
the Midwestern USA have determined that soybean water use:
- is closely related to stage of plant development;
- increases rapidly during vegetative growth from about
V3 to V6;
- reaches a maximum plateau during R1 to R6;
- declines rapidly as the plant matures.
The crop’s susceptibility to an insufficient water supply is
especially acute during early to peak flowering and late flowering
to early pod development, i.e., prior to the beginning of rapid seed
filling (R5).This brief article presents some likely consequences of
this year’s dry weather on final soybean yields, based on limited
historical data and some knowledge of soybean growth and
development.
The Soybean Breeding and Genetics Project of the University of
Minnesota has conducted variety trials at the Northwest Research and
Outreach Center (NWROC) at Crookston for over 40 years and has often
included check varieties for extended periods in their work. One
such variety, McCall, was included from 1983 through 2002 in Uniform
Regional Trials, providing yield data for both ‘wet’ and ‘dry’
years. Using this yield data, and weather data collected at the
NWROC for the same period, we attempted to derive an equation that
would describe McCall yields based on rainfall records. A better
‘equation’ would have included measures of available soil moisture
at planting, but these values are seldom documented for most
producer’s fields.
We regressed yield each year on two NWROC yearly rainfall
records. The first ‘record’ is referred to as a ‘recharge’ and
includes the total rain received in Sept. and Oct. of the previous
year and the total April and May rain of the current year, i.e.
water ‘stored’ in the soil profile just prior to increasing demand
by the current crop (X1). The second ‘record’ is the total,
‘in-season’, rain received during June and July (X2), a period of
rapid soybean growth and development. August rain was not included
for two reasons: (1) McCall yields from 1983 to 2002 were not
related to August rain; and (2) once the soybean plant has advanced
to stage R5 to R5.5 (which ‘usually’ occurs about the first to
second week of August in NW Minnesota with MG 00 varieties), there
is no further increase in node or pod number that contributes to
final yield. Although soybean can compensate for fewer seeds by
producing larger seeds, there are physical restrictions on how
large. Thus, rain we receive in August will help us realize the
‘potential’ established by ‘stored’ and ‘in-season’ rain, but will
not likely increase that potential. It is emphasized, however, that
McCall is an early maturity variety (MG 00.7) and that later
varieties which normally reach R5 later in August may benefit from
August rains.
Some of the results of our analyses are presented in Figures 1, 2
and 3. From 1983 to 2002, grain yields of McCall closely followed
(reasonably close) the total amount of June-July rainfall (Fig.
1A). Rain received during rapid soybean growth and
development likely promoted increases in node and pod number and,
thus, yield potential. About 40% of the total variation in yield
could be described just by June-July rainfall (Fig.
1B). The relationship between August rainfall and McCall
yield, given in
Fig. 2A and
2B,
suggests that August rain did not increase yield, although it may
have prevented some yield loss. Again, later maturing varieties may
have responded more to August rain, provided they didn’t freeze in
early September.

Figure 1. At the NWROC from 1983 to 2002, increasing June-July
rainfall likely increased node, flower and pod production prior to
R5 and McCall grain yield potential.

Figure 2. Increasing August rainfall seldom increased McCall
grain yields, although it may have prevented yield losses during
drier years.

Figure 3. McCall grain yields at the NWROC from 1983 to 2002
were closely related to the amount of accumulated precipitation
prior to planting and June-July rainfall.

Figure 4. Polk county average soybean yields from 1983 to 2002
and yields predicted using NWROC weather records for the same time
period.
Using ‘stored water’ and ‘in-season’ rain together in our
regression improved our ability to describe McCall yield (Fig.
3A and 3B). Nearly 60% of the total variation in yield
could be described by the equation listed in Fig. 3B. The regression
coefficients suggest that each additional inch of ‘in-season’
precipitation increased yield about 2.6 bushels, whereas each
additional inch of ‘stored water’ increased yield about 1.6 bushels.
Using the equation given in Fig. 3B and rainfall records pertinent
to 2006, the predicted value (17.8 bu/a) and the upper and lower 95%
confidence limits suggest that our 2006 McCall yield at the NWROC
will be between 10.3 and 25.3 bu/a, with an average of 17.8 bu/a.
This does not necessarily mean that the yields on your farm are
going to be in this same range. You probably have a range of
relative maturities, stored soil moistures, and in-season rains just
in your own fields. The impact of this year’s drought on soybean
yields in NW Minnesota and on your farm with potentially higher
yielding varieties will be measured later, but it will be directly
related to the yield potential established by the time the plant
reaches growth stage R5.
Just out of curiosity, and with total disregard for sound
science, I wondered if the approach used to describe McCall yields
could be ‘stretched’ (quantum leap; do not try this at home) to
describe Polk county yields for the same time period. The results of
this journey to the dark side with a candle are presented in
Fig. 4. The predicted
value (21.2 bu/a) and the upper and lower 95% confidence limits
suggest that our 2006 Polk county yield will be between 16.4 and
25.9 bu/a, with an average of 21.2 bu/a. Interesting…………..but.
I acknowledge that this approach is, of course, very risky. Using
weather data obtained at one location as representative of an entire
(large) county is close to ridiculous and only one possible source
of error. Others include previous crops, soil types, varieties,
planting dates, etc. On the other hand, maybe it’s closer than I
think.
John Wiersma, Assoc Professor
U of Minnesota, NWROC
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